<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Physiol.</journal-id>
<journal-title>Frontiers in Physiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Physiol.</abbrev-journal-title>
<issn pub-type="epub">1664-042X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fphys.2022.792660</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Exercise Physiology Impairments of Patients With Amyotrophic Lateral Sclerosis: Cardiopulmonary Exercise Testing Findings</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>He</surname> <given-names>Ji</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/933547/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Fu</surname> <given-names>Jiayu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1194707/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhao</surname> <given-names>Wei</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Ren</surname> <given-names>Chuan</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1649321/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Ping</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Lu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/362036/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Dan</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhou</surname> <given-names>Lequn</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Tang</surname> <given-names>Lu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Xiangyi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/362064/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Ye</surname> <given-names>Shan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1577068/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Xiaolu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Ma</surname> <given-names>Yan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1241990/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Yixuan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Ma</surname> <given-names>Xinran</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/700935/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Linjing</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1278035/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Gaoqi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1617522/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Nan</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/693123/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Fan</surname> <given-names>Dongsheng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/349254/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Neurology, Peking University Third Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Beijing Municipal Key Laboratory of Biomarker and Translational Research in Neurodegenerative Diseases</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Cardiology, Peking University Third Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Physical Examination Center, Peking University Third Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff5"><sup>5</sup><institution>Clinical Epidemiology Research Center, Peking University Third Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Gary W. Mack, Brigham Young University, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Gabriel Grizzo Cucato, Northumbria University, United Kingdom; Tanja Taivassalo, University of Florida, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Dongsheng Fan, <email>dsfan2010@aliyun.com</email></corresp>
<fn fn-type="equal" id="fn002"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
<fn fn-type="other" id="fn004"><p>This article was submitted to Exercise Physiology, a section of the journal Frontiers in Physiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>792660</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>10</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 He, Fu, Zhao, Ren, Liu, Chen, Li, Zhou, Tang, Liu, Ye, Liu, Ma, Zhang, Ma, Zhang, Zhang, Li and Fan.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>He, Fu, Zhao, Ren, Liu, Chen, Li, Zhou, Tang, Liu, Ye, Liu, Ma, Zhang, Ma, Zhang, Zhang, Li and Fan</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<sec>
<title>Background and Objective</title>
<p>In amyotrophic lateral sclerosis (ALS), progressive weakness significantly limits the ability to exercise. However, measurements of the impaired exercise function and their practical value to assess disease progression in ALS are scarce. Cardiopulmonary exercise testing (CPET) is a non-invasive accurate method used to comprehensively quantify exercise physiology in a variety of diseases. This study aimed to evaluate the clinical value of CPET and to explore its association with disease severity and prognosis prediction in ALS.</p>
</sec>
<sec>
<title>Methods</title>
<p>A total of 319 participants were enrolled in this 3-year prospective study. After strict quality control, 109 patients with ALS and 150 age- and sex-matched healthy controls were included with comprehensive clinical assessment and follow-ups. The incremental ramp protocol for symptom-limited CPET was applied in both groups. The exercise physiology during peak effort exercise was systematically measured, including the overall aerobic capacity of exercise (VO<sub>2</sub> peak) and the respective capacity of the exercise-involved organs [cardiac response (heart rate peak&#x2014;HR peak), ventilatory efficiency (VE/VCO<sub>2</sub> slope), breathing economy (VE/VO<sub>2</sub> peak), and other relevant parameters]. Disease severity and progression were evaluated using recognized scales. Survival was monitored with regular follow-ups every 6 months.</p>
</sec>
<sec>
<title>Results</title>
<p>Decreased exercise capacity (VO<sub>2</sub> peak &#x003C; 16 ml/kg/min) occurred more frequently in patients with ALS than in controls (44.95% vs. 9.33%, <italic>p</italic> &#x003C; 0.01). In patients with ALS, the average VO<sub>2</sub> peak (16.16 &#x00B1; 5.43 ml/kg/min) and HR peak [135 (112&#x2013;153) bpm] were significantly lower (<italic>p</italic> &#x003C; 0.01) than in controls [22.26 &#x00B1; 7.09 ml/kg/min; 148 (135&#x2013;164) bpm], but the VE/VCO<sub>2</sub> slope was significantly higher [28.05 (25.03&#x2013;32.16) vs. 26.72 (24.37&#x2013;29.58); <italic>p</italic> = 0.03]. In patients with ALS, the VO<sub>2</sub> peak and HR peak were significantly correlated with disease severity and progression scores (<italic>p</italic> &#x003C; 0.05). Survival analyses revealed the VO<sub>2</sub> peak and HR peak as protective indicators while the VE/VO<sub>2</sub> peak as a detrimental indicator for the prognostic prediction in ALS (HR = 0.839, <italic>p</italic> = 0.001; HR = 0.967, <italic>p</italic> &#x003C; 0.001; HR = 1.137, <italic>p</italic> = 0.028, respectively).</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Our prospective study quantified the significantly decreased exercise capacity in ALS through non-invasive CPET. The impaired VO<sub>2</sub> peak and HR peak closely correlated with disease severity and independently predicted a worse prognosis. Our findings identified the clinical value of CPET as an objective indicator of disease progression in ALS.</p>
</sec>
</abstract>
<kwd-group>
<kwd>exercise physiology evaluation</kwd>
<kwd>cardiopulmonary exercise testing</kwd>
<kwd>amyotrophic lateral sclerosis</kwd>
<kwd>prognosis</kwd>
<kwd>exercise capacity</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China <named-content content-type="fundref-id">10.13039/501100001809</named-content></contract-sponsor>
<contract-sponsor id="cn002">Peking University Third Hospital <named-content content-type="fundref-id">10.13039/501100009399</named-content></contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="53"/>
<page-count count="11"/>
<word-count count="8129"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disorder characterized by progressive dysfunction in the motor system (<xref ref-type="bibr" rid="B51">van Es et al., 2017</xref>). The impairments are irreversible, which start from the weakness of the first affected site to paralysis, dysphagia, and eventually respiratory failure. Thus, patients are significantly limited in their ability to exercise (<xref ref-type="bibr" rid="B11">Chen et al., 2015</xref>). Recent identifications of pathophysiological mechanisms of ALS potentially provide new insights, including autonomic dysregulation for heart rate (HR) variability and hypermetabolism for respiratory decompensation (<xref ref-type="bibr" rid="B23">Hardiman et al., 2017</xref>; <xref ref-type="bibr" rid="B1">Ahmed et al., 2018</xref>). Moreover, a growing body of evidence has identified consistent mitochondrial abnormalities in neuromuscular tissues of patients with ALS and mouse models (<xref ref-type="bibr" rid="B14">Dupuis et al., 2004</xref>; <xref ref-type="bibr" rid="B3">Al-Sarraj et al., 2014</xref>; <xref ref-type="bibr" rid="B28">Jankovic et al., 2021</xref>). Though the pathogenesis of ALS is different from the metabolic myopathy, such as mitochondrial disease, dysfunction of mitochondria has been linked to muscle weakness in ALS: (1) the deposition of pathological protein of ALS such as TAR DNA-binding protein 43 (TDP-43) impairs the mitochondrial structure, which further induces death of muscular cells through devastating mitophagy, excitotoxicity, and oxidative stress (<xref ref-type="bibr" rid="B30">Kodavati et al., 2020</xref>). The consequent loss of actin and myosin filaments limits effective contractions of single-muscle fibers as the sliding filament theory, functionally manifesting as muscle weakness in patients (<xref ref-type="bibr" rid="B36">Miller et al., 2014</xref>). (2) Adenosine triphosphate (ATP) is the source of energy used to power muscle contraction. The intracellular-stored ATP is not enough for continuous muscular activities, hence the replenishment of ATP through mitochondrial respiration is substantial to high-intensity muscle movements (<xref ref-type="bibr" rid="B6">Baker et al., 2010</xref>). Overexpressing mutant TDP-43 of the ALS model decreases mitochondrial complex I activity, which further decreases oxygen utilization and ATP production <italic>via</italic> defective oxidative phosphorylation (<xref ref-type="bibr" rid="B27">Huang et al., 2020</xref>). The oxidative stress and inflammation in ALS aggravate the decrease in ATP regeneration and cause depletion of energy (<xref ref-type="bibr" rid="B39">Obrador et al., 2021</xref>). Thus, the insufficient energy supply induced by dysregulated mitochondria is linked to muscle fatigue and weakness in ALS. (3) In TDP-43 mouse models, distinct changes in mitochondrial dynamic and aggregation are reported (<xref ref-type="bibr" rid="B30">Kodavati et al., 2020</xref>). Mutated TDP-43 affects mitofusin 1 and 2 levels, causing fragmented mitochondrial morphology and muscle atrophy that further decreases muscular strength (<xref ref-type="bibr" rid="B53">Wang et al., 2013</xref>). (4) Dysregulated mitochondria are associated with dysfunction of ion channels (including Na<sup>+</sup>, K<sup>+</sup>, and Ca<sup>2+</sup>) in ALS (<xref ref-type="bibr" rid="B32">LoRusso et al., 2019</xref>). The abnormalities disturb the excitation-contraction coupling and decrease the excitability of muscle fibers that further induce muscle fatigue in patients (<xref ref-type="bibr" rid="B2">Allen et al., 2008</xref>). Thus, mitochondrial dysfunction has emerged as one of the significant reasons for the exercise limitation of ALS (<xref ref-type="bibr" rid="B4">Angelini and Siciliano, 2021</xref>). Cross-sectional studies and pilot trials of small size have revealed significant exercise intolerance in ALS (<xref ref-type="bibr" rid="B45">Sanjak et al., 1987</xref>; <xref ref-type="bibr" rid="B47">Siciliano et al., 2002</xref>; <xref ref-type="bibr" rid="B35">Mezzani et al., 2012</xref>; <xref ref-type="bibr" rid="B9">Braga et al., 2018</xref>). Further studies with more patients to explore its clinical value for the assessment of disease progression are required. The current methods for disease evaluation are mainly based on the disability degree, represented by the revised ALS Functional Rating Scale (ALSFRS-R) and the King&#x2019;s College Staging System (KCSS) (<xref ref-type="bibr" rid="B10">Cedarbaum et al., 1999</xref>; <xref ref-type="bibr" rid="B44">Roche et al., 2012</xref>). Thus, the exploration of direct indicators for exercise capability associated with disease severity and prognosis could provide a novel prospective for disease evaluation (<xref ref-type="bibr" rid="B48">Sun et al., 2020</xref>). Detailed assessments of the systemic physiological responses to exercise could also give insights into potential aerobic rehabilitation in ALS.</p>
<p>Cardiopulmonary exercise testing (CPET) is recommended as the gold standard for objectively evaluating exercise physiology by the European Association for Cardiovascular Prevention and Rehabilitation and the American Heart Association (EACPR/AHA) (<xref ref-type="bibr" rid="B20">Guazzi et al., 2012</xref>, <xref ref-type="bibr" rid="B21">2016</xref>). It can provide a comprehensive assessment in multiple relevant physiological systems, including the cardiovascular, pulmonary, and musculoskeletal systems (<xref ref-type="bibr" rid="B15">Fan and Jia, 2020</xref>). To quantitatively analyze exercise physiology, CPET non-invasively measures extensive variables reflecting different physiological responses under peak exercise stress (<xref ref-type="bibr" rid="B5">Arena and Sietsema, 2011</xref>). Oxygen uptake at peak exercise (VO<sub>2</sub> peak) is well recognized to represent the aerobic exercise capacity for the integrated function of the whole-body exercise capability. Other parameters separately represent the singular function of the system-targeted exercise physiology (i.e., HR recovery for the cardiovascular system, VE/VCO<sub>2</sub> slope for the pulmonary system) (<xref ref-type="bibr" rid="B49">Taivassalo et al., 2003</xref>; <xref ref-type="bibr" rid="B13">Crisafulli et al., 2018</xref>; <xref ref-type="bibr" rid="B40">Opina et al., 2019</xref>). The clinical value of CPET in cardiovascular and pulmonary diseases has been firmly established for preoperative evaluation and prognosis assessment (<xref ref-type="bibr" rid="B19">Grant et al., 2015</xref>; <xref ref-type="bibr" rid="B22">Guazzi et al., 2017</xref>). Recent studies have identified the reliable use of CPET in neurological diseases, including metabolic myopathies, stroke, multiple sclerosis, and Huntington&#x2019;s disease; however, there is a lack of application of CPET for ALS so far (<xref ref-type="bibr" rid="B29">Jeppesen et al., 2003</xref>; <xref ref-type="bibr" rid="B49">Taivassalo et al., 2003</xref>; <xref ref-type="bibr" rid="B12">Ciammola et al., 2011</xref>; <xref ref-type="bibr" rid="B25">Heine et al., 2014</xref>, <xref ref-type="bibr" rid="B26">2016</xref>; <xref ref-type="bibr" rid="B15">Fan and Jia, 2020</xref>). As a non-invasive tool that allows for quantitative assessment, CPET could supplement previous evaluations of functional disability and further provide a comprehensive profile of exercise physiology impairments for ALS.</p>
<p>We aimed to evaluate the exercise physiology impairments using CPET in patients with ALS compared with age- and sex-matched healthy controls. In addition, we explored their clinical values to assess disease severity and prognosis of ALS from a clinical physiology perspective in our prospective cohort.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Study Design and Participants</title>
<p>This prospective study was conducted between September 1, 2017, and December 1, 2020, at the Peking University Third Hospital (PUTH), Beijing, China. A total of 128 consecutive patients with ALS who fulfilled the revised El Escorial criteria for probable or definite ALS were invited to participate in the study and were enrolled at the time of diagnosis. The exclusion criteria for patients included (1) concomitant presence of cardiopulmonary, endocrine, or neurological disorders other than ALS; (2) cardiovascular impairments noted on structural ultrasonic cardiography and electrocardiography; (3) pulmonary impairments noted on structural X-ray; (4) cognitive impairment or psychiatric disorders; (5) family history of ALS; and (6) inability to complete the cycling test of CPET. Moreover, 191 age- and sex-matched healthy controls were consecutively enrolled from volunteers in the Physical Examination Center, PUTH. These healthy controls had no cardiopulmonary, endocrine, or neurological disorders, no family history of any known inherited disease, no cognitive or psychiatric disorders, and no abnormalities in routine physical examination, and they were able to complete CPET. After a strict screening of the aforementioned comorbidities and agreeing to cooperate with the study, 109 patients with ALS and 150 controls were finally included. A total of 19 patients were excluded because of chronic obstructive pulmonary disease (<italic>n</italic> = 1), diabetes (<italic>n</italic> = 1), coronary heart disease (<italic>n</italic> = 2), hypertension (<italic>n</italic> = 1), refusal to the test (<italic>n</italic> = 1), and inability to complete CPET assessment with the protocol (<italic>n</italic> = 13). In total, 41 controls were excluded due to diabetes (<italic>n</italic> = 8), chronic obstructive pulmonary disease (<italic>n</italic> = 3), coronary heart disease (<italic>n</italic> = 7), hypertension (<italic>n</italic> = 6), refusal to the test (<italic>n</italic> = 15), and inability to complete CPET assessment with the protocol (<italic>n</italic> = 2). The institutional Ethics Committee of PUTH approved this study. Written informed consent was obtained from each participant. Study enrollment, participation, analysis, and follow-up are illustrated in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Flowchart of the study design. A schematic summarizing the number of individuals during enrollment, participation, inclusion, and follow-up. ALS, amyotrophic lateral sclerosis; CPET, cardiopulmonary exercise testing.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fphys-13-792660-g001.tif"/>
</fig>
</sec>
<sec id="S2.SS2">
<title>Clinical Assessment</title>
<p>At enrollment, detailed demographic and clinical information was recorded, and regular laboratory tests were conducted as a standardized routine for patients with ALS at PUTH (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). The collected data included age, sex, medical history, site of onset, age of onset, disease duration, genetic variants, cognitive assessments, blood glucose, blood lipids, and other relevant data as reported previously (<xref ref-type="bibr" rid="B11">Chen et al., 2015</xref>; <xref ref-type="bibr" rid="B24">He et al., 2020</xref>). We recorded the results of ALSFRS-R and KCSS, as well as forced vital capacity (FVC), to functionally evaluate disease severity (<xref ref-type="bibr" rid="B16">Ferraro et al., 2016</xref>). FVC was measured in the sitting position using computer-based spirometry (Chest, HI-101, Japan). The test was performed with the same device and by the same technician with the standard protocol. The best of three satisfactory and consistent expiratory maneuvers (each obtained after a maximal inspiratory effort) and the predicted values (%) were used for analyses. The impairment of upper motor neuron (UMN) and lower motor neuron (LMN) signs was graded using a modified Ravits Scale (<xref ref-type="bibr" rid="B43">Ravits et al., 2007</xref>). The rate of disease progression was recorded as &#x0394;FS = (48-[ALSFRS-R])/disease duration from symptom onset to the CPET assessment. Serum neurofilament light chain (sNfL) concentrations were tested using Simoa NfL assays by Quanterix (Lexington, MA, United States) (<xref ref-type="bibr" rid="B8">Benatar et al., 2020</xref>). Death and tracheotomy were defined as the endpoint events for survival. Follow-up evaluations were conducted by telephone or clinical visits every 6 months to assess survival and record parameters for disease progression of ALS, including ALSFRS-R, body mass index (BMI), affected sites, and other details (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>).</p>
</sec>
<sec id="S2.SS3">
<title>Cardiopulmonary Exercise Testing</title>
<p>Symptom-limited CPET was performed according to published guidelines using the standardized Ramp protocol for the cycling test (<xref ref-type="bibr" rid="B7">Balady et al., 2010</xref>). Ventilatory expired gas analysis was performed using the ULTIMACardio2 gas exchange analysis system (Medgraphics Corp, United States) with the detailed procedures reported previously (<xref ref-type="bibr" rid="B31">Liu et al., 2020</xref>). Minute ventilatory data were obtained at rest and during the incremental workload exercise test based on real-time gas exchange measurements using the open-circuit spirometry testing system [including oxygen consumption (VO<sub>2</sub>), carbon dioxide production (VCO<sub>2</sub>), and minute ventilation (VE)]. A standard 12-lead electrocardiogram was obtained, and blood pressure was measured at rest, each minute during exercise, and for at least 5 min during the recovery phase. Standardized procedures were conducted for equipment calibration, and all tests were carried out by trained clinical exercise physiologists. The detailed protocol of the CPET assessment was as follows: the test started with 3 min of rest, followed by a 3-min warm-up at 0 W, and continued to cycle with an increased workload of 10 W every minute until volitional fatigue. A uniform speed of 60&#x2013;70 r/min was encouraged to maintain when cycling. The total duration of the cycle test typically was 10&#x2013;15 min. A respiratory exchange ratio (RER) of &#x2265; 1.0 was used as an objective indicator of peak effort for exercise (<xref ref-type="bibr" rid="B20">Guazzi et al., 2012</xref>, <xref ref-type="bibr" rid="B21">2016</xref>).</p>
<p>The major parameter in this study was the VO<sub>2</sub> peak achieved at peak exercise, which reflects the overall level of exercise capacity affected by the cardiovascular, pulmonary, and muscular function. Decreased exercise capacity was defined by a VO<sub>2</sub> peak &#x003C; 16 ml/kg/min, as reported previously (<xref ref-type="bibr" rid="B5">Arena and Sietsema, 2011</xref>; <xref ref-type="bibr" rid="B22">Guazzi et al., 2017</xref>). Other parameters were divided according to the individually involved system as reported by previous studies. For cardiovascular function, HR, systolic blood pressure (SBP), and diastolic blood pressure (DBP) at rest and peak exercise, as well as HT recovery (peak HR- 1 min after exercise HR), were recorded (<xref ref-type="bibr" rid="B13">Crisafulli et al., 2018</xref>). For pulmonary function, ventilation per carbon dioxide output slope (VE/VCO<sub>2</sub> slope) and breathing reserve (BR) were calculated (<xref ref-type="bibr" rid="B17">Finocchiaro et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Opina et al., 2019</xref>). For muscular function, the oxygen cost (&#x0394;VO<sub>2</sub>/&#x0394;Work-Rate slope) was reported to represent the ability of muscles to extract and use oxygen (<xref ref-type="bibr" rid="B49">Taivassalo et al., 2003</xref>; <xref ref-type="bibr" rid="B38">Noury et al., 2020</xref>). The peak ventilatory equivalent for oxygen (VE/VO<sub>2</sub> peak) represented a comprehensive indicator of breathing economy.</p>
</sec>
<sec id="S2.SS4">
<title>Statistical Analysis</title>
<p>Qualitative data are reported as numbers and percentages (%) of cases, and the chi-square test was used for comparisons between groups. Quantitative data were first tested to determine the normality of the distribution. Normally distributed data are reported as means (standard deviations), variables between groups were compared using Student&#x2019;s <italic>t</italic>-test or one-way ANOVA, and correlations were assessed using Pearson&#x2019;s analysis. Non-normally distributed variables are shown as medians (first quartile, third quartile), variables between groups were compared using the Mann-Whitney <italic>U</italic>-test or Kruskal-Wallis test, and correlations were assessed using Spearman&#x2019;s analysis. Subsequently, a multiple linear regression analysis was performed to assess the adjusted association of disease-related variables with the VO<sub>2</sub> peak. Survival curves were estimated using Kaplan-Meier analysis with the log-rank test. Cox regression model adjusted for covariates, including the age of onset, sex, BMI, and site of onset, was performed. The censoring date for survival data was December 1, 2020. Statistical analysis was performed with SPSS 20.0 software (SPSS, Chicago, United States). The results were considered statistically significant at <italic>p</italic> &#x003C; 0.05.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Demographic and Clinical Features of Amyotrophic Lateral Sclerosis and Controls</title>
<p>Our study initially enrolled 319 participants, and 60 were excluded after a strict screening of medical history, assessment of cardiopulmonary function, and cooperation with the CPET measurements (<xref ref-type="fig" rid="F1">Figure 1</xref>). A total of 259 participants were eventually included. <xref ref-type="table" rid="T1">Table 1</xref> shows the baseline characteristics of the 109 patients with ALS and the 150 matched controls. The ALS and control groups did not differ significantly in age, sex, or BMI. Regarding the clinical features of ALS, the median age of onset (interquartile range, IQR) was 53 (42&#x2013;61) years, with median disease duration (IQR) of 12 (8&#x2013;17) months. Of the 109 patients with ALS, 19 had a bulbar onset (17.43%) and 90 had a spinal onset (82.57%). Most patients were in the early phase of the disease, consisting of 53 in KCSS 1 (48.62%) and 37 in KCSS2 (33.94%). The median ALSFRS-R (IQR) score was 43 (39&#x2013;45).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Baseline characteristics of ALS and controls.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">ALS, <italic>n</italic> = 109</td>
<td valign="top" align="center">Control, <italic>n</italic> = 150</td>
<td valign="top" align="center"><italic>p</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="4"><bold>Demographics</bold></td>
</tr>
<tr>
<td valign="top" align="left">Age, years</td>
<td valign="top" align="center">52.74 (11.62)</td>
<td valign="top" align="center">51.39 (11.47)</td>
<td valign="top" align="center">0.35</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Sex, no. (%)</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">0.55</td>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">71 (65.14%)</td>
<td valign="top" align="center">103 (68.67%)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">38 (34.86%)</td>
<td valign="top" align="center">47 (31.33%)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">BMI, kg/m<sup>2</sup></td>
<td valign="top" align="center">23.83 (3.35)</td>
<td valign="top" align="center">24.36 (3.06)</td>
<td valign="top" align="center">0.19</td>
</tr>
<tr>
<td valign="top" align="left" colspan="4"><bold>Disease characteristics</bold></td>
</tr>
<tr>
<td valign="top" align="left">Age of onset, years</td>
<td valign="top" align="center">53 (42&#x2013;61)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"><bold>Site of onset, no. (%)</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Bulbar</td>
<td valign="top" align="center">19 (17.43%)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Spinal</td>
<td valign="top" align="center">90 (82.57%)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Disease duration, months</td>
<td valign="top" align="center">12 (8&#x2013;17)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"><bold>KCSS</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">53 (48.62%)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">37 (33.94%)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">12 (11.01%)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">7 (6.42%)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">ALSFRS-R</td>
<td valign="top" align="center">43 (39&#x2013;45)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">FVC,% of predicted</td>
<td valign="top" align="center">81 (71&#x2013;93)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">UMN</td>
<td valign="top" align="center">6 (3&#x2013;8)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">LMN</td>
<td valign="top" align="center">3 (2&#x2013;4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">NfL, pg/ml</td>
<td valign="top" align="center">70.30 (33.00&#x2013;101.00)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x0394;FS</td>
<td valign="top" align="center">0.43 (0.25&#x2013;0.71)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Use of riluzole, no. (%)</td>
<td valign="top" align="center">71 (65.14%)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Data are presented as the means (SD), medians (IQR), or n (%). ALS, amyotrophic lateral sclerosis; BMI, body mass index; KCSS, King&#x2019;s College Staging System; ALSFRS-R, ALS Functional Rating Scale-Revised; FVC, forced vital capacity; UMN, upper motor neuron; LMN, lower motor neuron; NfL, neurofilament light chain; &#x0394;FS, (48-[ALSFRS-R])/disease duration from symptom onset to the CPET assessment; IQR, interquartile range.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS2">
<title>Comparison of the Cardiopulmonary Exercise Testing Assessment in Amyotrophic Lateral Sclerosis and Controls</title>
<p>For the exercise capacity (VO<sub>2</sub> peak) reflecting the whole-body system, patients with ALS showed a significant impairment both in prevalence and degree compared with the strictly matched controls (<xref ref-type="fig" rid="F2">Figure 2</xref>). Impaired exercise capacity (VO<sub>2</sub> peak &#x003C; 16 ml/kg/min) was present in 49 (44.95%) patients with ALS and 14 (9.33%) controls, which showed significant differences in distribution (<italic>p</italic> &#x003C; 0.01). Consistently, the VO<sub>2</sub> peak was significantly lower in patients with ALS than in controls [<xref ref-type="table" rid="T2">Table 2</xref>; 16.16 (5.43) vs. 22.26 (7.09); <italic>p</italic> &#x003C; 0.01]. Several parameters reflecting relative impairment regarding single systems also showed significant differences (<xref ref-type="table" rid="T2">Table 2</xref>). For the cardiovascular system, patients with ALS had a significantly increased HR at rest while a decreased HR at peak exercise (<italic>p</italic> = 0.01 and <italic>p</italic> &#x003C; 0.01, respectively). However, no difference was shown in HR recovery between the two groups. For the pulmonary system, a significant increase was reported in VE/VCO<sub>2</sub> slope in patients with ALS, implying limited ventilatory efficiency (<italic>p</italic> = 0.03). However, no significant differences in the parameters reflecting impairment in the muscular system were observed between the two groups.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Comparison of exercise capacity measured by the CPET in controls and patients with ALS. The degree and proportion of impaired exercise capacity are depicted in controls and patients with ALS. The VO<sub>2</sub> peak (ml/kg/min) represents the exercise capacity, and the impaired exercise capacity is defined by a VO<sub>2</sub> peak &#x003C; 16 ml/kg/min. &#x002A;&#x002A;<italic>p</italic> &#x003C; 0.01. ALS, amyotrophic lateral sclerosis; CPET, cardiopulmonary exercise testing; VO<sub>2</sub> peak, oxygen uptake at peak exercise.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fphys-13-792660-g002.tif"/>
</fig>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>CPET assessments of patients with ALS and controls.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">ALS, <italic>n</italic> = 109</td>
<td valign="top" align="center">Control, <italic>n</italic> = 150</td>
<td valign="top" align="center"><italic>p</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="4"><bold>Overall exercise capacity</bold></td>
</tr>
<tr>
<td valign="top" align="left">VO<sub>2</sub> peak, ml/kg/min</td>
<td valign="top" align="center">16.16 (5.43)</td>
<td valign="top" align="center">22.26 (7.09)</td>
<td valign="top" align="center">&#x003C;0.01</td>
</tr>
<tr>
<td valign="top" align="left">VO<sub>2</sub> peak &#x2265; 16 ml/kg/min, no. (%)</td>
<td valign="top" align="center">60 (55.05%)</td>
<td valign="top" align="center">136 (90.67%)</td>
<td valign="top" align="center">&#x003C;0.01</td>
</tr>
<tr>
<td valign="top" align="left">VO<sub>2</sub> peak &#x003C; 16 ml/kg/min, no. (%)</td>
<td valign="top" align="center">49 (44.95%)</td>
<td valign="top" align="center">14 (9.33%)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="4"><bold>Cardiovascular function</bold></td>
</tr>
<tr>
<td valign="top" align="left">HR rest, beats/min</td>
<td valign="top" align="center">86 (78&#x2013;97)</td>
<td valign="top" align="center">83 (73&#x2013;90)</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">SBP rest, mm Hg</td>
<td valign="top" align="center">128 (118&#x2013;138)</td>
<td valign="top" align="center">122 (113&#x2013;138)</td>
<td valign="top" align="center">0.05</td>
</tr>
<tr>
<td valign="top" align="left">DBP rest, mm Hg</td>
<td valign="top" align="center">79 (74&#x2013;86)</td>
<td valign="top" align="center">78 (70&#x2013;86)</td>
<td valign="top" align="center">0.18</td>
</tr>
<tr>
<td valign="top" align="left">HR peak, beats/min</td>
<td valign="top" align="center">135 (112&#x2013;153)</td>
<td valign="top" align="center">148 (135&#x2013;164)</td>
<td valign="top" align="center">&#x003C;0.01</td>
</tr>
<tr>
<td valign="top" align="left">SBP peak, mm Hg</td>
<td valign="top" align="center">165 (142&#x2013;190)</td>
<td valign="top" align="center">166 (145&#x2013;191)</td>
<td valign="top" align="center">0.79</td>
</tr>
<tr>
<td valign="top" align="left">DBP peak, mm Hg</td>
<td valign="top" align="center">86 (80&#x2013;96)</td>
<td valign="top" align="center">83 (77&#x2013;90)</td>
<td valign="top" align="center">0.05</td>
</tr>
<tr>
<td valign="top" align="left">HR recovery, beats/min</td>
<td valign="top" align="center">23 (17&#x2013;31)</td>
<td valign="top" align="center">25 (19&#x2013;31)</td>
<td valign="top" align="center">0.12</td>
</tr>
<tr>
<td valign="top" align="left" colspan="4"><bold>Pulmonary function</bold></td>
</tr>
<tr>
<td valign="top" align="left">VE/VCO<sub>2</sub> slope</td>
<td valign="top" align="center">28.05 (25.03&#x2013;32.16)</td>
<td valign="top" align="center">26.72 (24.37&#x2013;29.58)</td>
<td valign="top" align="center">0.03</td>
</tr>
<tr>
<td valign="top" align="left">BR, %</td>
<td valign="top" align="center">51 (39&#x2013;57)</td>
<td valign="top" align="center">52 (42&#x2013;59)</td>
<td valign="top" align="center">0.18</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Muscular function</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x0394;VO<sub>2</sub>/&#x0394;Work-rate slope</td>
<td valign="top" align="center">9.89 (8.57&#x2013;11.34)</td>
<td valign="top" align="center">9.24 (8.22&#x2013;10.61)</td>
<td valign="top" align="center">0.12</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Others</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">VE/VO<sub>2</sub> peak</td>
<td valign="top" align="center">35 (30&#x2013;40)</td>
<td valign="top" align="center">36 (30&#x2013;40)</td>
<td valign="top" align="center">0.10</td>
</tr>
<tr>
<td valign="top" align="left">RER peak</td>
<td valign="top" align="center">1.12 (0.10)</td>
<td valign="top" align="center">1.23 (0.12)</td>
<td valign="top" align="center">&#x003C;0.01</td>
</tr>
<tr>
<td valign="top" align="left">VO<sub>2</sub> AT, ml/kg/min</td>
<td valign="top" align="center">12.36 (3.86)</td>
<td valign="top" align="center">13.82 (4.86)</td>
<td valign="top" align="center">0.01</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Data are presented as the means (SD), medians (IQR), or n (%).</italic></p></fn>
<fn><p><italic>CPET, cardiopulmonary exercise testing; ALS, amyotrophic lateral sclerosis; VO<sub>2</sub>, oxygen consumption; HR, heart rate; SBP, systolic blood pressure; DBP, diastolic blood pressure; VE, minute ventilation; VCO<sub>2</sub>, carbon dioxide production; BR, breathing reserve; RER, respiratory exchange ratio; AT, anaerobic threshold; IQR, interquartile range.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS3">
<title>Relationships of Cardiopulmonary Exercise Testing Variables With Disease Characteristics in Amyotrophic Lateral Sclerosis</title>
<p>The changes in CPET variables in patients with different disease severities and rates of disease progression are shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. Intergroup comparisons were conducted when patients were categorized by KCSS into different levels of disease severity at assessment (<xref ref-type="fig" rid="F3">Figure 3A</xref>). The VO<sub>2</sub> peak and HR peak were significantly decreased in patients with more severe impairment (<italic>p</italic> &#x003C; 0.001 and <italic>p</italic> = 0.007, respectively). With increasing disease severity, VE/VCO<sub>2</sub> slope significantly increased first but later decreased (<italic>p</italic> = 0.015). In addition, no significant changes in the VE/VO<sub>2</sub> peak were observed. Regarding the relationships between CPET variables and the rate of disease progression (&#x0394;FS), correlation analyses were conducted (<xref ref-type="fig" rid="F3">Figure 3B</xref>). The VO<sub>2</sub> peak and HR peak were significantly decreased as the rate of progression increased (both <italic>p</italic> &#x003C; 0.001). However, no significant relationships with the VE/VCO<sub>2</sub> slope or VE/VO<sub>2</sub> peak were observed. We also compared the CPET parameters in patients with and without daily use of riluzole and found no significant differences (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 2</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Changes in typical CPET variables relative to disease severity and disease progression in ALS. <bold>(A)</bold> Changes in the CPET relative to disease severity as graded by the KCSS. <bold>(B)</bold> Changes in the CPET relative to disease progression scored by the &#x0394;FS. Typical CPET changes included (a) overall exercise capacity, represented by the VO<sub>2</sub> peak, (b) cardiovascular function, represented by HR peak, (c) pulmonary function, represented by VE/VCO<sub>2</sub> slope, and (d) breathing economy, represented by the VE/VO<sub>2</sub> peak. The <italic>p</italic>-value is based on the Kruskal-Wallis test and Spearman&#x2019;s correlation. Vertical lines indicate medians (IQR). ALS, amyotrophic lateral sclerosis; CPET, cardiopulmonary exercise testing; &#x0394;FS, (48-[ALSFRS-R])/disease duration from symptom onset to the CPET assessment; ALSFRS-R, ALS Functional Rating Scale-Revised; KCSS, King&#x2019;s College Staging System; VO<sub>2</sub>, oxygen consumption; HR, heart rate; VE, minute ventilation; VCO<sub>2</sub>, carbon dioxide production; IQR, interquartile range. &#x002A;&#x002A;<italic>p</italic> &#x003C; 0.01.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fphys-13-792660-g003.tif"/>
</fig>
<p>Correlation analyses between typical CPET variables and other disease characteristics of ALS are shown in <xref ref-type="table" rid="T3">Table 3</xref>. For the overall exercise capacity, the VO<sub>2</sub> peak showed significantly positive correlations with FVC and the ALSFRS-R score (both <italic>p</italic> &#x003C; 0.001) while significantly negative correlations with the LMN score (<italic>p</italic> = 0.016). For cardiovascular function, HR peak also showed significant relationships with BMI, FVC, and the ALSFRS-R score (<italic>p</italic> = 0.039, <italic>p</italic> = 0.043, <italic>p</italic> &#x003C; 0.001, respectively). For pulmonary function, increased VE/VCO<sub>2</sub> slope was significantly correlated with the increased LMN score and the decreased ALSFRS-R score (<italic>p</italic> = 0.001 and <italic>p</italic> = 0.017, respectively). Besides, an increased VE/VO<sub>2</sub> peak was significantly correlated with the increased LMN score and the decreased BMI (<italic>p</italic> = 0.039 and <italic>p</italic> = 0.002, respectively). No relationships between any CPET variable and the UMN score or the sNfL were observed. We further conducted the multiple linear regression analysis to assess the adjusted association of disease-related variables with the VO<sub>2</sub> peak: VO<sub>2</sub> peak ml/kg/min = &#x2212;3.394 + 2.916 (sex; 0 = female, 1 = male) &#x2212;0.081 age + 0.522ALSFRSR-R (<italic>F</italic> = 15.076, <italic>p</italic> &#x003C; 0.001). Based on the <italic>R</italic><sup>2</sup>, the model explained 30% of the variance in the VO<sub>2</sub> peak, showing that the VO<sub>2</sub> peak decreased with decreasing ALSFRS-R.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Correlations of CPET variables with disease characteristics of ALS.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center" colspan="2">Overall exercise capacity<break/>VO<sub>2</sub> peak<hr/></td>
<td valign="top" align="center" colspan="2">Cardiovascular function<break/>HR peak<hr/></td>
<td valign="top" align="center" colspan="2">Pulmonary function<break/>VE/VCO<sub>2</sub> slope<hr/></td>
<td valign="top" align="center" colspan="2">Breathing economy<break/>VE/VO<sub>2</sub> peak<hr/></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">R</td>
<td valign="top" align="center"><italic>p</italic></td>
<td valign="top" align="center">R</td>
<td valign="top" align="center"><italic>p</italic></td>
<td valign="top" align="center">R</td>
<td valign="top" align="center"><italic>p</italic></td>
<td valign="top" align="center">R</td>
<td valign="top" align="center"><italic>p</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">BMI</td>
<td valign="top" align="center">&#x2212;0.042</td>
<td valign="top" align="center">0.498</td>
<td valign="top" align="center">&#x2212;0.198</td>
<td valign="top" align="center"><bold>0.039</bold></td>
<td valign="top" align="center">&#x2212;0.046</td>
<td valign="top" align="center">0.638</td>
<td valign="top" align="center">&#x2212;0.301</td>
<td valign="top" align="center"><bold>0.002</bold></td>
</tr>
<tr>
<td valign="top" align="left">FVC</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.383</td>
<td valign="top" align="center"><bold>&#x003C;0.001</bold></td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.212</td>
<td valign="top" align="center"><bold>0.043</bold></td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.204</td>
<td valign="top" align="center">0.056</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.165</td>
<td valign="top" align="center">0.118</td>
</tr>
<tr>
<td valign="top" align="left">ALSFRS-R</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.475</td>
<td valign="top" align="center"><bold>&#x003C;0.001</bold></td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.405</td>
<td valign="top" align="center"><bold>&#x003C;0.001</bold></td>
<td valign="top" align="center">&#x2212;0.233</td>
<td valign="top" align="center"><bold>0.017</bold></td>
<td valign="top" align="center">&#x2212;0.063</td>
<td valign="top" align="center">0.517</td>
</tr>
<tr>
<td valign="top" align="left">UMN</td>
<td valign="top" align="center">&#x2212;0.122</td>
<td valign="top" align="center">0.207</td>
<td valign="top" align="center">&#x2212;0.062</td>
<td valign="top" align="center">0.520</td>
<td valign="top" align="center">0.148</td>
<td valign="top" align="center">0.131</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.031</td>
<td valign="top" align="center">0.751</td>
</tr>
<tr>
<td valign="top" align="left">LMN</td>
<td valign="top" align="center">&#x2212;0.229</td>
<td valign="top" align="center"><bold>0.016</bold></td>
<td valign="top" align="center">&#x2212;0.087</td>
<td valign="top" align="center">0.368</td>
<td valign="top" align="center">0.325</td>
<td valign="top" align="center"><bold>0.001</bold></td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.199</td>
<td valign="top" align="center"><bold>0.039</bold></td>
</tr>
<tr>
<td valign="top" align="left">KCSS</td>
<td valign="top" align="center">&#x2212;0.390</td>
<td valign="top" align="center"><bold>&#x003C;0.001</bold></td>
<td valign="top" align="center">&#x2212;0.325</td>
<td valign="top" align="center"><bold>0.001</bold></td>
<td valign="top" align="center">0.077</td>
<td valign="top" align="center">0.434</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.028</td>
<td valign="top" align="center">0.770</td>
</tr>
<tr>
<td valign="top" align="left">NfL</td>
<td valign="top" align="center">&#x2212;0.344</td>
<td valign="top" align="center">0.079</td>
<td valign="top" align="center">&#x2212;0.256</td>
<td valign="top" align="center">0.198</td>
<td valign="top" align="center">0.158</td>
<td valign="top" align="center">0.442</td>
<td valign="top" align="center">&#x2212;0.045</td>
<td valign="top" align="center">0.825</td>
</tr>
<tr>
<td valign="top" align="left">&#x0394;FS</td>
<td valign="top" align="center">&#x2212;0.433</td>
<td valign="top" align="center"><bold>&#x003C;0.001</bold></td>
<td valign="top" align="center">&#x2212;0.430</td>
<td valign="top" align="center"><bold>&#x003C;0.001</bold></td>
<td valign="top" align="center">0.138</td>
<td valign="top" align="center">0.162</td>
<td valign="top" align="center">&#x2212;0.031</td>
<td valign="top" align="center">0.751</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>The p-value is based on Spearman&#x2019;s correlation analysis. p &#x003C; 0.05 is indicated in bold.</italic></p></fn>
<fn><p><italic>CPET, cardiopulmonary exercise testing; ALS, amyotrophic lateral sclerosis; VO<sub>2</sub>, oxygen consumption; HR, heart rate; VE, minute ventilation; VCO<sub>2</sub>, carbon dioxide production; BMI, body mass index; FVC, forced vital capacity; ALSFRS-R, ALS Functional Rating Scale-Revised; UMN, upper motor neuron; LMN, lower motor neuron; KCSS, King&#x2019;s College Staging System; NfL, neurofilament light chain; &#x0394;FS, (48-[ALSFRS-R])/disease duration from symptom onset to the CPET assessment.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS4">
<title>Prognostic Values of Cardiopulmonary Exercise Testing Variables in Amyotrophic Lateral Sclerosis</title>
<p>There were 21 endpoint events for patients with ALS throughout the study. <xref ref-type="fig" rid="F4">Figure 4</xref> shows the survival probability of patients with typically impaired CPET variables reflecting overall or relative function through univariable analysis (Kaplan-Meier survival curves with log-rank test). Patients with a VO<sub>2</sub> peak &#x003C; 16 ml/kg/min and an HR peak &#x003C; 135 beats/min had significantly worse survival (<italic>p</italic> = 0.001, <italic>p</italic> = 0.002, respectively). However, no significant differences were identified using the VE/VCO<sub>2</sub> slope or VE/VO<sub>2</sub> peak. Univariate analyses for the Cox regression model are presented in <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 3</xref>. Further multivariable Cox regression analysis (<xref ref-type="table" rid="T4">Table 4</xref>) identified that a spinal-onset phenotype (<italic>p</italic> = 0.014), an increased VO<sub>2</sub> peak (<italic>p</italic> = 0.001), and an increased HR peak (<italic>p</italic> &#x003C; 0.001) were independently associated with a better prognosis of ALS during follow-up (HR = 0.263, <italic>p</italic> = 0.014; HR = 0.839, <italic>p</italic> = 0.001; HR = 0.967, <italic>p</italic> &#x003C; 0.001, respectively). In contrast, an increased VE/VO<sub>2</sub> peak was a detrimental factor independently, indicating a worse survival outcome (HR = 1.137, <italic>p</italic> = 0.028).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Survival probability predicted by typical CPET variables. Crude Kaplan-Meier curves during follow-up for <bold>(A)</bold> overall exercise capacity, represented by the VO<sub>2</sub> peak, <bold>(B)</bold> cardiovascular function, represented by HR peak, <bold>(C)</bold> pulmonary function, represented by VE/VCO<sub>2</sub> slope, and <bold>(D)</bold> breathing economy, represented by the VE/VO<sub>2</sub> peak. The cutoff value for the VO<sub>2</sub> peak was defined by previous studies. The cutoff values for the remaining three variables were based on the medians of patients in this study. |, censored patients. ALS, amyotrophic lateral sclerosis; CPET, cardiopulmonary exercise testing; VO<sub>2</sub>, oxygen consumption; HR, heart rate; VE, minute ventilation; VCO<sub>2</sub>, carbon dioxide production.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fphys-13-792660-g004.tif"/>
</fig>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Prognostic factors associated with survival in multivariable Cox analysis.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">HR</td>
<td valign="top" align="center">95% CI</td>
<td valign="top" align="center"><italic>p</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age of onset, years</td>
<td valign="top" align="center">1.022</td>
<td valign="top" align="center">0.978&#x2013;1.068</td>
<td valign="top" align="center">0.341</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Sex</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">0.864</td>
<td valign="top" align="center">0.343&#x2013;2.180</td>
<td valign="top" align="center">0.757</td>
</tr>
<tr>
<td valign="top" align="left">BMI, kg/m<sup>2</sup></td>
<td valign="top" align="center">0.917</td>
<td valign="top" align="center">0.794&#x2013;1.059</td>
<td valign="top" align="center">0.239</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Site of onset</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Bulbar</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Spinal</td>
<td valign="top" align="center">0.263</td>
<td valign="top" align="center">0.091&#x2013;0.763</td>
<td valign="top" align="center">0.014</td>
</tr>
<tr>
<td valign="top" align="left">VO<sub>2</sub> peak, ml/kg/min<sup>a</sup></td>
<td valign="top" align="center">0.839</td>
<td valign="top" align="center">0.757&#x2013;0.930</td>
<td valign="top" align="center">0.001</td>
</tr>
<tr>
<td valign="top" align="left">HR peak, beats/min<sup>b</sup></td>
<td valign="top" align="center">0.967</td>
<td valign="top" align="center">0.950&#x2013;0.985</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">VE/VCO<sub>2</sub> slope<sup>b</sup></td>
<td valign="top" align="center">0.962</td>
<td valign="top" align="center">0.905&#x2013;1.024</td>
<td valign="top" align="center">0.225</td>
</tr>
<tr>
<td valign="top" align="left">VE/VO<sub>2</sub> peak<sup>b</sup></td>
<td valign="top" align="center">1.137</td>
<td valign="top" align="center">1.014&#x2013;1.274</td>
<td valign="top" align="center">0.028</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>The multivariable models included previously established prognostic indicators for ALS and CPET variables (a included the overall CPET parameter reflecting whole-body exercise capacity; b included the three system-specific CPET parameters reflecting cardiovascular, pulmonary, and breathing economy separately).</italic></p></fn>
<fn><p><italic>VO<sub>2</sub>, oxygen consumption; HR, heart rate; VE, minute ventilation; VCO<sub>2</sub>, carbon dioxide production; BMI, body mass index.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p>This study performed comprehensive CPET measurements to investigate exercise physiology impairments in patients with ALS compared with age- and sex-matched healthy controls. This is a pioneering study to reveal the predictive values of CPET parameters for disease severity and prognosis of ALS in a prospective cohort. We provided comprehensive evidence for the application of CPET in ALS: our results quantify the significant decrease in exercise capacity in patients with ALS compared with strictly matched controls, including the overall VO<sub>2</sub> peak and the system-targeted HR peak and VE/VCO<sub>2</sub> slope. Furthermore, CPET parameters were significantly associated with disease severity scores, which showed the potential use of CPET as an objective marker for non-invasively quantifying disease impairment. Finally, typical CPET variables could distinguish patients with different prognoses well since the VO<sub>2</sub> peak, HR peak, and VE/VO<sub>2</sub> peak emerged as independent predictors of survival in ALS. Thus, CPET could provide novel evaluations from the perspective of exercise physiology in ALS and benefit not only for intervention timing in the clinic but also for stratification of patients in scientific research.</p>
<p>Among the CPET parameters, the VO<sub>2</sub> peak was identified as the most significant parameter of ALS in our study. As a well-recognized variable to represent the exercise capability, the VO<sub>2</sub> peak quantitatively reflects the exercise capacity of the whole body (<xref ref-type="bibr" rid="B20">Guazzi et al., 2012</xref>, <xref ref-type="bibr" rid="B21">2016</xref>). We thoroughly identified the prevalence and range of VO<sub>2</sub> peak alterations in ALS compared with strictly matched controls (<xref ref-type="fig" rid="F2">Figure 2</xref>). The significantly higher frequency of impaired exercise capacity in patients with ALS (44.95%) addressed the extensive functional decline. Furthermore, in our supplementary analysis, the VO<sub>2</sub> peak showed a significant decline in patients with a disease duration less than 12 months compared with healthy controls [16.23 (5.62) vs. 22.26 (7.09); <italic>p</italic> &#x003C; 0.01; <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 4</xref>]. Thus, the remarkable impairment in early phase patients emphasizes the sensitivity of exercise capacity for early disease impairment. Additionally, the positive correlation and survival analyses revealed the meaningful value of the VO<sub>2</sub> peak in the clinical practice of ALS. The significant associations between the VO<sub>2</sub> peak and most established clinical parameters of ALS (<xref ref-type="table" rid="T2">Table 2</xref>) suggest that it can be used as a comprehensive, objective, and quantitative measurement for monitoring disease severity and progression in ALS. As an indicator reflecting the whole-body physiological response, the VO<sub>2</sub> peak comprehensively summarizes the overall capacity for exercise affected by multiple systems (<xref ref-type="bibr" rid="B22">Guazzi et al., 2017</xref>). In addition, it is more objective as a quantitative index than traditional parameters based on self-reported symptoms (<xref ref-type="bibr" rid="B18">Fournier et al., 2020</xref>). Finally, our consistently positive results in univariable and multivariable survival analyses also highlight the prognostic role of the VO<sub>2</sub> peak for better outcomes in ALS. Given its repeatability and modifiability, the VO<sub>2</sub> peak has been used as a primary endpoint for non-invasively assessing the response to the treatment of physical exercise in several randomized clinical trials (<xref ref-type="bibr" rid="B46">Shulman et al., 2013</xref>; <xref ref-type="bibr" rid="B52">Wallace et al., 2019</xref>). Since improvements in the VO<sub>2</sub> peak after intervention have been observed in patients with inclusion body myositis and Charcot-Marie-Tooth disease, longitudinal studies on CPET in ALS are needed in the future to explore potential treatments from the perspective of exercise capacity to improve survival (<xref ref-type="bibr" rid="B52">Wallace et al., 2019</xref>).</p>
<p>In our study, CPET also identified the exercise physiology impairments in different systems to support the multisystem impairments in ALS from a functional perspective. We established direct relationships between the system-specific CPET parameters and the pathophysiological mechanism of the different systems affected in ALS (<xref ref-type="bibr" rid="B20">Guazzi et al., 2012</xref>, <xref ref-type="bibr" rid="B21">2016</xref>). Additionally, we revealed that the decline in overall exercise capacity had multifaceted origins involving cardiovascular, pulmonary, and muscular impairment in ALS.</p>
<p>Conflicting data have been reported regarding cardiovascular disorders in ALS (<xref ref-type="bibr" rid="B42">Pereira et al., 2021</xref>). Our study identified the cardiac involvement of ALS with abnormal autonomic nervous function. We observed a significantly higher HR at rest in patients, which supports the continuous impairment of the sympathetic nervous system in ALS. <xref ref-type="bibr" rid="B50">Tanaka et al. (2013)</xref> recognized similar sympathetic hyperactivity with cardiac [<sup>123</sup>I] MIBG scintigraphy and reasoned that they were related to sudden cardiac arrest in ALS. However, HR at peak exercise was significantly limited among our patients, which implies a dysregulation of the sympathetic nervous system in accommodating higher exercise levels. Since no significant difference was shown in HR recovery after exercise, we supposed that the parasympathetic nervous system was relatively reserved in ALS. Thus, cardiovascular impairment in ALS does not resemble the CPET pattern typical of infiltrative cardiomyopathy with decreased HR recovery (<xref ref-type="bibr" rid="B41">Patel et al., 2014</xref>). Furthermore, our positive correlation and survival analyses recognized that the HR peak was similar to the VO<sub>2</sub> peak for disease evaluation. This emphasizes the significant influence of the blunted HR response on overall exercise capacity in ALS.</p>
<p>For the pulmonary system, the significantly increased VE/VCO<sub>2</sub> slope suggests a ventilatory limitation in patients with ALS healthy controls in our study. Recognized as a measure of ventilatory efficiency, the VE/VCO<sub>2</sub> slope reflects the capacity of CO<sub>2</sub> elimination during the whole exercise process (<xref ref-type="bibr" rid="B37">Neder et al., 2017</xref>). The weakened respiratory muscles in ALS are known to cause decreased breathing activity, leading to ventilatory insufficiency (<xref ref-type="bibr" rid="B51">van Es et al., 2017</xref>). An increased VE/VCO<sub>2</sub> slope is typical in chronic obstructive pulmonary disease, another restrictive ventilatory disorder with a similar pathophysiological mechanism of pulmonary dysfunction to that in ALS (<xref ref-type="bibr" rid="B37">Neder et al., 2017</xref>). However, no significant difference in the survival of patients with different VE/VCO<sub>2</sub> slopes was observed in our study. We attributed this to the relatively mild respiratory dysfunction of patients in our cohort as the median value of the VE/VCO<sub>2</sub> slope in our patients did not reach the recommended cutoff value for ventilatory limitation (&#x003E;30) (<xref ref-type="bibr" rid="B20">Guazzi et al., 2012</xref>). Further studies including patients with more severe respiratory insufficiency are required.</p>
<p>Regarding the muscular system, our results revealed no significant dysfunction of muscular oxygen utilization in patients with ALS compared with healthy controls. Considering that muscle dysfunction is indirect and secondary to neuronal impairment in ALS, it is reasonable that our CPET pattern is different from that seen in mitochondrial myopathies (<xref ref-type="bibr" rid="B29">Jeppesen et al., 2003</xref>). The VE/VO<sub>2</sub> peak was a comprehensive indicator of breathing economy. In the muscular disease with scarce impairment in the cardiopulmonary system, the higher VE/VO<sub>2</sub> peak has been reported to directly reflect the lower muscle oxidative capacity in the patients with mitochondrial myopathy compared with controls (<xref ref-type="bibr" rid="B49">Taivassalo et al., 2003</xref>). Besides, increased VE/VO<sub>2</sub> peak has also been identified in cardiopulmonary diseases for ventilatory inefficiency (i.e., heart failure) (<xref ref-type="bibr" rid="B34">Mejhert et al., 2002</xref>). Since ALS is a complex disease with the involvement of multiple systems, the interpretation of the VE/VO<sub>2</sub> peak could be a comprehensive indicator for impairments in both cardiopulmonary and muscular systems. Moreover, the significant correlation of clinical survival supported its potential use as a prognostic indicator in ALS (<xref ref-type="table" rid="T4">Table 4</xref>). Further studies including the detection of plasma lactate and biopsies of muscle tissues are needed to provide more direct evidence of muscular mitochondrial abnormalities in exercise intolerance of ALS.</p>
<p>Neurofilament light chain (NfL) was not significantly associated with typical CPET parameters in this study. This could be due to different pathogenic mechanisms represented by the two variables in ALS. NfL, the main by-product of neuroaxonal breakdown, mainly represents the degree of axonal damage and reflects the neurodegeneration process of ALS (<xref ref-type="bibr" rid="B33">Lu et al., 2015</xref>). In contrast, abnormal CPET parameters, the direct representative of exercise physiology impairments, mainly reflect the dysregulation of multiple systems under the exercise stressor (<xref ref-type="bibr" rid="B22">Guazzi et al., 2017</xref>). The negative correlations could be reasonable since the parameters stand for the pathophysiology of different dimensions in ALS. Further studies with a larger sample size and more elaborate study design are needed to get a better understanding of the issue.</p>
<p>This study has several limitations. First, since the standard CPET requires the adaptability to pedal the apparatus for the cycling test, we enrolled patients at the time of diagnosis to ensure functional availability. This might limit the application in late-stage patients with severe impairments. Furthermore, given the characteristics of CPET, we suggest conducting this evaluation in the early stage of patients with ALS. Second, this study was conducted in patients with sporadic ALS, independent replication of this study in those with familial ALS with a specific genetic background is essential to support a broader application of CPET in ALS. In addition, although this preliminary study first explored the clinical value of CPET in ALS, the present investigation was conducted in a single center with potential referral bias. Thus, multicenter studies involving larger numbers of participants are needed to confirm our findings in the future.</p>
<p>In summary, through the comprehensive assessment of CPET, we quantified the common and significant exercise physiology impairments in patients with ALS compared with matched controls. CPET variables were significantly associated with functional scores reflecting disease severity and progression. We demonstrated that patients with a higher VO<sub>2</sub> peak, HR peak, and a lower VE/VO<sub>2</sub> peak had better survival in ALS. Our findings of exercise physiology impairments also highlight the potential use of CPET in ALS for the non-invasive, quantitative, and objective evaluation of disease severity and clinical prognosis.</p>
</sec>
<sec id="S5" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="S6">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by the institutional Ethics Committee of the Peking University Third Hospital. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>JH, DF, JF, WZ, and CR: concept and design. JH, JF, and WZ: drafting of the manuscript. DF, WZ, and CR: critical revision of the manuscript for important intellectual content. NL, LC, JH, and JF: statistical analysis. DF and JH: obtain funding. CR, PL, DL, LZho, and LC: administrative, technical, and material support. JH, DF, WZ, JF, CR, and PL: supervision. All authors: acquisition, analysis, or interpretation of data.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="pudiscl1" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>This study was funded by the National Natural Science Foundation of China (82001347, 81873484, and 82071426 to DF; 81974197 to JH), the Clinical Core Program of Peking University Third Hospital (BYSY2018032 to JH), and the Clinical Cohort Construction Program of Peking University Third Hospital (BYSYDL2019002 to DF).</p>
</sec>
<ack>
<p>We are grateful to all the investigators and participants who contributed to the studies.</p>
</ack>
<sec id="S10" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphys.2022.792660/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphys.2022.792660/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ahmed</surname> <given-names>R. M.</given-names></name> <name><surname>Ke</surname> <given-names>Y. D.</given-names></name> <name><surname>Vucic</surname> <given-names>S.</given-names></name> <name><surname>Ittner</surname> <given-names>L. M.</given-names></name> <name><surname>Seeley</surname> <given-names>W.</given-names></name> <name><surname>Hodges</surname> <given-names>J. R.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Physiological changes in neurodegeneration &#x2013; mechanistic insights and clinical utility.</article-title> <source><italic>Nat. Rev. Neurol.</italic></source> <volume>14</volume> <fpage>259</fpage>&#x2013;<lpage>271</lpage>. <pub-id pub-id-type="doi">10.1038/nrneurol.2018.23</pub-id> <pub-id pub-id-type="pmid">29569624</pub-id></citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Allen</surname> <given-names>D. G.</given-names></name> <name><surname>Lamb</surname> <given-names>G. D.</given-names></name> <name><surname>Westerblad</surname> <given-names>H.</given-names></name></person-group> (<year>2008</year>). <article-title>Skeletal muscle fatigue: cellular mechanisms.</article-title> <source><italic>Physiol. Rev.</italic></source> <volume>88</volume> <fpage>287</fpage>&#x2013;<lpage>332</lpage>. <pub-id pub-id-type="doi">10.1152/physrev.00015.2007</pub-id> <pub-id pub-id-type="pmid">18195089</pub-id></citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Al-Sarraj</surname> <given-names>S.</given-names></name> <name><surname>King</surname> <given-names>A.</given-names></name> <name><surname>Cleveland</surname> <given-names>M.</given-names></name> <name><surname>Pradat</surname> <given-names>P. F.</given-names></name> <name><surname>Corse</surname> <given-names>A.</given-names></name> <name><surname>Rothstein</surname> <given-names>J. D.</given-names></name><etal/></person-group> (<year>2014</year>). <article-title>Mitochondrial abnormalities and low grade inflammation are present in the skeletal muscle of a minority of patients with amyotrophic lateral sclerosis; an observational myopathology study.</article-title> <source><italic>Acta Neuropathol. Commun.</italic></source> <volume>2</volume>:<issue>165</issue>. <pub-id pub-id-type="doi">10.1186/s40478-014-0165-z</pub-id> <pub-id pub-id-type="pmid">25510661</pub-id></citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Angelini</surname> <given-names>C.</given-names></name> <name><surname>Siciliano</surname> <given-names>G.</given-names></name></person-group> (<year>2021</year>). <article-title>An updated review on the role of prescribed exercise in the management of Amyotrophic lateral sclerosis.</article-title> <source><italic>Expert Rev. Neurother.</italic></source> <volume>21</volume> <fpage>871</fpage>&#x2013;<lpage>879</lpage>. <pub-id pub-id-type="doi">10.1080/14737175.2021.1951706</pub-id> <pub-id pub-id-type="pmid">34237230</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arena</surname> <given-names>R.</given-names></name> <name><surname>Sietsema</surname> <given-names>K. E.</given-names></name></person-group> (<year>2011</year>). <article-title>Cardiopulmonary exercise testing in the clinical evaluation of patients with heart and lung disease.</article-title> <source><italic>Circulation</italic></source> <volume>123</volume> <fpage>668</fpage>&#x2013;<lpage>680</lpage>. <pub-id pub-id-type="doi">10.1161/circulationaha.109.914788</pub-id> <pub-id pub-id-type="pmid">21321183</pub-id></citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Baker</surname> <given-names>J. S.</given-names></name> <name><surname>McCormick</surname> <given-names>M. C.</given-names></name> <name><surname>Robergs</surname> <given-names>R. A.</given-names></name></person-group> (<year>2010</year>). <article-title>Interaction among Skeletal Muscle Metabolic Energy Systems during Intense Exercise.</article-title> <source><italic>J. Nutr. Metab.</italic></source> <volume>2010</volume>:<issue>905612</issue>. <pub-id pub-id-type="doi">10.1155/2010/905612</pub-id> <pub-id pub-id-type="pmid">21188163</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Balady</surname> <given-names>G. J.</given-names></name> <name><surname>Arena</surname> <given-names>R.</given-names></name> <name><surname>Sietsema</surname> <given-names>K.</given-names></name> <name><surname>Myers</surname> <given-names>J.</given-names></name> <name><surname>Coke</surname> <given-names>L.</given-names></name> <name><surname>Fletcher</surname> <given-names>G. F.</given-names></name><etal/></person-group> (<year>2010</year>). <article-title>Clinician&#x2019;s Guide to cardiopulmonary exercise testing in adults: a scientific statement from the American Heart Association.</article-title> <source><italic>Circulation</italic></source> <volume>122</volume> <fpage>191</fpage>&#x2013;<lpage>225</lpage>. <pub-id pub-id-type="doi">10.1161/CIR.0b013e3181e52e69</pub-id> <pub-id pub-id-type="pmid">20585013</pub-id></citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Benatar</surname> <given-names>M.</given-names></name> <name><surname>Zhang</surname> <given-names>L.</given-names></name> <name><surname>Wang</surname> <given-names>L.</given-names></name> <name><surname>Granit</surname> <given-names>V.</given-names></name> <name><surname>Statland</surname> <given-names>J.</given-names></name> <name><surname>Barohn</surname> <given-names>R.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Validation of serum neurofilaments as prognostic and potential pharmacodynamic biomarkers for ALS.</article-title> <source><italic>Neurology</italic></source> <volume>95</volume> <fpage>e59</fpage>&#x2013;<lpage>e69</lpage>. <pub-id pub-id-type="doi">10.1212/WNL.0000000000009559</pub-id> <pub-id pub-id-type="pmid">32385188</pub-id></citation></ref>
<ref id="B9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Braga</surname> <given-names>A. C. M.</given-names></name> <name><surname>Pinto</surname> <given-names>A.</given-names></name> <name><surname>Pinto</surname> <given-names>S.</given-names></name> <name><surname>de Carvalho</surname> <given-names>M.</given-names></name></person-group> (<year>2018</year>). <article-title>The role of moderate aerobic exercise as determined by cardiopulmonary exercise testing in ALS.</article-title> <source><italic>Neurol. Res. Int.</italic></source> <volume>2018</volume>:<issue>8218697</issue>. <pub-id pub-id-type="doi">10.1155/2018/8218697</pub-id> <pub-id pub-id-type="pmid">29666705</pub-id></citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cedarbaum</surname> <given-names>J. M.</given-names></name> <name><surname>Stambler</surname> <given-names>N.</given-names></name> <name><surname>Malta</surname> <given-names>E.</given-names></name> <name><surname>Fuller</surname> <given-names>C.</given-names></name> <name><surname>Hilt</surname> <given-names>D.</given-names></name> <name><surname>Thurmond</surname> <given-names>B.</given-names></name><etal/></person-group> (<year>1999</year>). <article-title>The ALSFRS-R: a revised ALS functional rating scale that incorporates assessments of respiratory function. BDNF ALS Study Group (Phase III).</article-title> <source><italic>J. Neurol. Sci.</italic></source> <volume>169</volume> <fpage>13</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1016/s0022-510x(99)00210-5</pub-id></citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>L.</given-names></name> <name><surname>Zhang</surname> <given-names>B.</given-names></name> <name><surname>Chen</surname> <given-names>R.</given-names></name> <name><surname>Tang</surname> <given-names>L.</given-names></name> <name><surname>Liu</surname> <given-names>R.</given-names></name> <name><surname>Yang</surname> <given-names>Y.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Natural history and clinical features of sporadic amyotrophic lateral sclerosis in China.</article-title> <source><italic>J. Neurol. Neurosurg. Psychiatry</italic></source> <volume>86</volume> <fpage>1075</fpage>&#x2013;<lpage>1081</lpage>. <pub-id pub-id-type="doi">10.1136/jnnp-2015-310471</pub-id> <pub-id pub-id-type="pmid">26124198</pub-id></citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ciammola</surname> <given-names>A.</given-names></name> <name><surname>Sassone</surname> <given-names>J.</given-names></name> <name><surname>Sciacco</surname> <given-names>M.</given-names></name> <name><surname>Mencacci</surname> <given-names>N. E.</given-names></name> <name><surname>Ripolone</surname> <given-names>M.</given-names></name> <name><surname>Bizzi</surname> <given-names>C.</given-names></name><etal/></person-group> (<year>2011</year>). <article-title>Low anaerobic threshold and increased skeletal muscle lactate production in subjects with Huntington&#x2019;s disease.</article-title> <source><italic>Mov. Disord.</italic></source> <volume>26</volume> <fpage>130</fpage>&#x2013;<lpage>137</lpage>. <pub-id pub-id-type="doi">10.1002/mds.23258</pub-id> <pub-id pub-id-type="pmid">20931633</pub-id></citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Crisafulli</surname> <given-names>E.</given-names></name> <name><surname>Vigna</surname> <given-names>M.</given-names></name> <name><surname>Ielpo</surname> <given-names>A.</given-names></name> <name><surname>Tzani</surname> <given-names>P.</given-names></name> <name><surname>Mangia</surname> <given-names>A.</given-names></name> <name><surname>Teopompi</surname> <given-names>E.</given-names></name><etal/></person-group> (<year>2018</year>). <article-title>Heart rate recovery is associated with ventilatory constraints and excess ventilation during exercise in patients with chronic obstructive pulmonary disease.</article-title> <source><italic>Eur. J. Prev. Cardiol.</italic></source> <volume>25</volume> <fpage>1667</fpage>&#x2013;<lpage>1674</lpage>. <pub-id pub-id-type="doi">10.1177/2047487318789756</pub-id> <pub-id pub-id-type="pmid">30033754</pub-id></citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dupuis</surname> <given-names>L.</given-names></name> <name><surname>Oudart</surname> <given-names>H.</given-names></name> <name><surname>Ren&#x00E9;</surname> <given-names>F.</given-names></name> <name><surname>Gonzalez de Aguilar</surname> <given-names>J. L.</given-names></name> <name><surname>Loeffler</surname> <given-names>J. P.</given-names></name></person-group> (<year>2004</year>). <article-title>Evidence for defective energy homeostasis in amyotrophic lateral sclerosis: benefit of a high-energy diet in a transgenic mouse model.</article-title> <source><italic>Proc. Natl. Acad. Sci. U.S.A.</italic></source> <volume>101</volume> <fpage>11159</fpage>&#x2013;<lpage>11164</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0402026101</pub-id> <pub-id pub-id-type="pmid">15263088</pub-id></citation></ref>
<ref id="B15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fan</surname> <given-names>Q.</given-names></name> <name><surname>Jia</surname> <given-names>J.</given-names></name></person-group> (<year>2020</year>). <article-title>Translating research into clinical practice: importance of improving cardiorespiratory fitness in stroke population.</article-title> <source><italic>Stroke</italic></source> <volume>51</volume> <fpage>361</fpage>&#x2013;<lpage>367</lpage>. <pub-id pub-id-type="doi">10.1161/strokeaha.119.027345</pub-id> <pub-id pub-id-type="pmid">31813356</pub-id></citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ferraro</surname> <given-names>D.</given-names></name> <name><surname>Consonni</surname> <given-names>D.</given-names></name> <name><surname>Fini</surname> <given-names>N.</given-names></name> <name><surname>Fasano</surname> <given-names>A.</given-names></name> <name><surname>Del Giovane</surname> <given-names>C.</given-names></name> <name><surname>Mandrioli</surname> <given-names>J.</given-names></name></person-group> (<year>2016</year>). <article-title>Amyotrophic lateral sclerosis: a comparison of two staging systems in a population-based study.</article-title> <source><italic>Eur. J. Neurol.</italic></source> <volume>23</volume> <fpage>1426</fpage>&#x2013;<lpage>1432</lpage>. <pub-id pub-id-type="doi">10.1111/ene.13053</pub-id> <pub-id pub-id-type="pmid">27238551</pub-id></citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Finocchiaro</surname> <given-names>G.</given-names></name> <name><surname>Haddad</surname> <given-names>F.</given-names></name> <name><surname>Knowles</surname> <given-names>J. W.</given-names></name> <name><surname>Caleshu</surname> <given-names>C.</given-names></name> <name><surname>Pavlovic</surname> <given-names>A.</given-names></name> <name><surname>Homburger</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Cardiopulmonary responses and prognosis in hypertrophic cardiomyopathy: a potential role for comprehensive noninvasive hemodynamic assessment.</article-title> <source><italic>JACC Heart Fail.</italic></source> <volume>3</volume> <fpage>408</fpage>&#x2013;<lpage>418</lpage>. <pub-id pub-id-type="doi">10.1016/j.jchf.2014.11.011</pub-id> <pub-id pub-id-type="pmid">25863972</pub-id></citation></ref>
<ref id="B18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fournier</surname> <given-names>C. N.</given-names></name> <name><surname>Bedlack</surname> <given-names>R.</given-names></name> <name><surname>Quinn</surname> <given-names>C.</given-names></name> <name><surname>Russell</surname> <given-names>J.</given-names></name> <name><surname>Beckwith</surname> <given-names>D.</given-names></name> <name><surname>Kaminski</surname> <given-names>K. H.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Development and validation of the rasch-built overall amyotrophic lateral sclerosis disability scale (ROADS).</article-title> <source><italic>JAMA Neurol.</italic></source> <volume>77</volume> <fpage>480</fpage>&#x2013;<lpage>488</lpage>. <pub-id pub-id-type="doi">10.1001/jamaneurol.2019.4490</pub-id> <pub-id pub-id-type="pmid">31886839</pub-id></citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Grant</surname> <given-names>S. W.</given-names></name> <name><surname>Hickey</surname> <given-names>G. L.</given-names></name> <name><surname>Wisely</surname> <given-names>N. A.</given-names></name> <name><surname>Carlson</surname> <given-names>E. D.</given-names></name> <name><surname>Hartley</surname> <given-names>R. A.</given-names></name> <name><surname>Pichel</surname> <given-names>A. C.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Cardiopulmonary exercise testing and survival after elective abdominal aortic aneurysm repair<sup>&#x2020;</sup>.</article-title> <source><italic>Br. J. Anaesth.</italic></source> <volume>114</volume> <fpage>430</fpage>&#x2013;<lpage>436</lpage>. <pub-id pub-id-type="doi">10.1093/bja/aeu383</pub-id> <pub-id pub-id-type="pmid">25481223</pub-id></citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guazzi</surname> <given-names>M.</given-names></name> <name><surname>Adams</surname> <given-names>V.</given-names></name> <name><surname>Conraads</surname> <given-names>V.</given-names></name> <name><surname>Halle</surname> <given-names>M.</given-names></name> <name><surname>Mezzani</surname> <given-names>A.</given-names></name> <name><surname>Vanhees</surname> <given-names>L.</given-names></name><etal/></person-group> (<year>2012</year>). <article-title>EACPR/AHA scientific statement. Clinical recommendations for cardiopulmonary exercise testing data assessment in specific patient populations.</article-title> <source><italic>Circulation</italic></source> <volume>126</volume> <fpage>2261</fpage>&#x2013;<lpage>2274</lpage>. <pub-id pub-id-type="doi">10.1161/CIR.0b013e31826fb946</pub-id> <pub-id pub-id-type="pmid">22952317</pub-id></citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guazzi</surname> <given-names>M.</given-names></name> <name><surname>Arena</surname> <given-names>R.</given-names></name> <name><surname>Halle</surname> <given-names>M.</given-names></name> <name><surname>Piepoli</surname> <given-names>M. F.</given-names></name> <name><surname>Myers</surname> <given-names>J.</given-names></name> <name><surname>Lavie</surname> <given-names>C. J.</given-names></name></person-group> (<year>2016</year>). <article-title>2016 focused update: clinical recommendations for cardiopulmonary exercise testing data assessment in specific patient populations.</article-title> <source><italic>Circulation</italic></source> <volume>133</volume> <fpage>e694</fpage>&#x2013;<lpage>e711</lpage>. <pub-id pub-id-type="doi">10.1161/cir.0000000000000406</pub-id> <pub-id pub-id-type="pmid">27143685</pub-id></citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guazzi</surname> <given-names>M.</given-names></name> <name><surname>Bandera</surname> <given-names>F.</given-names></name> <name><surname>Ozemek</surname> <given-names>C.</given-names></name> <name><surname>Systrom</surname> <given-names>D.</given-names></name> <name><surname>Arena</surname> <given-names>R.</given-names></name></person-group> (<year>2017</year>). <article-title>Cardiopulmonary exercise testing: what is its value?</article-title> <source><italic>J. Am. Coll. Cardiol.</italic></source> <volume>70</volume> <fpage>1618</fpage>&#x2013;<lpage>1636</lpage>. <pub-id pub-id-type="doi">10.1016/j.jacc.2017.08.012</pub-id> <pub-id pub-id-type="pmid">28935040</pub-id></citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hardiman</surname> <given-names>O.</given-names></name> <name><surname>Al-Chalabi</surname> <given-names>A.</given-names></name> <name><surname>Chio</surname> <given-names>A.</given-names></name> <name><surname>Corr</surname> <given-names>E. M.</given-names></name> <name><surname>Logroscino</surname> <given-names>G.</given-names></name> <name><surname>Robberecht</surname> <given-names>W.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Amyotrophic lateral sclerosis.</article-title> <source><italic>Nat. Rev. Dis. Primers</italic></source> <volume>3</volume>:<issue>17071</issue>. <pub-id pub-id-type="doi">10.1038/nrdp.2017.71</pub-id> <pub-id pub-id-type="pmid">28980624</pub-id></citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>He</surname> <given-names>J.</given-names></name> <name><surname>Fu</surname> <given-names>J. Y.</given-names></name> <name><surname>Chen</surname> <given-names>L.</given-names></name> <name><surname>He</surname> <given-names>J.</given-names></name> <name><surname>Dang</surname> <given-names>J.</given-names></name> <name><surname>Zou</surname> <given-names>Z.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Multicentre, prospective registry study of amyotrophic lateral sclerosis in mainland China (CHALSR): study protocol.</article-title> <source><italic>BMJ Open</italic></source> <volume>10</volume>:<issue>e042603</issue>. <pub-id pub-id-type="doi">10.1136/bmjopen-2020-042603</pub-id> <pub-id pub-id-type="pmid">33277290</pub-id></citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heine</surname> <given-names>M.</given-names></name> <name><surname>Hoogervorst</surname> <given-names>E. L.</given-names></name> <name><surname>Hacking</surname> <given-names>H. G.</given-names></name> <name><surname>Verschuren</surname> <given-names>O.</given-names></name> <name><surname>Kwakkel</surname> <given-names>G.</given-names></name></person-group> (<year>2014</year>). <article-title>Validity of maximal exercise testing in people with multiple sclerosis and low to moderate levels of disability.</article-title> <source><italic>Phys. Ther.</italic></source> <volume>94</volume> <fpage>1168</fpage>&#x2013;<lpage>1175</lpage>. <pub-id pub-id-type="doi">10.2522/ptj.20130418</pub-id> <pub-id pub-id-type="pmid">24677255</pub-id></citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heine</surname> <given-names>M.</given-names></name> <name><surname>Wens</surname> <given-names>I.</given-names></name> <name><surname>Langeskov-Christensen</surname> <given-names>M.</given-names></name> <name><surname>Verschuren</surname> <given-names>O.</given-names></name> <name><surname>Eijnde</surname> <given-names>B. O.</given-names></name> <name><surname>Kwakkel</surname> <given-names>G.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>Cardiopulmonary fitness is related to disease severity in multiple sclerosis.</article-title> <source><italic>Mult. Scler.</italic></source> <volume>22</volume> <fpage>231</fpage>&#x2013;<lpage>238</lpage>. <pub-id pub-id-type="doi">10.1177/1352458515581437</pub-id> <pub-id pub-id-type="pmid">26014607</pub-id></citation></ref>
<ref id="B27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>C.</given-names></name> <name><surname>Yan</surname> <given-names>S.</given-names></name> <name><surname>Zhang</surname> <given-names>Z.</given-names></name></person-group> (<year>2020</year>). <article-title>Maintaining the balance of TDP-43, mitochondria, and autophagy: a promising therapeutic strategy for neurodegenerative diseases.</article-title> <source><italic>Transl. Neurodegener.</italic></source> <volume>9</volume>:<issue>40</issue>. <pub-id pub-id-type="doi">10.1186/s40035-020-00219-w</pub-id> <pub-id pub-id-type="pmid">33126923</pub-id></citation></ref>
<ref id="B28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jankovic</surname> <given-names>M.</given-names></name> <name><surname>Novakovic</surname> <given-names>I.</given-names></name> <name><surname>Gamil Anwar Dawod</surname> <given-names>P.</given-names></name> <name><surname>Gamil Anwar Dawod</surname> <given-names>A.</given-names></name> <name><surname>Drinic</surname> <given-names>A.</given-names></name> <name><surname>Abdel Motaleb</surname> <given-names>F. I.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Current concepts on genetic aspects of mitochondrial dysfunction in amyotrophic lateral sclerosis.</article-title> <source><italic>Int. J. Mol. Sci.</italic></source> <volume>22</volume>:<issue>9832</issue>. <pub-id pub-id-type="doi">10.3390/ijms22189832</pub-id> <pub-id pub-id-type="pmid">34575995</pub-id></citation></ref>
<ref id="B29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jeppesen</surname> <given-names>T. D.</given-names></name> <name><surname>Schwartz</surname> <given-names>M.</given-names></name> <name><surname>Olsen</surname> <given-names>D. B.</given-names></name> <name><surname>Vissing</surname> <given-names>J.</given-names></name></person-group> (<year>2003</year>). <article-title>Oxidative capacity correlates with muscle mutation load in mitochondrial myopathy.</article-title> <source><italic>Ann. Neurol.</italic></source> <volume>54</volume> <fpage>86</fpage>&#x2013;<lpage>92</lpage>. <pub-id pub-id-type="doi">10.1002/ana.10594</pub-id> <pub-id pub-id-type="pmid">12838523</pub-id></citation></ref>
<ref id="B30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kodavati</surname> <given-names>M.</given-names></name> <name><surname>Wang</surname> <given-names>H.</given-names></name> <name><surname>Hegde</surname> <given-names>M. L.</given-names></name></person-group> (<year>2020</year>). <article-title>Altered mitochondrial dynamics in motor neuron disease: an emerging perspective.</article-title> <source><italic>Cells</italic></source> <volume>9</volume>:<issue>1065</issue>. <pub-id pub-id-type="doi">10.3390/cells9041065</pub-id> <pub-id pub-id-type="pmid">32344665</pub-id></citation></ref>
<ref id="B31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>D.</given-names></name> <name><surname>Shen</surname> <given-names>T.</given-names></name> <name><surname>Ren</surname> <given-names>C.</given-names></name> <name><surname>Xu</surname> <given-names>S.</given-names></name> <name><surname>Zhou</surname> <given-names>L.</given-names></name> <name><surname>Bai</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>The effects of atorvastatin and rosuvastatin on exercise tolerance in patients with coronary heart disease.</article-title> <source><italic>Expert Opin. Drug Saf.</italic></source> <volume>19</volume> <fpage>1203</fpage>&#x2013;<lpage>1208</lpage>. <pub-id pub-id-type="doi">10.1080/14740338.2020.1786533</pub-id> <pub-id pub-id-type="pmid">32571108</pub-id></citation></ref>
<ref id="B32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>LoRusso</surname> <given-names>E.</given-names></name> <name><surname>Hickman</surname> <given-names>J. J.</given-names></name> <name><surname>Guo</surname> <given-names>X.</given-names></name></person-group> (<year>2019</year>). <article-title>Ion channel dysfunction and altered motoneuron excitability in ALS.</article-title> <source><italic>Neurol. Disord. Epilepsy J.</italic></source> <volume>3</volume>:<issue>124</issue>.</citation></ref>
<ref id="B33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lu</surname> <given-names>C. H.</given-names></name> <name><surname>Macdonald-Wallis</surname> <given-names>C.</given-names></name> <name><surname>Gray</surname> <given-names>E.</given-names></name> <name><surname>Pearce</surname> <given-names>N.</given-names></name> <name><surname>Petzold</surname> <given-names>A.</given-names></name> <name><surname>Norgren</surname> <given-names>N.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Neurofilament light chain: a prognostic biomarker in amyotrophic lateral sclerosis.</article-title> <source><italic>Neurology</italic></source> <volume>84</volume> <fpage>2247</fpage>&#x2013;<lpage>2257</lpage>. <pub-id pub-id-type="doi">10.1212/wnl.0000000000001642</pub-id> <pub-id pub-id-type="pmid">25934855</pub-id></citation></ref>
<ref id="B34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mejhert</surname> <given-names>M.</given-names></name> <name><surname>Linder-Klingsell</surname> <given-names>E.</given-names></name> <name><surname>Edner</surname> <given-names>M.</given-names></name> <name><surname>Kahan</surname> <given-names>T.</given-names></name> <name><surname>Persson</surname> <given-names>H.</given-names></name></person-group> (<year>2002</year>). <article-title>Ventilatory variables are strong prognostic markers in elderly patients with heart failure.</article-title> <source><italic>Heart</italic></source> <volume>88</volume> <fpage>239</fpage>&#x2013;<lpage>243</lpage>. <pub-id pub-id-type="doi">10.1136/heart.88.3.239</pub-id> <pub-id pub-id-type="pmid">12181213</pub-id></citation></ref>
<ref id="B35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mezzani</surname> <given-names>A.</given-names></name> <name><surname>Pisano</surname> <given-names>F.</given-names></name> <name><surname>Cavalli</surname> <given-names>A.</given-names></name> <name><surname>Tommasi</surname> <given-names>M. A.</given-names></name> <name><surname>Corr&#x00E0;</surname> <given-names>U.</given-names></name> <name><surname>Colombo</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2012</year>). <article-title>Reduced exercise capacity in early-stage amyotrophic lateral sclerosis: Role of skeletal muscle.</article-title> <source><italic>Amyotroph. Lateral Scler.</italic></source> <volume>13</volume> <fpage>87</fpage>&#x2013;<lpage>94</lpage>. <pub-id pub-id-type="doi">10.3109/17482968.2011.601463</pub-id> <pub-id pub-id-type="pmid">21830991</pub-id></citation></ref>
<ref id="B36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Miller</surname> <given-names>M. S.</given-names></name> <name><surname>Callahan</surname> <given-names>D. M.</given-names></name> <name><surname>Toth</surname> <given-names>M. J.</given-names></name></person-group> (<year>2014</year>). <article-title>Skeletal muscle myofilament adaptations to aging, disease, and disuse and their effects on whole muscle performance in older adult humans.</article-title> <source><italic>Front. Physiol.</italic></source> <volume>5</volume>:<issue>369</issue>. <pub-id pub-id-type="doi">10.3389/fphys.2014.00369</pub-id> <pub-id pub-id-type="pmid">25309456</pub-id></citation></ref>
<ref id="B37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Neder</surname> <given-names>J. A.</given-names></name> <name><surname>Berton</surname> <given-names>D. C.</given-names></name> <name><surname>Arbex</surname> <given-names>F. F.</given-names></name> <name><surname>Alencar</surname> <given-names>M. C.</given-names></name> <name><surname>Rocha</surname> <given-names>A.</given-names></name> <name><surname>Sperandio</surname> <given-names>P. A.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Physiological and clinical relevance of exercise ventilatory efficiency in COPD.</article-title> <source><italic>Eur. Respir. J.</italic></source> <volume>49</volume>:<issue>1602036</issue>. <pub-id pub-id-type="doi">10.1183/13993003.02036-2016</pub-id> <pub-id pub-id-type="pmid">28275174</pub-id></citation></ref>
<ref id="B38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Noury</surname> <given-names>J. B.</given-names></name> <name><surname>Zagnoli</surname> <given-names>F.</given-names></name> <name><surname>Petit</surname> <given-names>F.</given-names></name> <name><surname>Marcorelles</surname> <given-names>P.</given-names></name> <name><surname>Rannou</surname> <given-names>F.</given-names></name></person-group> (<year>2020</year>). <article-title>Exercise efficiency impairment in metabolic myopathies.</article-title> <source><italic>Sci. Rep.</italic></source> <volume>10</volume>:<issue>8765</issue>. <pub-id pub-id-type="doi">10.1038/s41598-020-65770-y</pub-id> <pub-id pub-id-type="pmid">32472082</pub-id></citation></ref>
<ref id="B39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Obrador</surname> <given-names>E.</given-names></name> <name><surname>Salvador-Palmer</surname> <given-names>R.</given-names></name> <name><surname>L&#x00F3;pez-Blanch</surname> <given-names>R.</given-names></name> <name><surname>Jihad-Jebbar</surname> <given-names>A.</given-names></name> <name><surname>Vall&#x00E9;s</surname> <given-names>S. L.</given-names></name> <name><surname>Estrela</surname> <given-names>J. M.</given-names></name></person-group> (<year>2021</year>). <article-title>The link between oxidative stress, redox status, bioenergetics and mitochondria in the pathophysiology of ALS.</article-title> <source><italic>Int. J. Mol. Sci.</italic></source> <volume>22</volume>:<issue>6352</issue>. <pub-id pub-id-type="doi">10.3390/ijms22126352</pub-id> <pub-id pub-id-type="pmid">34198557</pub-id></citation></ref>
<ref id="B40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Opina</surname> <given-names>M. T. D.</given-names></name> <name><surname>Brinkley</surname> <given-names>T. E.</given-names></name> <name><surname>Gordon</surname> <given-names>M.</given-names></name> <name><surname>Lyles</surname> <given-names>M. F.</given-names></name> <name><surname>Nicklas</surname> <given-names>B. J.</given-names></name></person-group> (<year>2019</year>). <article-title>Association of breathing reserve at peak exercise with body composition and physical function in older adults with obesity.</article-title> <source><italic>J. Gerontol. A Biol. Sci. Med. Sci.</italic></source> <volume>74</volume> <fpage>1973</fpage>&#x2013;<lpage>1979</lpage>. <pub-id pub-id-type="doi">10.1093/gerona/gly276</pub-id> <pub-id pub-id-type="pmid">30535050</pub-id></citation></ref>
<ref id="B41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Patel</surname> <given-names>V.</given-names></name> <name><surname>Critoph</surname> <given-names>C. H.</given-names></name> <name><surname>Finlay</surname> <given-names>M. C.</given-names></name> <name><surname>Mist</surname> <given-names>B.</given-names></name> <name><surname>Lambiase</surname> <given-names>P. D.</given-names></name> <name><surname>Elliott</surname> <given-names>P. M.</given-names></name></person-group> (<year>2014</year>). <article-title>Heart rate recovery in patients with hypertrophic cardiomyopathy.</article-title> <source><italic>Am. J. Cardiol.</italic></source> <volume>113</volume> <fpage>1011</fpage>&#x2013;<lpage>1017</lpage>. <pub-id pub-id-type="doi">10.1016/j.amjcard.2013.11.062</pub-id> <pub-id pub-id-type="pmid">24461767</pub-id></citation></ref>
<ref id="B42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pereira</surname> <given-names>M.</given-names></name> <name><surname>Gromicho</surname> <given-names>M.</given-names></name> <name><surname>Henriques</surname> <given-names>A.</given-names></name> <name><surname>Pronto-Laborinho</surname> <given-names>A. C.</given-names></name> <name><surname>Grosskreutz</surname> <given-names>J.</given-names></name> <name><surname>Ku&#x017A;ma-Kozakiewicz</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Cardiovascular comorbidities in amyotrophic lateral sclerosis.</article-title> <source><italic>J. Neurol. Sci.</italic></source> <volume>421</volume>:<issue>117292</issue>. <pub-id pub-id-type="doi">10.1016/j.jns.2020.117292</pub-id> <pub-id pub-id-type="pmid">33423011</pub-id></citation></ref>
<ref id="B43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ravits</surname> <given-names>J.</given-names></name> <name><surname>Paul</surname> <given-names>P.</given-names></name> <name><surname>Jorg</surname> <given-names>C.</given-names></name></person-group> (<year>2007</year>). <article-title>Focality of upper and lower motor neuron degeneration at the clinical onset of ALS.</article-title> <source><italic>Neurology</italic></source> <volume>68</volume> <fpage>1571</fpage>&#x2013;<lpage>1575</lpage>. <pub-id pub-id-type="doi">10.1212/01.wnl.0000260965.20021.47</pub-id> <pub-id pub-id-type="pmid">29363050</pub-id></citation></ref>
<ref id="B44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roche</surname> <given-names>J. C.</given-names></name> <name><surname>Rojas-Garcia</surname> <given-names>R.</given-names></name> <name><surname>Scott</surname> <given-names>K. M.</given-names></name> <name><surname>Scotton</surname> <given-names>W.</given-names></name> <name><surname>Ellis</surname> <given-names>C. E.</given-names></name> <name><surname>Burman</surname> <given-names>R.</given-names></name><etal/></person-group> (<year>2012</year>). <article-title>A proposed staging system for amyotrophic lateral sclerosis.</article-title> <source><italic>Brain</italic></source> <volume>135(Pt 3)</volume> <fpage>847</fpage>&#x2013;<lpage>852</lpage>. <pub-id pub-id-type="doi">10.1093/brain/awr351</pub-id> <pub-id pub-id-type="pmid">22271664</pub-id></citation></ref>
<ref id="B45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sanjak</surname> <given-names>M.</given-names></name> <name><surname>Paulson</surname> <given-names>D.</given-names></name> <name><surname>Sufit</surname> <given-names>R.</given-names></name> <name><surname>Reddan</surname> <given-names>W.</given-names></name> <name><surname>Beaulieu</surname> <given-names>D.</given-names></name> <name><surname>Erickson</surname> <given-names>L.</given-names></name><etal/></person-group> (<year>1987</year>). <article-title>Physiologic and metabolic response to progressive and prolonged exercise in amyotrophic lateral sclerosis.</article-title> <source><italic>Neurology</italic></source> <volume>37</volume> <fpage>1217</fpage>&#x2013;<lpage>1220</lpage>. <pub-id pub-id-type="doi">10.1212/wnl.37.7.1217</pub-id> <pub-id pub-id-type="pmid">3601086</pub-id></citation></ref>
<ref id="B46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shulman</surname> <given-names>L. M.</given-names></name> <name><surname>Katzel</surname> <given-names>L. I.</given-names></name> <name><surname>Ivey</surname> <given-names>F. M.</given-names></name> <name><surname>Sorkin</surname> <given-names>J. D.</given-names></name> <name><surname>Favors</surname> <given-names>K.</given-names></name> <name><surname>Anderson</surname> <given-names>K. E.</given-names></name><etal/></person-group> (<year>2013</year>). <article-title>Randomized clinical trial of 3 types of physical exercise for patients with Parkinson disease.</article-title> <source><italic>JAMA Neurol.</italic></source> <volume>70</volume> <fpage>183</fpage>&#x2013;<lpage>190</lpage>. <pub-id pub-id-type="doi">10.1001/jamaneurol.2013.646</pub-id> <pub-id pub-id-type="pmid">23128427</pub-id></citation></ref>
<ref id="B47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Siciliano</surname> <given-names>G.</given-names></name> <name><surname>D&#x2019;Avino</surname> <given-names>C.</given-names></name> <name><surname>Del Corona</surname> <given-names>A.</given-names></name> <name><surname>Barsacchi</surname> <given-names>R.</given-names></name> <name><surname>Kusmic</surname> <given-names>C.</given-names></name> <name><surname>Rocchi</surname> <given-names>A.</given-names></name><etal/></person-group> (<year>2002</year>). <article-title>Impaired oxidative metabolism and lipid peroxidation in exercising muscle from ALS patients.</article-title> <source><italic>Amyotroph. Lateral Scler. Other Motor Neuron Disord.</italic></source> <volume>3</volume> <fpage>57</fpage>&#x2013;<lpage>62</lpage>. <pub-id pub-id-type="doi">10.1080/146608202760196011</pub-id> <pub-id pub-id-type="pmid">12215226</pub-id></citation></ref>
<ref id="B48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sun</surname> <given-names>J.</given-names></name> <name><surname>Carrero</surname> <given-names>J. J.</given-names></name> <name><surname>Zagai</surname> <given-names>U.</given-names></name> <name><surname>Evans</surname> <given-names>M.</given-names></name> <name><surname>Ingre</surname> <given-names>C.</given-names></name> <name><surname>Pawitan</surname> <given-names>Y.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Blood biomarkers and prognosis of amyotrophic lateral sclerosis.</article-title> <source><italic>Eur. J. Neurol.</italic></source> <volume>27</volume> <fpage>2125</fpage>&#x2013;<lpage>2133</lpage>. <pub-id pub-id-type="doi">10.1111/ene.14409</pub-id> <pub-id pub-id-type="pmid">32557963</pub-id></citation></ref>
<ref id="B49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Taivassalo</surname> <given-names>T.</given-names></name> <name><surname>Jensen</surname> <given-names>T. D.</given-names></name> <name><surname>Kennaway</surname> <given-names>N.</given-names></name> <name><surname>DiMauro</surname> <given-names>S.</given-names></name> <name><surname>Vissing</surname> <given-names>J.</given-names></name> <name><surname>Haller</surname> <given-names>R. G.</given-names></name></person-group> (<year>2003</year>). <article-title>The spectrum of exercise tolerance in mitochondrial myopathies: a study of 40 patients.</article-title> <source><italic>Brain</italic></source> <volume>126(Pt 2)</volume> <fpage>413</fpage>&#x2013;<lpage>423</lpage>. <pub-id pub-id-type="doi">10.1093/brain/awg028</pub-id> <pub-id pub-id-type="pmid">12538407</pub-id></citation></ref>
<ref id="B50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tanaka</surname> <given-names>Y.</given-names></name> <name><surname>Yamada</surname> <given-names>M.</given-names></name> <name><surname>Koumura</surname> <given-names>A.</given-names></name> <name><surname>Sakurai</surname> <given-names>T.</given-names></name> <name><surname>Hayashi</surname> <given-names>Y.</given-names></name> <name><surname>Kimura</surname> <given-names>A.</given-names></name><etal/></person-group> (<year>2013</year>). <article-title>Cardiac sympathetic function in the patients with amyotrophic lateral sclerosis: analysis using cardiac [123I] MIBG scintigraphy.</article-title> <source><italic>J. Neurol.</italic></source> <volume>260</volume> <fpage>2380</fpage>&#x2013;<lpage>2386</lpage>. <pub-id pub-id-type="doi">10.1007/s00415-013-7005-0</pub-id> <pub-id pub-id-type="pmid">23784610</pub-id></citation></ref>
<ref id="B51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>van Es</surname> <given-names>M. A.</given-names></name> <name><surname>Hardiman</surname> <given-names>O.</given-names></name> <name><surname>Chio</surname> <given-names>A.</given-names></name> <name><surname>Al-Chalabi</surname> <given-names>A.</given-names></name> <name><surname>Pasterkamp</surname> <given-names>R. J.</given-names></name> <name><surname>Veldink</surname> <given-names>J. H.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Amyotrophic lateral sclerosis.</article-title> <source><italic>Lancet</italic></source> <volume>390</volume> <fpage>2084</fpage>&#x2013;<lpage>2098</lpage>. <pub-id pub-id-type="doi">10.1016/s0140-6736(17)31287-4</pub-id></citation></ref>
<ref id="B52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wallace</surname> <given-names>A.</given-names></name> <name><surname>Pietrusz</surname> <given-names>A.</given-names></name> <name><surname>Dewar</surname> <given-names>E.</given-names></name> <name><surname>Dudziec</surname> <given-names>M.</given-names></name> <name><surname>Jones</surname> <given-names>K.</given-names></name> <name><surname>Hennis</surname> <given-names>P.</given-names></name><etal/></person-group> (<year>2019</year>). <article-title>Community exercise is feasible for neuromuscular diseases and can improve aerobic capacity.</article-title> <source><italic>Neurology</italic></source> <volume>92</volume> <fpage>e1773</fpage>&#x2013;<lpage>e1785</lpage>. <pub-id pub-id-type="doi">10.1212/wnl.0000000000007265</pub-id> <pub-id pub-id-type="pmid">30850441</pub-id></citation></ref>
<ref id="B53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>W.</given-names></name> <name><surname>Li</surname> <given-names>L.</given-names></name> <name><surname>Lin</surname> <given-names>W. L.</given-names></name> <name><surname>Dickson</surname> <given-names>D. W.</given-names></name> <name><surname>Petrucelli</surname> <given-names>L.</given-names></name> <name><surname>Zhang</surname> <given-names>T.</given-names></name><etal/></person-group> (<year>2013</year>). <article-title>The ALS disease-associated mutant TDP-43 impairs mitochondrial dynamics and function in motor neurons.</article-title> <source><italic>Hum. Mol. Genet.</italic></source> <volume>22</volume> <fpage>4706</fpage>&#x2013;<lpage>4719</lpage>. <pub-id pub-id-type="doi">10.1093/hmg/ddt319</pub-id> <pub-id pub-id-type="pmid">23827948</pub-id></citation></ref>
</ref-list>
</back>
</article>