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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2023.1131516</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of hypoxia-inducible factor-prolyl hydroxylase inhibitors <italic>vs</italic>. erythropoiesis-stimulating agents on iron metabolism in non-dialysis-dependent anemic patients with CKD: A network meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Junlan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2150738"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xing</surname>
<given-names>Jie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Xiaodong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xie</surname>
<given-names>Xiaotong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Lina</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1031143"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Xiaoliang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1396046"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Nephrology, Zhong Da Hospital, Southeast University School of Medicine</institution>, <addr-line>Nanjing, Jiangsu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Epidemiology and Biostatistics, School of Public Health, Southeast University/Hospital</institution>, <addr-line>Nanjing, Jiangsu</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Nehal Mohsen Elsherbiny, Mansoura University, Egypt</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Robert Means, East Tennessee State University, United States; De-Guang Wang, The Second Hospital of Anhui Medical University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xiaoliang Zhang, <email xlink:href="mailto:tonyxlz@163.com">tonyxlz@163.com</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Renal Endocrinology, a section of the journal Frontiers in Endocrinology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1131516</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>03</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Yang, Xing, Zhu, Xie, Wang and Zhang</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Yang, Xing, Zhu, Xie, Wang and Zhang</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>Objective</title>
<p>To compare the effects of five hypoxia-inducible factor-prolyl hydroxylase domain inhibitors (HIF-PHIs), two erythropoiesis-stimulating agents (ESAs), and placebo on iron metabolism in renal anemia patients with non-dialysis-dependent chronic kidney disease (NDD-CKD).</p>
</sec>
<sec>
<title>Method</title>
<p>Five electronic databases were searched for studies. Randomized controlled clinical trials comparing HIF-PHIs, ESAs, and placebo in NDD-CKD patients were selected. The statistical program used for network meta-analysis was Stata/SE 15.1. The main outcomes were the change in hepcidin and hemoglobin (Hb) levels. The merits of intervention measures were predicted by the surface under the cumulative ranking curve method.</p>
</sec>
<sec>
<title>Results</title>
<p>Of 1,589 original titles screened, data were extracted from 15 trials (3,228 participants). All HIF-PHIs and ESAs showed greater Hb level&#x2013;raising ability than placebo. Among them, desidustat demonstrated the highest probability of increasing Hb (95.6%). Hepcidin [mean deviation (MD) = -43.42, 95%CI: -47.08 to -39.76], ferritin (MD= -48.56, 95%CI: -55.21 to -41.96), and transferrin saturation (MD = -4.73, 95%CI: -5.52 to -3.94) were decreased, while transferrin (MD = 0.09, 95%CI: 0.01 to 0.18) and total iron-binding capacity (MD = 6.34, 95%CI: 5.71 to 6.96) was increased in HIF-PHIs versus those in ESAs. In addition, this study observed heterogeneity in the ability of HIF-PHIs to decrease hepcidin. Compared with darbepoetin, only daprodustat (MD = &#x2013;49.09, 95% CI: &#x2013;98.13 to &#x2013;0.05) could significantly reduce hepcidin levels. Meanwhile, daprodustat also showed the highest hepcidin-lowering efficacy (84.0%), while placebo was the lowest (8.2%).</p>
</sec>
<sec>
<title>Conclusion</title>
<p>For NDD-CKD patients, HIF-PHIs could ameliorate functional iron deficiency by promoting iron transport and utilization, which may be achieved by decreasing hepcidin levels. Interestingly, HIF-PHIs had heterogeneous effects on iron metabolism.</p>
</sec>
<sec>
<title>Systematic review registration</title>
<p>
<uri xlink:href="https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=242777">https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=242777</uri>, Identifier CRD42021242777.</p>
</sec>
</abstract>
<kwd-group>
<kwd>hypoxia-inducible factor prolyl hydroxylase inhibitor</kwd>
<kwd>erythropoiesis-stimulating agent</kwd>
<kwd>renal anemia</kwd>
<kwd>hepcidin</kwd>
<kwd>iron metabolism</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="38"/>
<page-count count="10"/>
<word-count count="4901"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Anemia is a common complication in patients with chronic kidney disease (CKD) (<xref ref-type="bibr" rid="B1">1</xref>), which is closely associated with an increased risk of CKD progression and mortality. In the last two decades, erythropoiesis-stimulating agents (ESAs) and iron therapy have always been the cornerstone of renal anemia treatment (<xref ref-type="bibr" rid="B2">2</xref>). Although ESAs can effectively correct anemia in most patients, there have been concerns about its potential side effects such as increased risks of tumor, cardiovascular events, and cerebrovascular events (<xref ref-type="bibr" rid="B3">3</xref>). Therefore, iron supplementation is used to correct iron deficiency and, meanwhile, to minimize the dosage of ESAs. Even for patients with functional iron deficiency, which means that their stored iron is at a relatively high level, intravenous iron therapy has still been performed in the patients undergoing hemodialysis as long as their ferritin level is lower than 500 or even 800 ng/ml (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). However, this kind of practice is liable to put patients at higher risk for infection, allergy, and even iron overload. Hypoxia-inducible factor-prolyl hydroxylase domain inhibitors (HIF-PHIs) are a new class of agents that can inhibit the degradation of the hypoxia-inducible factor (HIF) to promote erythropoiesis by activating the body&#x2019;s natural physiological response to hypoxia. It stabilizes and promotes the gene expression of the HIF-1 and HIF-2 by inhibiting the activity of prolyl hydroxylase (PH) enzymes (<xref ref-type="bibr" rid="B6">6</xref>). These gene actions include increasing the endogenous erythropoietin (EPO) hormone production and regulating iron homeostasis, and the latter ability seems to be their distinct advantage that is not possessed by ESAs. Several HIF-PHIs have been developed in late-stage global clinical development, and some of them have been approved for clinical application (<xref ref-type="bibr" rid="B7">7</xref>). Multiple clinical studies have shown that HIF-PHIs can increase hemoglobin (Hb) levels comparable to the ESAs (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>), but its effect on iron metabolism has not been definitively elucidated.</p>
<p>Iron transport disorder is a common cause of refractory anemia in CKD patients (<xref ref-type="bibr" rid="B10">10</xref>). CKD patients are subject to be in a chronic inflammatory state, which promotes the abnormal increase of hepcidin levels, resulting in abnormal iron storage and the disorder of the transport of iron. In hyperinflammatory states, this condition even becomes a leading factor in refractory renal anemia. Several large randomized controlled trials (RCTs) have found that HIF-PHIs had a markedly significant effect on iron regulation in the treatment of anemia, mainly manifested as decreased hepcidin, transferrin saturation (TSAT) and ferritin (<xref ref-type="bibr" rid="B11">11</xref>), decreased or unchanged serum iron (<xref ref-type="bibr" rid="B9">9</xref>), and increased transferrin and total iron-binding capacity (TIBC). These results suggested that HIF-PHIs can improve iron transport and iron utilization in patients. However, it is generally accepted that NDD-CKD populations have a lower risk of chronic inflammatory state compared with dialysis-dependent populations. Some results from several latest RCTs have demonstrated that HIF-PHIs could improve iron metabolism in NDD-CKD populations (<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B14">14</xref>). However, the lack of head-to-head comparisons makes it impossible to generalize any conclusions regarding the differences of iron-modulating efficacy between HIF-PHIs and ESAs or among different types of HIF-PHIs. Thus, this study is done to explore whether HIF-PHIs still have therapeutic advantages in regulating iron metabolism in a lower inflammatory state, evaluate the differences in iron-regulating efficacy between different HIF-PHIs, and finally develop evidence-based strategy for the treatment of CKD anemia.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Research methods</title>
<p>The study protocol is available on the International Prospective Register of Systematic Reviews (PROSPERO) with a registration number of CRD42021242777. Three investigators (Jie Xing, Xiaodong Zhu, and Xiaotong Xie) independently performed study selection and quality assessment according to the study protocol. Any disagreements were resolved by consultation with another investigator (Lina Wang).</p>
<sec id="s2_1">
<label>2.1</label>
<title>Inclusion and exclusion criteria</title>
<sec id="s2_1_1">
<label>2.1.1</label>
<title>Study type</title>
<p>Only randomized controlled trials can be included in this study.</p>
</sec>
<sec id="s2_1_2">
<label>2.1.2</label>
<title>Subjects</title>
<p>Only patients with renal anemia without dialysis older than 18 years were included in this study.</p>
</sec>
<sec id="s2_1_3">
<label>2.1.3</label>
<title>Intervention measures</title>
<p>The experimental group received any one of the interventions: roxadustat, daprodustat, molidustat, desidustat, enarodustat, and vadadustat, as the control group received any one of the interventions epoetin, darbepoetin, and placebo. The other two groups received the same intervention measures. The treatment time is more than 4 weeks.</p>
</sec>
<sec id="s2_1_4">
<label>2.1.4</label>
<title>Outcome indicators</title>
<p>The main outcome indexes included the changes in hepcidin (ng/ml) and Hb (g/dl) before and after treatment. Secondary outcome indexes included the changes in ferritin (&#xb5;g/l), serum iron (&#x3bc;mol/l), transferrin (g/l), TIBC (&#x3bc;mol/l) and TSAT(%) before and after treatment.</p>
</sec>
<sec id="s2_1_5">
<label>2.1.5</label>
<title>Exclusion criteria</title>
<p>Trials using the same data were included in this study only as one trial. (1) Data duplication or has been included in other tests. (2) The patient uses a combination of multiple intervention drugs or the intervention group and the control group are different doses of the same drug. (3) The patient as anemia caused by other reasons than renal anemia. (4) The article does not report the patient&#x2019;s changes in hepcidin and Hb before and after treatment. (5) Publications are neither in Chinese nor in English. (6) Publications are letters, comments, conference abstracts, editorials, and case reports or case series.</p>
</sec>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Literature retrieval strategy</title>
<p>The Cochrane library, PubMed (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), Web of Science, Chinese journal full-text database, and WANGFANG DATA were used for search in documents and journals ranging from January 1946 to March 2022. The publications, with respect to the randomized controlled clinical trial comparing HIF-PHIs, ESAs, and placebo in renal anemia patients with NDD-CKD, were selected. The main outcomes included the change in hepcidin and Hb levels.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Examples of PubMed search strategies.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1131516-g001.tif"/>
</fig>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Study selection and outcomes</title>
<p>We extracted information using a predesigned data collection forms, which included literature name, first author, publication time and journal, sample size of each group, patients&#x2019; average age, CKD status in each group, interventions and follow-up time, the key elements of evaluating the quality of the included study and outcome indicators concerned.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Risk assessment of literature bias</title>
<p>The revised Cochrane risk-of-bias tool for randomized trials (RoB 2) was used to evaluate the quality of the included literature. RoB 2 is a tool that has six evaluation items, including the risk of bias arising from the randomization process, the risk of bias due to deviations from the intended interventions (the effect of assignment to intervention), missing outcome data, the measurement of the outcome, the risk of bias in the measurement of the outcome, the risk of bias in the selection of the reported result, and the overall risk of bias. The evaluation results are divided into three levels: high risk of bias, unclear risk of bias, and low risk of bias.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical analysis</title>
<p>This study used Stata/SE 15.1 to conduct network meta-analysis. All statistical analyses were performed based on the frequentist framework. Network maps were used to show the interactions among the treatment comparisons. In this study, two methods, global inconsistency and the node-splitting method, were used to evaluate inconsistency. Global inconsistency is a test to compute the inconsistency between the treatment comparison of all studies, while the node-splitting method is a local inconsistency test, which examines each treatment individually. If two inconsistency tests are <italic>P</italic>&#x2009;&gt;&#x2009;0.05, it means that inconsistency was found to be not significant in both global and local tests. For star networks without closed loops (networks where all treatments are compared with a common treatment but not between themselves), no inconsistency test was conducted, and they are only evaluated conceptually for all indirect comparisons to derive valid network meta-analysis estimates. We calculated mean deviation (MD) and 95% confidence interval (CI) to analyze continuous variables. When the 95% CI of MD contains zero, it indicates that the disagreement between interventions is considered not to be significant. The surface under the cumulative ranking curve (SUCRA) was used to sort the treatments in rank; the higher SUCRA probabilities, the superior the treatment effect. Publication bias was assessed by a visual inspection of the comparison-adjusted funnel plot.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Literature screening process and results</title>
<p>This study followed the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) guideline (Supplementary PRISMA network meta-analysis (NMA) Checklist). A total of 1,589 related articles were retrieved based on the preliminary search strategy. There were 15 trials that met the predefined inclusion criteria and were included in our network meta-analysis (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The 15 trials included 3,228 patients (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Flow diagram of study selection process.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1131516-g002.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Characteristics of included studies.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Study<break/>(year)</th>
<th valign="middle" align="center">Sample size (Intervention/control)</th>
<th valign="middle" align="center">CKD5 (Intervention/control, %)</th>
<th valign="middle" align="center">eGFR (Intervention/control, ml/min/1.73&#xa0;m <sup>2</sup>)</th>
<th valign="middle" align="center">CKD status</th>
<th valign="middle" align="center">Mean age (Intervention/control, years)</th>
<th valign="middle" align="center">Follow-up</th>
<th valign="middle" align="center">Trial drugs</th>
<th valign="middle" align="center">Control</th>
<th valign="middle" align="center">Outcomes</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Shutov E. (<xref ref-type="bibr" rid="B12">12</xref>)</td>
<td valign="middle" align="center">391/203</td>
<td valign="bottom" align="center">26.1/30</td>
<td valign="bottom" align="center">16.5 &#xb1; 10.2/17.2 &#xb1; 11.7</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">60.6 &#xb1; 13.5/61.7 &#xb1; 13.8</td>
<td valign="middle" align="center">52W</td>
<td valign="middle" align="center">Roxadustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abdg</td>
</tr>
<tr>
<td valign="middle" align="left">Akizawa T. (<xref ref-type="bibr" rid="B14">14</xref>)</td>
<td valign="middle" align="center">107/109</td>
<td valign="bottom" align="center">48.5/50</td>
<td valign="bottom" align="center">18.6 &#xb1; 10.1/17.3 &#xb1; 8.3</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">70.4 &#xb1; 9.1/68.9 &#xb1; 9.1</td>
<td valign="middle" align="center">24w</td>
<td valign="middle" align="center">Enarodustat</td>
<td valign="middle" align="center">Darbepoetin</td>
<td valign="middle" align="center">abcdfg</td>
</tr>
<tr>
<td valign="middle" align="left">Coyne, D. W. (<xref ref-type="bibr" rid="B13">13</xref>)</td>
<td valign="middle" align="center">616/306</td>
<td valign="bottom" align="center">20.1/24.8</td>
<td valign="bottom" align="center">21.9 &#xb1; 11.5/22.4 &#xb1; 11.4</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">64.9 &#xb1; 12.6/64.8 &#xb1; 13.2</td>
<td valign="middle" align="center">52w</td>
<td valign="middle" align="center">Roxadustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abcdfg</td>
</tr>
<tr>
<td valign="middle" align="left">Nangaku M. (<xref ref-type="bibr" rid="B15">15</xref>)</td>
<td valign="middle" align="center">37/14</td>
<td valign="bottom" align="center">54/29</td>
<td valign="bottom" align="center">1.78 &#xb1; 10.3/22.0 &#xb1; 9.8</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">69.8 &#xb1; 11.7/71.4 &#xb1; 11.6</td>
<td valign="middle" align="center">6w</td>
<td valign="middle" align="center">Vadadustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abcdfg</td>
</tr>
<tr>
<td valign="middle" align="left">Parmar DV. (<xref ref-type="bibr" rid="B16">16</xref>)</td>
<td valign="middle" align="center">87/30</td>
<td valign="bottom" align="center">0/0</td>
<td valign="bottom" align="center">-/-</td>
<td valign="bottom" align="center">CKD1-4</td>
<td valign="middle" align="center">48.5 &#xb1; 12.2/46.9 &#xb1; 12.7</td>
<td valign="middle" align="center">6w</td>
<td valign="middle" align="center">Desidustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abcef</td>
</tr>
<tr>
<td valign="middle" align="left">Holdstock L. I (<xref ref-type="bibr" rid="B17">17</xref>)</td>
<td valign="middle" align="center">74/37</td>
<td valign="bottom" align="center">32/44</td>
<td valign="bottom" align="center">20.6 &#xb1; 10.45/19.2 &#xb1; 11.3</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">66.4 &#xb1; 12.8/65.4 &#xb1; 13.6</td>
<td valign="middle" align="center">24w</td>
<td valign="middle" align="center">Daprodustat</td>
<td valign="middle" align="center">Epoetin</td>
<td valign="middle" align="center">abdfg</td>
</tr>
<tr>
<td valign="middle" align="left">Holdstock L. II (<xref ref-type="bibr" rid="B17">17</xref>)</td>
<td valign="middle" align="center">74/37</td>
<td valign="bottom" align="center">32/45</td>
<td valign="bottom" align="center">20.6 &#xb1; 10.45/19.2 &#xb1; 11.4</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">66.4 &#xb1; 12.8/65.4 &#xb1; 13.6</td>
<td valign="middle" align="center">24w</td>
<td valign="middle" align="center">Daprodustat</td>
<td valign="middle" align="center">Darbepoetin</td>
<td valign="middle" align="center">abdfg</td>
</tr>
<tr>
<td valign="middle" align="left">Chen, N. (<xref ref-type="bibr" rid="B18">18</xref>)</td>
<td valign="middle" align="center">101/51</td>
<td valign="bottom" align="center">18/47</td>
<td valign="bottom" align="center">16.5 &#xb1; 8/14.5 &#xb1; 7.6</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">54.7 &#xb1; 13.3/53.2 &#xb1; 13.1</td>
<td valign="middle" align="center">9w</td>
<td valign="middle" align="center">Roxadustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abcdef</td>
</tr>
<tr>
<td valign="middle" align="left">Akizawa, T. I (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="middle" align="center">71/23</td>
<td valign="bottom" align="center">40.9/47.8</td>
<td valign="bottom" align="center">18.1 &#xb1; 8.7/16 &#xb1; 6.4</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">68.6 &#xb1; 20.0/65.3 &#xb1; 14.7</td>
<td valign="middle" align="center">6w</td>
<td valign="middle" align="center">Enarodustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abdfg</td>
</tr>
<tr>
<td valign="middle" align="left">Akizawa, T. II (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="middle" align="center">79/24</td>
<td valign="bottom" align="center">40.9/47.8</td>
<td valign="bottom" align="center">18.1 &#xb1; 8.7/16 &#xb1; 6.4</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">68.0 &#xb1; 10.7/66.2 &#xb1; 11.9</td>
<td valign="middle" align="center">6w</td>
<td valign="middle" align="center">Enarodustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abdfg</td>
</tr>
<tr>
<td valign="middle" align="left">Akizawa, T. (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="middle" align="center">80/27</td>
<td valign="bottom" align="center">50/48</td>
<td valign="bottom" align="center">16.3 &#xb1; 7.8/16.3 &#xb1; 8.5</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">64.4 &#xb1; 9.6/61.9 &#xb1; 10.6</td>
<td valign="middle" align="center">6w</td>
<td valign="middle" align="center">Roxadustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abdefg</td>
</tr>
<tr>
<td valign="middle" align="left">Martin, E. R. (2017) (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="middle" align="center">72/19</td>
<td valign="bottom" align="center">0/0</td>
<td valign="bottom" align="center">24.4 &#xb1; 11.1/25.2 &#xb1; 11.1</td>
<td valign="bottom" align="center">CKD3-4</td>
<td valign="middle" align="center">65.7 &#xb1; 9.7/64.9 &#xb1; 10.0</td>
<td valign="middle" align="center">6w</td>
<td valign="middle" align="center">Vadadustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abdf</td>
</tr>
<tr>
<td valign="middle" align="left">Chen, N. (<xref ref-type="bibr" rid="B22">22</xref>)</td>
<td valign="middle" align="center">61/30</td>
<td valign="bottom" align="center">37.7/30</td>
<td valign="bottom" align="center">19.4 &#xb1; 9.5/23 &#xb1; 13.4</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">48.9 &#xb1; 13.8/51.4 &#xb1; 11.9</td>
<td valign="middle" align="center">8w</td>
<td valign="middle" align="center">Roxadustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abdefg</td>
</tr>
<tr>
<td valign="middle" align="left">Pergola, P. E. (<xref ref-type="bibr" rid="B3">3</xref>)</td>
<td valign="middle" align="center">138/72</td>
<td valign="bottom" align="center">12.3/16.7</td>
<td valign="bottom" align="center">25.2 &#xb1; 10.4/25 &#xb1; 11.7</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">66.6 &#xb1; 10.0/65.9 &#xb1; 12.3</td>
<td valign="middle" align="center">20w</td>
<td valign="middle" align="center">Vadadustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abcdfg</td>
</tr>
<tr>
<td valign="middle" align="left">Holdstock, L. (<xref ref-type="bibr" rid="B23">23</xref>)</td>
<td valign="middle" align="center">54/18</td>
<td valign="bottom" align="center">25.9/33</td>
<td valign="bottom" align="center">24.1 &#xb1; 10.9/23.2 &#xb1; 11.5</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">68.4 &#xb1; 11.5/69.2 &#xb1; 11.0</td>
<td valign="middle" align="center">4w</td>
<td valign="middle" align="center">Daprodustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abdefg</td>
</tr>
<tr>
<td valign="middle" align="left">Brigandi, R. A. (<xref ref-type="bibr" rid="B24">24</xref>)</td>
<td valign="middle" align="center">61/9</td>
<td valign="bottom" align="center">-/-</td>
<td valign="bottom" align="center">23.6 &#xb1; 10.1/24.3 &#xb1; 10.6</td>
<td valign="bottom" align="center">CKD3-5</td>
<td valign="middle" align="center">58.4 &#xb1; 13.9/54.7 &#xb1; 17.3</td>
<td valign="middle" align="center">4w</td>
<td valign="middle" align="center">Daprodustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abdfg</td>
</tr>
<tr>
<td valign="middle" align="left">Besarab, A. (<xref ref-type="bibr" rid="B25">25</xref>)</td>
<td valign="middle" align="center">88/28</td>
<td valign="bottom" align="center">0/0</td>
<td valign="bottom" align="center">34.3 &#xb1; 12.7/31.4 &#xb1; 12.4</td>
<td valign="bottom" align="center">CKD3-4</td>
<td valign="middle" align="center">64.0 &#xb1; 18.0/68.6 &#xb1; 10.4</td>
<td valign="middle" align="center">4w</td>
<td valign="middle" align="center">Roxadustat</td>
<td valign="middle" align="center">Placebo</td>
<td valign="middle" align="center">abcdfg</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>a: hepcidin, b: hemoglobin (Hb), c: serum iron, d: ferritin, e: transferrin, f: total iron-binding capacity (TIBC), g: transferrin Saturation (TSAT).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Basic information included in the study</title>
<p>The 15 trials (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B25">25</xref>) included a total of 3,228 patients (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The two trials (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B19">19</xref>) were split into two separate studies for analysis because they used two interventions to compare with a control group. There were five HIF-PHIs involved including roxadustat (n = 6), enarodustat (n = 3), vadadustat (n = 3), desidustat (n = 1), daprodustat (n = 4), and two ESAs involved including darbepoetin (n = 2) and epoetin (n = 1). Among them, hepcidin and Hb levels were reported in 15 trials (17 studies), 7 trials (7 studies) reported serum iron, and 14 trials (16 studies) reported ferritin. The dosing schedule, iron usage, blinding method, and registration number of the included studies are shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Risk assessment of literature bias</title>
<p>The risk assessment of the literature bias of 15 trials (17 studies) is shown in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>. All evaluation items of the four studies were at a low risk of bias. Three studies could not determine their risk of bias due to deviations from the intended interventions because carers and people delivering the interventions are aware of participants&#x2019; assigned intervention during the trial A total of 12 studies could not be judged as low bias risk because they may miss outcome data.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Risk assessment of literature bias. <bold>(A)</bold> The quality assessment for each bias risk item is presented as a percentage. <bold>(B)</bold> Quality assessment of each bias risk item for each study. Each color represents a difference in the risk of bias: green represents low risk of bias, yellow represents unclear risk, and red represents high risk of bias.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1131516-g003.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Network map</title>
<p>The relationship between eight various intervention measures reporting changes in hepcidin and Hb before and after treatment is shown in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>. The connection means that the two interventions are directly compared. This study involved a comparison of eight intervention measures: roxadustat, enarodustat, vadadustat, desidustat, daprodustat, darbepoetin, epoetin, and placebo. Of all trials, roxadustat and placebo were compared in six trials, which is more than any other pairs. In the experimental group, the largest number of patients used was 1,337 for roxadustat.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Network graphs of all the drug agents included in the study. The width of the lines is proportional to the number of trials comparing each pair of treatments. The sizes of the circles are proportional to the number of trials using this intervention. <bold>(A)</bold> hepcidin, <bold>(B)</bold> Hb.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1131516-g004.tif"/>
</fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>League table</title>
<p>The league table shows pairwise comparisons of the effectiveness of hepcidin lowering and Hb raising among the eight interventions (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>) with no inconsistency between groups (hepcidin: <italic>P</italic> =0.18, Hb: <italic>P</italic> = 0.97). The results of the inconsistency and consistency tests are presented in <xref ref-type="supplementary-material" rid="SM1">
<bold>Tables S2</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>S3</bold>
</xref>. Compared with placebo, daprodustat (MD = -69.39, 95% CI: -129.24 to -9.54), enarodustat (MD = -49.85, 95% CI: -87.67 to -12.03), vadadustat (MD = -46.35, 95% CI: -79.15 to -13.55), and roxadustat (MD = -39.99, 95% CI: -64.79 to -15.19) could significantly reduce the level of hepcidin. Enarodustat also significantly reduced hepcidin levels compared with darbepoetin (MD = -49.09, 95% CI: -98.13 to -0.05). Although the results of other HIF-PHIs compared with placebo and ESAs were not statistically significant, they all suggested that HIF-PHIs may have a stronger ability to reduce hepcidin. All HIF-PHIs and ESAs showed a greater ability to increase Hb levels than placebo, and there was no significant difference between HIF-PHIs and ESAs.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Pairwise comparison of the hepcidin-lowering and hemoglobin-raising effectiveness of the eight drugs included in the study. Data in each grid represent MD and 95% CI. Column-defining drugs are compared to the row-defining drugs. The lower triangle (blue) shows pairwise comparisons of the effectiveness of hepcidin-lowering among the eight interventions, and the upper triangle (red) shows pairwise comparisons of the effectiveness of hemoglobin-raising among the eight interventions. The Difference between the two interventions was considered statistically significant when the 95% CI for MD did not include 0. #, significant difference compared to placebo. *, significant difference compared to ESAs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1131516-g005.tif"/>
</fig>
</sec>
<sec id="s3_6">
<label>3.6</label>
<title>Surface under the cumulative ranking curve</title>
<p>The SUCRA chart gives a ranking of the effectiveness of each intervention in reducing hepcidin (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). The higher the percentage is, the more hepcidin is reduced. The result that could be obtained from the SUCRA was that daprodustat ranked first (84.0%) and placebo ranked last (8.2%). All HIF-PHIs (daprodustat, enarodustat, vadadustat, desidustat, and roxadustat) included in the comparison were more effective at lowering hepcidin than ESAs and placebo. <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref> reports the effectiveness ranking of various drugs to increase Hb levels, and it can be found that desidustat ranked first (95.6%), which was higher than darbepoetin (68.0%) and epoetin (65.8%).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>SUCRA ranking of the effectiveness of each drug in reducing hepcidin and increase Hb. <bold>(A)</bold> hepcidin, <bold>(B)</bold> Hb.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1131516-g006.tif"/>
</fig>
</sec>
<sec id="s3_7">
<label>3.7</label>
<title>Effects of hypoxia-inducible factor-prolyl hydroxylase domain inhibitors or erythropoiesis-stimulating agents on the regulation of iron metabolism</title>
<p>Of the included 15 trials (17 studies), 15 trials (17 studies) provided hepcidin, 7 trials (7 studies) provided serum iron, 5 trials (5 studies) provided transferrin, 14 trials (16 studies) provided ferritin, 14 trials (16 studies) provided TIBC, and 11 trials (13 studies) provided TSAT (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). The network of the indices of iron metabolism is presented in <xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>. HIF-PHIs could significantly decrease hepcidin levels in comparison with placebo (MD = -31.23, 95%CI: -33.87 to -28.59) and ESAs (MD=-43.42, 95%CI: -47.08 to -39.76), while ESAs could significantly raise hepcidin levels than placebo (MD = 12.19, 95%CI: 7.67 to 16.70) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>). There was no statistical difference in the effect of all comparisons on serum iron (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>). Both HIF-PHIs (MD = 0.59, 95%CI: 0.53 to 0.65) and ESAs (MD = 0.50, 95%CI: 0.40 to 0.60) increased transferrin more than placebo. HIF-PHIs could significantly increase transferrin levels in comparison with ESAs (MD = 0.09, 95%CI: 0.01 to 0.18) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>). HIF-PHIs could significantly decrease ferritin levels in comparison with placebo (MD=-0.77, 95%CI: -1.02 to- 0.52) and ESAs (MD=-48.56, 95%CI: -55.21 to -41.91), while ESAs could significantly raise ferritin levels than placebo (MD = 47.79, 95%CI: 41.13 to 54.44) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7D</bold>
</xref>). The ability of HIF-PHIs to increase TIBC was significantly stronger than placebo (MD = 7.92, 95%CI: 7.47 to 8.38) and ESAs (MD = 6.34, 95%CI: 5.71 to 6.96) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7E</bold>
</xref>). HIF-PHIs significantly reduced TSAT compared with placebo (MD=-3.27, 95%CI: -4.00 to -2.53) and ESAs (MD = -4.73, 95%CI: -5.52 to -3.94), while ESAs could significantly raise TSAT than placebo (MD = 1.47, 95%CI: 0.38 to 2.55) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7F</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Forest map of the effects of three drugs on the regulation of iron metabolism. <bold>(A)</bold> hepcidin, <bold>(B)</bold> serum iron, <bold>(C)</bold> transferrin, <bold>(D)</bold> ferritin, <bold>(E)</bold> TIBC, <bold>(F)</bold> TSAT.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1131516-g007.tif"/>
</fig>
</sec>
<sec id="s3_8">
<label>3.8</label>
<title>Publication bias test</title>
<p>After drawing the comparison-adjusted funnel plot of the changes in the hepcidin of each intervention (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>), it can be seen that most of the study results are clustered around the red line (null hypothesis), representing that the study-specific effect sizes do not differ from the respective comparison-specific pooled effect estimates, and the overall risk of bias is small. However, there are still small studies that tend to overstate the hepcidin-lowering ability of drugs, and publication bias remains.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>The comparison-adjusted&#x2019; funnel plot of the changes in hepcidin of each intervention. A: Daprodustat; B: Darbepoetin; C: Desidustat; D: Enarodustat; E: Epoetin; F: Placebo; G: Roxadustat; H: Vadadustat.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1131516-g008.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>This study is the largest network meta-analysis to compare the effects of five HIF-PHIs, two ESAs, and placebo on correcting anemia and iron dysregulation. The ability of all five HIF-PHIs included in this studyto correct anemia is not inferior to ESAs. In addition, desidustat exhibited the strongest Hb-increasing ability. When analyzing the regulatory effects of different kinds of drugs on iron metabolism, this study took five HIF-PHIs as one group and two ESAs as the other group, which made the conclusion more extrapolative. The results of this study showed that, compared with placebo and ESAs, HIF-PHIs could significantly decrease hepcidin, TSAT, and ferritin and increase transferrin and TIBC but did not alter serum iron. This network meta-analysis also observed heterogeneity in the ability of different HIF-PHIs to decrease hepcidin. After calculating the effectiveness of each drug to decrease hepcidin, this study found that daprodustat had the highest hepcidin-lowering efficacy.</p>
<p>ESAs are currently the most widely used drugs for the treatment of renal anemia. Even without considering their potential cardiovascular events and cerebrovascular event risks, some patients who have been in a state of inflammation for a long time would not respond to ESAs, known as ESA hyporesponse (<xref ref-type="bibr" rid="B26">26</xref>), making their ability to correct anemia non-ideal. Oxygen-sensing and adaptation mechanisms are among the most important mechanisms of life. Three decades ago, it was discovered that the HIF is a key factor for the body to increase EPO production and correct anemia during hypoxia (<xref ref-type="bibr" rid="B27">27</xref>). When oxygen levels drop, HIF-&#x3b1; subunits accumulate and dimerize with the HIF-&#x3b2; to form functional transcription factors HIF-1 and HIF-2, which can directly regulate the expression of the EPO gene and other genes involved in encoding iron absorption&#x2013;related proteins, thereby correcting anemia. In the presence of sufficient oxygen, the HIF is hydroxylated by HIF-PH enzymes and degraded by ubiquitination (<xref ref-type="bibr" rid="B28">28</xref>). HIF-PHIs are a new kind of anemia treatment agent that inhibits the degradation of the HIF by simulating the natural physiological response of the body to hypoxia. A previous network meta-analysis (2,768 patients) (<xref ref-type="bibr" rid="B29">29</xref>) reported that HIF-PHIs have an anemia treatment effect similar to ESAs and safer to some extent. However, the accuracy and clinical value of the results of that study were limited because of the small sample size and the lack of direct head-to-head comparisons between different HIF-PHIs. This network meta-analysis enrolled four newly published large studies (these four studies included 1,783 NDD-CKD renal anemia patients), allowing for a greater accuracy of the results and a further extrapolation of the conclusions. In this study, the result showed that the five HIF-PHIs included were non-inferior to ESAs in their ability to correct anemia, and desidustat even showed a stronger ability to increase Hb levels than ESAs.</p>
<p>Iron transport disorder is very common in CKD patients and an important cause of refractory renal anemia, which can be manifested as decreased serum iron and transferrin (<xref ref-type="bibr" rid="B30">30</xref>) and increased ferritin after adequate iron supplementation but still low levels of TSAT (<xref ref-type="bibr" rid="B31">31</xref>).The iron dysregulation in CKD patients is associated with abnormally increased hepcidin under the inflammatory state (<xref ref-type="bibr" rid="B32">32</xref>). Hepcidin is encoded by the HAMP gene, which is located on chromosome 19 q13, and is mainly produced and secreted by hepatocytes. The larger precursor protein produced by hepatocytes undergoes continuous cleavages to finally form a 25-amino acid peptide hormone, which is the main bioactive and predominant form of hepcidin. Hepcidin can modulate iron metabolism by a negative feedback mechanism and is a key hormone for the body to maintain iron homeostasis (<xref ref-type="bibr" rid="B33">33</xref>). The decrease of the hepcidin level promotes the release of more iron into the blood from hepatocytes and macrophages, as well as increased intestinal iron uptake, ultimately increasing the iron level in the circulation (<xref ref-type="bibr" rid="B30">30</xref>). Can HIF-PHIs ameliorate iron metabolism? Previous meta-analysis has initially observed that HIF-PHIs can decrease hepcidin (<xref ref-type="bibr" rid="B34">34</xref>), but there is the lack of exploration of potential differences between different HIF-PHIs. This network meta-analysis found that HIF-PHIs can correct anemia without changing serum iron levels because HIF-PHIs could decrease hepcidin, thereby promoting the transport and utilization of iron. In addition, HIF-PHIs can directly induce hepatic and renal EPO expression and increase the transcription of several iron transport and metabolism genes and finally promote erythropoiesis by improving iron transport (<xref ref-type="bibr" rid="B35">35</xref>). This study found that HIF-PHIs had different regulatory effects on iron metabolism, among which daprodustat had the highest hepcidin-lowering efficacy, and enarodustat was second only to it. HIF-PHIs have heterogeneous effects on iron metabolism, possibly because of their different pharmacokinetic profiles and potential drug&#x2013;drug interactions (<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>The regulatory effects of HIF-PHIs on iron metabolism were also presented in the changes of other iron-related indicators. Iron dysregulation can be divided into absolute and relative iron deficiency according to the level of stored iron (<xref ref-type="bibr" rid="B25">25</xref>). Ferritin is an important indicator of the iron storage status of the body. Functional iron deficiency, characterized by elevated ferritin levels that are not available for erythropoiesis, is one cause of ESA hyporesponse in patients with renal anemia (<xref ref-type="bibr" rid="B36">36</xref>). This network meta-analysis found that HIF-PHIs decreased ferritin compared to ESAs. However, this did not mean that HIF-PHIs aggravated iron deficiency. Rather, because it promoted the utilization of stored iron (<xref ref-type="bibr" rid="B37">37</xref>), the reduction of ferritin by HIF-PHIs was a performance of improved iron transport and bioavailability.</p>
<p>The main function of transferrin is to bind and transport iron in the circulation. TIBC is determined by the level of transferrin, and their increases both imply improved iron transport. TSAT is the ratio of serum iron to TIBC, generally considered as an important biochemical marker of the iron level in the circulation and reflecting iron availability for erythropoiesis. Thus, a decrease in TSAT represents iron deficiency (<xref ref-type="bibr" rid="B31">31</xref>). Interestingly, unlike previous studies, this network meta-analysis found that HIF-PHIs could significantly increase transferrin and TIBC and decrease TSAT, without changing serum iron levels, which was a good signal (<xref ref-type="bibr" rid="B38">38</xref>). HIF-PHIs increased iron utilization in the bone marrow and failed to increase serum iron levels, but, at the same time, increased transferrin led to elevated TIBC. Therefore, as the ratio of serum iron to TIBC, the reduction of TSAT in this case did not mean functional iron deficiency, but it was a sign of improved iron transport. The said dynamic perspective for analyzing the causation of TSAT changes was obviously different from the traditional static perspective for evaluating iron metabolism. On the contrary, ESAs need to be combined with iron therapy to increase serum iron levels and lead to elevated TSAT, and the elevation of the TSAT in this context did not imply an improvement in iron metabolism. Therefore, ESAs could not improve iron transport but increase the risk of iron overload due to the need for iron supplementation. At the same time, iron supplementation feedback increased the production of hepcidin by hepatocytes, which easily led to the vicious circle of iron dysregulation. In conclusion, in the application of HIF-PHIs, due to its multifaceted role in ameliorating iron transport, the evaluation of iron-related indicators should break through the original static perspective, and it is necessary to dynamically observe and evaluate iron metabolism and transport in patients.</p>
<p>This network meta-analysis had several limitations: firstly, some of the included trials did not use the double-blind method, but, considering that the included outcomes of this study have a unified standard and are not easy to be changed by subjective factors, non-double-blind trials are not excluded. Secondly, the follow-up time between the included trials was quite different; thus, this study could not accurately observe the iron metabolism of patients in different administration stages. However, considering that most HIF-PHIs have not yet been approved for clinical use, this study still included some phase II trials with shorter dosing time. Finally, there were differences in the CKD status of the subjects in the included trials, which might make their iron metabolism status different. However, after calculation, it was found that this difference did not meet the statistical criteria for heterogeneity; thus, this study did not adjust the inclusion and exclusion criteria.</p>
<p>In conclusion, the results of this study suggested that HIF-PHIs should be the first choice in the treatment of NDD-CKD patients with functional iron deficiency. In addition, the potential heterogeneity of HIF-PHIs to correct iron metabolism should be fully considered when formulating a treatment plan.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="s10">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>XLZ and LW designed this study. JX, XDZ and XX searched the literature. JY analyzed the data and wrote the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by grants from the National Natural Science Foundation of China (No. 81570612 and No. 81870497) and Jiangsu Province Key Research and Development Program-Social Development (BE2021737), which were awarded to Prof. XLZ.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors thank XLZ and LW for designing this study, JX, XDZ and XX for searching the literature, and JY for analyzing the data and writing the manuscript.</p>
</ack>
<sec id="s8" 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="s9" 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>
<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/fendo.2023.1131516/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fendo.2023.1131516/full#supplementary-material</ext-link>
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<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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