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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Oncol. Rev.</journal-id>
<journal-title>Oncology Reviews</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Oncol. Rev.</abbrev-journal-title>
<issn pub-type="epub">1970-5557</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1645505</article-id>
<article-id pub-id-type="doi">10.3389/or.2025.1645505</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology Reviews</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Personalized exercise programs in oncology</article-title>
<alt-title alt-title-type="left-running-head">Saleh et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/or.2025.1645505">10.3389/or.2025.1645505</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Saleh</surname>
<given-names>Ahmed Yakdhan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3097502/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shareef</surname>
<given-names>Abdulkareem</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bishoyi</surname>
<given-names>Ashok Kumar</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jyothi</surname>
<given-names>S. Renuka</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Panigrahi</surname>
<given-names>Rajashree</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pargaien</surname>
<given-names>Amrita</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2998677/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Garg</surname>
<given-names>Gunjan</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hafizova</surname>
<given-names>Mashkhura</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sameer</surname>
<given-names>Hayder Naji</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yaseen</surname>
<given-names>Ahmed</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Athab</surname>
<given-names>Zainab H.</given-names>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Adil</surname>
<given-names>Mohaned</given-names>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Physical Education &#x26; Sport Sciences, College of Education Alnoor University</institution>, <addr-line>Nineveh</addr-line>, <country>Iraq</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Ahl al bayt University</institution>, <addr-line>Kerbala</addr-line>, <country>Iraq</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Microbiology, Faculty of Science, Marwadi University Research Center, Marwadi University</institution>, <addr-line>Rajkot</addr-line>, <addr-line>Gujarat</addr-line>, <country>India</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Biotechnology and Genetics, School of Sciences, JAIN (Deemed to be University)</institution>, <addr-line>Bangalore</addr-line>, <addr-line>Karnataka</addr-line>, <country>India</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Microbiology, IMS and SUM Hospital, Siksha &#x2018;O&#x2019; Anusandhan (Deemed to be University)</institution>, <addr-line>Bhubaneswar</addr-line>, <addr-line>Odisha</addr-line>, <country>India</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Pharmacy, Graphic Era Hill University</institution>, <addr-line>Bhimtal</addr-line>, <country>India</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Centre for Promotion of Research, Graphic Era (Deemed to be University)</institution>, <addr-line>Dehradun</addr-line>, <addr-line>Uttarakhand</addr-line>, <country>India</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Centre for Research Impact &#x26; Outcome, Chitkara University Institute of Engineering and Technology, Chitkara University</institution>, <addr-line>Rajpura</addr-line>, <addr-line>Punjab</addr-line>, <country>India</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Department of Pedagogy and Psychology, Samarkand State Medical University</institution>, <addr-line>Samarkand</addr-line>, <country>Uzbekistan</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Collage of Pharmacy, National University of Science and Technology</institution>, <addr-line>Dhi Qar</addr-line>, <country>Iraq</country>
</aff>
<aff id="aff11">
<sup>11</sup>
<institution>Gilgamesh Ahliya University</institution>, <addr-line>Baghdad</addr-line>, <country>Iraq</country>
</aff>
<aff id="aff12">
<sup>12</sup>
<institution>Department of Pharmacy, Al-Zahrawi University College</institution>, <addr-line>Karbala</addr-line>, <country>Iraq</country>
</aff>
<aff id="aff13">
<sup>13</sup>
<institution>Pharmacy College, Al-Farahidi University</institution>, <addr-line>Baghdad</addr-line>, <country>Iraq</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1048345/overview">Arkaitz Casta&#xf1;eda Babarro</ext-link>, University of Deusto, Spain</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2087355/overview">Shazia Tahira</ext-link>, Bahria University, Pakistan</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3143071/overview">Kellie Toohey</ext-link>, Southern Cross University, Australia</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Ahmed Yakdhan Saleh, <email>ahmed91@alnoor.edu.iq</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>19</volume>
<elocation-id>1645505</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Saleh, Shareef, Bishoyi, Jyothi, Panigrahi, Pargaien, Garg, Hafizova, Sameer, Yaseen, Athab and Adil.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Saleh, Shareef, Bishoyi, Jyothi, Panigrahi, Pargaien, Garg, Hafizova, Sameer, Yaseen, Athab and Adil</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>
<p>Exercise is increasingly recognized as a safe and effective adjunct therapy across the cancer care continuum, offering improvements in physiological function, psychological wellbeing, and treatment outcomes. However, conventional one-size-fits-all exercise prescriptions often fall short of addressing the diverse needs of cancer patients, who differ significantly in tumor type, treatment modality, baseline fitness, and comorbidities. Personalized exercise programs offer a tailored, evidence-informed approach that enhances safety, adherence, and clinical benefits. This narrative review synthesizes the current literature on the physiological, psychological, and oncological impacts of exercise in cancer care, emphasizing the rationale, methodologies, and emerging tools for individualized exercise prescriptions. Integration of such programs into oncology practice requires standardized assessments, interdisciplinary collaboration, and digital infrastructure, with a focus on addressing barriers to implementation and ensuring equitable access. Personalized exercise programs have the potential to improve patient outcomes and survivorship experiences across diverse cancer populations.</p>
</abstract>
<kwd-group>
<kwd>exercise</kwd>
<kwd>cancer</kwd>
<kwd>oncology</kwd>
<kwd>personalized</kwd>
<kwd>individualized</kwd>
<kwd>physical activity</kwd>
<kwd>survivorship</kwd>
<kwd>rehabilitation</kwd>
</kwd-group>
<counts>
<page-count count="14"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Globally, the burden of cancer continues to rise, with the latest GLOBOCAN estimates reporting approximately 20&#xa0;million new cancer diagnoses and nearly 10&#xa0;million cancer-related deaths in 2022 (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>). Age-standardized incidence rates have climbed steadily over the past decade, driven by an aging population and lifestyle risk factors__, while mortality, although declining by about 1% per year since 2016, still contributes to high global healthcare and socioeconomic costs (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>Evidence-based oncological treatments&#x2014;surgery, chemotherapy, and radiotherapy&#x2014;remain fundamental for tumor control but are accompanied by substantial short- and long-term toxicities, including profound fatigue, immunosuppression, musculoskeletal deconditioning, and neuropathies, which can significantly impair patients&#x2019; functional capacity and quality of life (<xref ref-type="bibr" rid="B8">8</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>).</p>
<p>In response to treatment-related adverse effects, lifestyle interventions have gained prominence, with exercise emerging as a critical supportive strategy; randomized trials have demonstrated that structured exercise during chemotherapy and radiotherapy can enhance cardiorespiratory fitness, mitigate fatigue, and preserve lean body mass, reflecting a paradigm shift toward holistic cancer care (<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>). Extensive meta-analyses and systematic reviews have shown that aerobic and resistance training significantly reduce cancer-related fatigue, with a systematic review of 46 meta-analyses confirming a consistent benefit of exercise on fatigue reduction (<xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B21">21</xref>). In addition, exercise interventions have been associated with marked improvements in health-related quality of life metrics such as physical functioning and psychological wellbeing in multiple randomized controlled trials (<xref ref-type="bibr" rid="B22">22</xref>&#x2013;<xref ref-type="bibr" rid="B24">24</xref>). A recent meta-analysis reported that higher muscle strength and cardiorespiratory fitness levels correlate with a 31%&#x2013;46% lower risk of all-cause mortality in cancer patients, particularly in advanced-stage and lung and digestive cancers, underscoring potential survival benefits (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>).</p>
<p>Despite this robust evidence, traditional &#x201c;one-size-fits-all&#x201d; exercise prescriptions fall short of addressing the heterogeneous needs of cancer patients, who differ widely by tumor type, treatment regimen, baseline fitness, comorbidities, and personal preferences, leading to varying adherence and outcomes (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). Some research has highlighted that fixed exercise protocols may not optimize safety or efficacy across these diverse patient subgroups, signaling the need for more tailored approaches (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>).</p>
<p>Personalized exercise programs, in contrast, leverage individual assessments to customize the type, intensity, frequency, and duration of exercise, adapting prescriptions based on factors such as cardiopulmonary function, muscle strength, fatigue levels, and treatment phase (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>); a prospective study in lung cancer patients undergoing chemotherapy demonstrated that individualized exercise prescriptions led to significant improvements in 6-min walk distance, VO<sub>2</sub> peak, muscle mass, and quality of life without adverse events (<xref ref-type="bibr" rid="B33">33</xref>). Conceptual frameworks and app-based platforms now exist to operationalize this personalization, enabling dynamic adjustment of exercise parameters in real-time to match patients&#x2019; evolving capabilities and treatment schedules (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>).</p>
<p>The integration of exercise into cancer care has demonstrated significant benefits, including reduced fatigue, improved quality of life, and enhanced survival rates among cancer patients. However, traditional exercise prescriptions often adopt a one-size-fits-all approach, failing to account for the diverse needs and conditions of individual patients, particularly those in low-resource settings, rural communities, and marginalized populations. Disparities in access to exercise oncology programs&#x2014;driven by socioeconomic status, geographic isolation, cultural barriers, and systemic inequities&#x2014;threaten to widen existing gaps in cancer outcomes. Addressing these disparities is not merely an ethical imperative but a clinical necessity to ensure equitable translation of evidence into global practice (<xref ref-type="bibr" rid="B36">36</xref>). Recent studies highlight the importance of personalized exercise programs tailored to individual characteristics, such as cancer type, treatment phase, physical fitness, and comorbidities, to optimize outcomes and minimize risks (<xref ref-type="bibr" rid="B37">37</xref>).</p>
<p>While prior reviews have broadly examined the benefits of physical activity in oncology, few have focused specifically on how exercise prescriptions can be tailored to individual patient characteristics across the cancer care continuum. This narrative review addresses that gap by synthesizing current evidence on personalized exercise programming&#x2014;defined as individualized prescriptions adjusted for tumor type, treatment phase, baseline physical function, comorbidities, and psychosocial factors. In doing so, this review bridges exercise physiology, implementation science, and survivorship care, providing a practical and conceptual framework to guide future clinical integration of personalized exercise in oncology.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>2 Methodology</title>
<p>This narrative review was conducted using a structured approach to identify, select, and synthesize peer-reviewed literature on personalized exercise in oncology. We searched PubMed, Scopus, Web of Science, and Google Scholar using combinations of keywords such as &#x201c;exercise,&#x201d; &#x201c;cancer,&#x201d; &#x201c;oncology,&#x201d; &#x201c;personalized,&#x201d; &#x201c;individualized,&#x201d; &#x201c;physical activity,&#x201d; &#x201c;survivorship,&#x201d; and &#x201c;rehabilitation.&#x201d; We included English-language articles published between 2000 and 2025 that reported on physiological, psychological, or clinical outcomes of exercise interventions in cancer patients or survivors. Both clinical studies and implementation frameworks were considered. Exclusion criteria included animal studies without translational relevance, narrative pieces lacking primary data, and non-peer-reviewed sources. Reference lists of key reviews were manually searched for additional relevant studies.</p>
</sec>
<sec id="s3">
<title>3 Benefits of exercise in oncology</title>
<sec id="s3-1">
<title>3.1 Physiological benefits</title>
<p>The role of physical activity in oncology has increasingly gained recognition as a safe and effective approach to enhancing physiological outcomes across the cancer care continuum (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>). Systematic reviews and meta-analyses highlight that exercise confers physiological advantages before, during, and after cancer treatment (<xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>In cancer prevention, engaging in regular physical activity is associated with a reduced risk of various cancers, attributed to beneficial physiological changes such as improved weight management, decreased systemic inflammation, enhanced insulin sensitivity, and regulation of sex hormones like estrogen (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>). While current evidence strongly supports aerobic exercise in this regard, data on the physiological benefits of resistance training for cancer prevention remain limited (<xref ref-type="bibr" rid="B42">42</xref>).</p>
<p>Exercise prior to treatment has also shown to yield positive physiological effects. A meta-analysis of 10 randomized controlled trials involving patients with non-small cell lung cancer reported that preoperative exercise improved functional capacity, alleviated dyspnea, shortened hospital stays, and decreased pulmonary complications (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>). These outcomes underscore the value of exercise in optimizing respiratory and overall physical function before medical interventions.</p>
<p>During cancer treatment, physical activity helps preserve physiological capacity by mitigating muscle wasting (sarcopenia) and improving cardiorespiratory fitness (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B46">46</xref>). Animal studies further suggest that exercise may enhance the effectiveness of therapies like chemotherapy and radiotherapy by improving tumor oxygenation and vascular normalization, thereby supporting better physiological conditions in tissues (<xref ref-type="bibr" rid="B47">47</xref>). Although clinical confirmation is pending, these mechanisms provide a strong rationale for continued investigation (<xref ref-type="bibr" rid="B46">46</xref>).</p>
<p>In the context of immunotherapy, exercise is believed to modulate cellular immunity through the release of bioactive molecules such as interleukin-6 and epinephrine, which activate natural killer cells and T lymphocytes&#x2014;contributing to a stronger physiological anti-tumor response (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>). Animal research also shows that physical activity may boost the efficacy of immune checkpoint inhibitors like PD-1/PD-L1 (<xref ref-type="bibr" rid="B50">50</xref>).</p>
<p>Post-treatment, exercise continues to provide physiological advantages. For example, a meta-analysis of 34 RCTs in breast cancer patients found significant reductions in insulin-like growth factor 1 (IGF-1), enhancements in muscle strength (e.g., bench and leg press performance), and decreases in BMI and body weight (<xref ref-type="bibr" rid="B51">51</xref>). Across various cancer types, benefits include improved aerobic capacity (VO<sub>2</sub> max), muscle power, 6-minute walk distance, and handgrip strength, underscoring the sustained impact of exercise on physiological health after treatment (<xref ref-type="bibr" rid="B45">45</xref>).</p>
<p>Despite variability in participant characteristics (age, cancer type) and exercise regimens (intensity, duration), the positive influence of physical activity on physiological indicators remains robust (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>). However, short intervention durations (median 13&#xa0;weeks) and insufficient detail on exercise intensity are common limitations (<xref ref-type="bibr" rid="B39">39</xref>).</p>
<p>In conclusion, substantial evidence supports the favorable physiological impact of exercise throughout all stages of cancer care. Notably, combining aerobic and resistance training often leads to greater improvements than aerobic activity alone (<xref ref-type="bibr" rid="B38">38</xref>&#x2013;<xref ref-type="bibr" rid="B40">40</xref>).</p>
</sec>
<sec id="s3-2">
<title>3.2 Psychological and quality-of-life improvements</title>
<p>Exercise has also emerged as a key intervention for improving psychological wellbeing and quality of life (QoL) among cancer patients and survivors. Although variability exists in exercise modalities and participant populations, systematic reviews and meta-analyses consistently report positive effects (<xref ref-type="bibr" rid="B52">52</xref>&#x2013;<xref ref-type="bibr" rid="B54">54</xref>).</p>
<p>In a systematic review of 40 RCTs involving 3,694 participants with diverse cancer types, Roland and Rogers (2018) found that interventions including resistance training, yoga, walking, Tai Chi, and Qigong significantly enhanced health-related QoL and reduced fatigue, anxiety, depression, and pain. However, changes in cognitive function and general health perception were not statistically significant. Despite some risk of bias due to limited blinding, the clinical relevance of these findings is evident (<xref ref-type="bibr" rid="B54">54</xref>).</p>
<p>Carayol et al. (2019) focused on women with breast cancer undergoing adjuvant therapy and reported improvements in fatigue, depression, and QoL, with borderline effects on anxiety. Interestingly, they identified a dose-response pattern in which moderate exercise (&#x3c;12 MET-hours/week) had more pronounced benefits, indicating that lower-intensity programs may be particularly effective in this population (<xref ref-type="bibr" rid="B52">52</xref>).</p>
<p>McNeely et al. (2006) echoed these findings in their review of 14 RCTs involving breast cancer patients. Participants experienced improved QoL (measured via FACT-G and FACT-B), enhanced physical function, increased VO<sub>2</sub> peak, and reduced fatigue. Notably, these gains were not accompanied by significant changes in BMI or body weight, suggesting that mental and functional improvements can occur independently of body composition shifts (<xref ref-type="bibr" rid="B53">53</xref>).</p>
<p>Community-based exercise programs also showed promising results. Knobf et al. (2014) conducted a supervised aerobic program for breast cancer survivors, demonstrating notable gains in physical, emotional, and social functioning, as well as reductions in fatigue, depression, and muscle stiffness over 4&#x2013;6&#xa0;months (<xref ref-type="bibr" rid="B55">55</xref>).</p>
<p>A comprehensive review by Battaglini et al. (2014), covering 25 years of literature, confirmed the wide-ranging benefits of both aerobic and resistance exercise in breast cancer survivors, including better cardiorespiratory fitness, reduced body fat, increased lean mass and muscular strength, and improvements in fatigue, depression, and QoL. This evidence supports the design of individualized exercise prescriptions based on treatment stage and patient needs (<xref ref-type="bibr" rid="B56">56</xref>).</p>
<p>Collectively, these studies confirm that exercise is a safe, effective, and accessible tool to enhance psychological health and QoL among cancer patients and survivors, despite heterogeneity in exercise type and dosage.</p>
</sec>
<sec id="s3-3">
<title>3.3 Treatment-related outcomes</title>
<p>Recent investigations have increasingly explored the impact of exercise on treatment-related outcomes in oncology. Both preclinical and clinical studies suggest that exercise can enhance the effectiveness of cancer therapies and contribute to improved patient wellbeing.</p>
<p>In preclinical settings, physical activity has been shown to augment the effects of chemotherapy and agents like tamoxifen across several cancer models. For instance, aerobic and resistance training improved cardiorespiratory fitness and lean body mass in breast cancer models, while enhancing chemotherapy sensitivity in melanoma and producing synergistic tumor volume reduction in Ewing sarcoma when combined with treatment (<xref ref-type="bibr" rid="B41">41</xref>).</p>
<p>Clinical data support these findings. In breast cancer patients receiving adjuvant chemotherapy, exercise has been linked to greater muscular strength, increased self-esteem, and improved treatment completion rates (<xref ref-type="bibr" rid="B57">57</xref>). Similarly, aerobic training has been associated with improved clinical responses in lymphoma patients (<xref ref-type="bibr" rid="B58">58</xref>). and in those with rectal cancer, exercise during neoadjuvant chemo radiation has been correlated with higher rates of complete or near-complete pathological response (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>).</p>
<p>Longitudinal evidence indicates that exercise may lower the risk of recurrence and enhance survival outcomes. Among breast cancer patients on adjuvant chemotherapy, physical activity has been associated with decreased recurrence and better disease-free survival (<xref ref-type="bibr" rid="B61">61</xref>). Additionally, resistance training has demonstrated potential to extend bone-related survival in patients with bone metastases (<xref ref-type="bibr" rid="B62">62</xref>).</p>
<p>Nevertheless, challenges persist. Many clinical trials suffer from small sample sizes and were not specifically designed to assess therapeutic efficacy (<xref ref-type="bibr" rid="B63">63</xref>). Differences in exercise protocols (type, intensity, duration) further complicate cross-study comparisons (<xref ref-type="bibr" rid="B57">57</xref>). Moreover, preclinical evidence suggests that the effect of exercise may vary based on tumor type and treatment; in one breast cancer model, for example, exercise diminished the efficacy of doxorubicin (<xref ref-type="bibr" rid="B63">63</xref>).</p>
<p>Overall, exercise appears to offer meaningful benefits in supporting cancer treatment outcomes. Still, more rigorously designed studies with larger cohorts are necessary to elucidate underlying mechanisms and refine exercise guidelines. Future research should also assess exercise&#x2019;s role alongside therapies like immunotherapy and radiotherapy (<xref ref-type="bibr" rid="B61">61</xref>, <xref ref-type="bibr" rid="B63">63</xref>).</p>
</sec>
</sec>
<sec id="s4">
<title>4 Rationale for personalization</title>
<p>Personalizing exercise prescriptions in oncology is essential to address the marked heterogeneity among patients in terms of tumor biology, treatment exposures, baseline fitness, and comorbid conditions (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B64">64</xref>). The following sections synthesize key findings from six seminal studies to elucidate why a one-size-fits-all approach is inadequate and to highlight how variability in clinical and patient factors must guide tailored exercise interventions.</p>
<sec id="s4-1">
<title>4.1 Variability in cancer types and stages</title>
<p>Santa Mina and colleagues (2012) emphasized that cancer, from early-stage, locally contained disease to advanced, metastatic presentations, carries fundamentally different physiological and psychosocial burdens. In their description of program development across breast, prostate, and colorectal cancer clinics, they observed that survivors of early-stage disease tolerated moderate-intensity aerobic training with minimal adverse events, whereas individuals with advanced or recurrent disease required careful down-titration of volume and intensity due to pronounced fatigue and cachexia (<xref ref-type="bibr" rid="B65">65</xref>). Galv&#xe3;o et al., in their systematic review spanning multiple tumor types, similarly reported that exercise modalities must be adapted according to tumor-related factors (e.g., bone metastases necessitating non-weight-bearing modalities) (<xref ref-type="bibr" rid="B66">66</xref>). These patterns underscore that exercise dose, mode, and progression cannot be standardized across cancer types or stages without risking harm or no adherence.</p>
</sec>
<sec id="s4-2">
<title>4.2 Influence of treatment modalities</title>
<p>Therapeutic exposures&#x2014;surgery, chemotherapy, radiation, and immunotherapy&#x2014;impose distinct cardiorespiratory and musculoskeletal stresses that influence exercise capacity. Jones et al. (2011) reported that patients undergoing chemotherapy exhibited acute declines in VO<sub>2</sub>peak (&#x223c;10% per cycle) and transient leukopenia, mandating lower-intensity regimens in the immediate post-infusion period (<xref ref-type="bibr" rid="B67">67</xref>). Newton and colleagues extended this work by demonstrating that resistance training protocols had to be modified for post-radiation patients to avoid lymphedema exacerbation, while immunotherapy recipients, who may experience immune-related myositis, benefited from gradual progression with close monitoring of creatine kinase levels (<xref ref-type="bibr" rid="B68">68</xref>). Courneya&#x2019;s randomized trial in breast cancer survivors further illustrated that those receiving adjuvant taxane-based chemotherapy had higher rates of dose delays when prescribed high-volume exercise, whereas a lower-volume, mixed-mode program maintained treatment schedules with no increase in toxicity (<xref ref-type="bibr" rid="B61">61</xref>). Together, these findings argue for treatment-phase&#x2013;specific exercise algorithms that align with the timing and toxicity profile of each modality.</p>
</sec>
<sec id="s4-3">
<title>4.3 Individual differences in fitness levels and comorbidities</title>
<p>Baseline physical fitness and co-occurring chronic diseases (e.g., cardiovascular disease, diabetes, arthritis) exert profound influence on safety, efficacy, and adherence to exercise interventions (<xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B70">70</xref>). Schmitz et al., in their systematic review, noted that sedentary survivors with multiple comorbidities experienced higher rates of musculoskeletal injury, particularly when prescribed generic resistance protocols, highlighting the need for pre-participation risk stratification and graded progression (<xref ref-type="bibr" rid="B71">71</xref>). Courneya et al. found that survivors with higher baseline self-efficacy and cardiopulmonary fitness were more likely to achieve target exercise doses and report greater quality-of-life gains, suggesting that motivational interviewing and preliminary low-intensity &#x201c;pre habilitation&#x201d; phases can bolster outcomes in less fit individuals (<xref ref-type="bibr" rid="B61">61</xref>). Moreover, Santa Mina&#x2019;s group demonstrated that tailored warm-up and cool-down routines, as well as flexibility in session scheduling, improved adherence among those juggling complex comorbid care regimens (<xref ref-type="bibr" rid="B65">65</xref>). These insights reinforce that personalization must account not only for disease and treatment but also for each patient&#x2019;s unique functional baseline and health profile.</p>
</sec>
<sec id="s4-4">
<title>4.4 Structural and socioeconomic barriers to access</title>
<p>Beyond individual-level barriers, systemic inequities profoundly limit access to personalized exercise programs. In low- and middle-income countries (LMICs), infrastructure gaps&#x2014;such as shortages of trained exercise professionals, limited rehabilitation facilities, and inadequate funding&#x2014;restrict implementation (<xref ref-type="bibr" rid="B72">72</xref>). Rural populations face additional challenges, including transportation barriers, reduced availability of supervised programs, and limited broadband connectivity for telehealth (<xref ref-type="bibr" rid="B73">73</xref>). Socioeconomic factors further exacerbate disparities: out-of-pocket costs for gym memberships or wearables, time constraints due to caregiving or employment, and health literacy gaps reduce engagement among low-income groups (<xref ref-type="bibr" rid="B74">74</xref>). Cultural and linguistic mismatches in program design also alienate racial/ethnic minorities; for example, guidelines rarely accommodate traditional physical activities (e.g., Tai Chi in East Asian communities) or provide materials in non-dominant languages (<xref ref-type="bibr" rid="B37">37</xref>). These intersecting barriers underscore that without targeted interventions, personalized exercise risks becoming a privilege of the resourced few.</p>
</sec>
</sec>
<sec id="s5">
<title>5 Current approaches to personalized exercise prescription</title>
<sec id="s5-1">
<title>5.1 Risk stratification and baseline assessment</title>
<p>A comprehensive baseline evaluation is essential to tailor exercise safely and effectively. In a prospective trial of lung cancer patients undergoing chemotherapy, participants in the individualized&#x2010;exercise arm underwent standardized testing at 0, 6, and 12&#xa0;weeks&#x2014;including the 6-min walk test (6MWT), peak VO<sub>2</sub> consumption (VO<sub>2</sub>peak), muscle composition, grip strength, lung capacity, and key biomarkers (D-dimer, CRP, lipids). No exercise-related adverse events occurred; by 12 weeks, the exercise group exhibited significant improvements over controls in 6MWT (p &#x3c; 0.001), VO<sub>2</sub>peak trends (p &#x3d; 0.005), muscle content (p &#x3c; 0.001), and grip strength (p &#x3d; 0.008), alongside favorable shifts in lung capacity (p &#x3d; 0.018) and inflammatory markers (CRP: p &#x3d; 0.01; D-dimer: p &#x3d; 0.031) (<xref ref-type="bibr" rid="B33">33</xref>).</p>
<p>Similarly, an integrated clinical exercise oncology service employed a two-phase, mixed-methods design guided by the Reach, Effectiveness, Adoption, Implementation, and Maintenance (RE-AIM) framework. The RE-AIM framework is widely used to evaluate the real-world impact of public health interventions by examining five key dimensions: the number of people reached, the effectiveness of the intervention, the adoption by settings and staff, the fidelity of implementation, and the long-term maintenance at both individual and organizational levels. This framework is particularly useful in translating evidence-based exercise oncology programs into routine clinical practice (<xref ref-type="bibr" rid="B75">75</xref>). Qualitative interviews with clinicians and administrators informed program context, while quantitative pre- and post-assessments (FACIT-F for fatigue, BNAT for physical activity, 2-min Step Test, 30-s Sit-to-Stand, Arm Curl, Timed Up and Go) demonstrated significant gains: FACIT-F increased by 6.4 points (p &#x3c; 0.001, Cohen&#x2019;s d &#x3d; 0.60), Arm Curl by 3.36 reps (p &#x3c; 0.001, d &#x3d; 0.85), and the 2-min Step by 18.15 steps (p &#x3c; 0.001, d &#x3d; 0.80) (<xref ref-type="bibr" rid="B76">76</xref>). These data underscore the value of systematic screening to exclude contraindications, stratify risk, and calibrate exercise dose to individual capacity.</p>
</sec>
<sec id="s5-2">
<title>5.2 Exercise oncology guidelines (ACSM, ESSA, etc.)</title>
<p>A recent systematic review of 11 society-endorsed guidelines&#x2014;such as those from the American College of Sports Medicine (ACSM), the Exercise and Sports Science Australia (ESSA), and the National Comprehensive Cancer Network (NCCN)&#x2014;found a unanimous recommendation for combined aerobic and resistance training in cancer care (<xref ref-type="fig" rid="F1">Figure 1</xref>) (<xref ref-type="bibr" rid="B77">77</xref>). Typical dosage was 150&#xa0;min/week of moderate&#x2010;intensity activity plus resistance sessions twice weekly. Three guidelines provided detailed prescription parameters (frequency, intensity, duration), six specified exercise testing and medical clearance procedures, nine addressed adaptation and precautions for special populations, and seven delineated referral pathways to qualified specialists (<xref ref-type="bibr" rid="B77">77</xref>). The ACSM Roundtable echoes these standards, advocating pre-participation cardiac screening, functional assessments (e.g., VO<sub>2</sub> peak, 6MWT), and ongoing monitoring to ensure safety and optimize therapeutic benefit (<xref ref-type="bibr" rid="B71">71</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Timeline evolution of exercise oncology guidelines.</p>
</caption>
<graphic xlink:href="or-19-1645505-g001.tif">
<alt-text content-type="machine-generated">Timeline illustrating the evolution of exercise guidelines in cancer care from 2005 to 2025. Key milestones: 2005 marks early research on exercise benefits; 2010 introduces ACSM guidance; 2012-2015 sees clinical trial integration; 2018 achieves consensus on exercise prescriptions; 2019 releases roundtable updates; 2022-2024 expands into telehealth; 2025 focuses on AI integration.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s5-3">
<title>5.3 Multidisciplinary collaboration</title>
<p>Personalized exercise in oncology thrives on coordinated, team-based delivery:</p>
<p>At Massachusetts General Hospital, a novel multidisciplinary lifestyle medicine (LM) clinic brings together ACLM-certified physicians or NPs, dietitians, psychologists, physical therapists, and&#x2014;when needed&#x2014;psychiatrists and obesity medicine specialists. A multidisciplinary Lifestyle Medicine (LM) clinic was established to support cancer survivors through the integration of LM&#x2019;s six core pillars: physical activity, a plant-predominant diet, sleep, stress management, substance avoidance, and social support. Within this clinic, two case vignettes were presented to illustrate how individualized, holistic care can enhance post-treatment outcomes. The first case involved a breast cancer survivor experiencing persistent fatigue, emotional distress, and sleep disturbances. Through a coordinated approach that included personalized aerobic exercise, cognitive-behavioral interventions for sleep, and mindfulness-based stress reduction, the patient achieved notable improvements in energy levels, emotional regulation, and sleep quality. The second case described a colorectal cancer survivor struggling with excess weight, poor dietary habits, and social isolation. An interdisciplinary team implemented structured physical activity targets, guided the transition to a plant-predominant diet, and facilitated access to peer-support resources. As a result, the patient demonstrated reductions in body weight, improved metabolic control, and enhanced psychosocial wellbeing. These cases exemplify how the systematic application of lifestyle medicine principles&#x2014;tailored to the unique needs of cancer survivors&#x2014;can yield meaningful improvements in both physical and mental health outcomes (<xref ref-type="bibr" rid="B78">78</xref>).</p>
<p>The COPE trial embedded fitness care managers (FCMs) into oncologic workflows via telehealth, coordinating exercise prescription with oncologists, nurses, and pain specialists (<xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B80">80</xref>). In qualitative feedback, 87% of patients found the program beneficial, citing regular, empathetic contact that enhanced function and motivation, while clinicians noted institutional workflow and information-sharing challenges that must be addressed for scale-up (<xref ref-type="bibr" rid="B81">81</xref>). In a 12-week telehealth IM-FIT program, breast cancer survivors received integrated physical therapy, nutrition counseling, and psychological support. Participants lost an average of 4.2% of body weight and increased days of strength training, demonstrating feasibility and patient satisfaction in a reimbursable, real-world model (<xref ref-type="bibr" rid="B82">82</xref>). The Exercise and Cancer Program in rural Australia leveraged collaboration between exercise physiologists, oncology clinicians, and local fitness centers to deliver standardized, supervised exercise to patients outside hospital settings. Early outcomes included 73 referrals and significant gains in both physical function and psychological wellbeing, highlighting the potential of decentralized, community-based delivery (<xref ref-type="bibr" rid="B83">83</xref>).</p>
<p>In summary, these contemporary models illustrate how rigorous baseline stratification, adherence to evidence-based guidelines, and seamless multidisciplinary collaboration can operationalize truly personalized exercise prescriptions in oncology. Future efforts should refine risk-prediction algorithms (potentially via AI), standardize referral pathways, and embed exercise specialists within oncology teams to ensure equitable access and maximize therapeutic impact.</p>
</sec>
</sec>
<sec id="s6">
<title>6 Challenges and barriers to implementation</title>
<p>Despite robust evidence supporting exercise as an oncology therapy, real&#x2010;world uptake remains low (<xref ref-type="bibr" rid="B84">84</xref>, <xref ref-type="bibr" rid="B85">85</xref>). Cancer&#x2010;related fatigue and pain are almost universal impediments: in a large survey of 662 survivors with pain, 77.6% endorsed fatigue and 71.0% endorsed pain as barriers to physical activity (<xref ref-type="bibr" rid="B86">86</xref>). Difficulty initiating and sustaining exercise&#x2014;&#x201c;getting motivated&#x201d; (67.2%) and &#x201c;remaining disciplined&#x201d; (65.2%)&#x2014;were reported by two&#x2010;thirds of participants in the same cohort (<xref ref-type="bibr" rid="B86">86</xref>). A COM&#x2010;B&#x2010;based (Capability, Opportunity, Motivation - Behavior) synthesis found that low self&#x2010;efficacy, fear of causing harm (kinesiophobia), and lack of knowledge about safe activity during and after treatment further suppress motivation (<xref ref-type="bibr" rid="B74">74</xref>).</p>
<p>The COM-B framework (Capability, Opportunity, Motivation&#x2013;Behavior) is a behavioral model used to understand and influence health-related behaviors. It posits that for a behavior (B) to occur, an individual must have the capability (physical and psychological), opportunity (social and environmental), and motivation (reflective and automatic) to perform it. In the context of exercise oncology, COM-B helps identify barriers such as low self-efficacy, lack of knowledge, physical fatigue, and limited access to supportive environments, all of which can hinder physical activity engagement among cancer patients and survivors. By systematically addressing these domains, interventions can be better tailored to support sustained behavior change in oncology care settings (<xref ref-type="bibr" rid="B87">87</xref>).</p>
<p>An ecological scoping review of 50 implementation studies identified 243 distinct barriers across six healthcare levels, with 38% occurring at the organizational tier. The two most frequent issues were the absence of formal structures for exercise integration (n &#x3d; 38) and insufficient staff or resources to deliver programs (n &#x3d; 34) (<xref ref-type="bibr" rid="B85">85</xref>).</p>
<p>Even when clinicians recognize exercise benefits, they struggle to counsel or refer. In an international survey, nearly half of oncologists and allied practitioners cited safety concerns (48%) and limited time during consultations (47%), while 40% reported not knowing how to screen patients for exercise suitability (<xref ref-type="bibr" rid="B72">72</xref>).</p>
<p>Although there is agreement on exercise dosing in existing guidelines, there is considerable variation across trials and programs in terms of how patients are referred, the screening methods used, and how the interventions are delivered. An ecological scoping review revealed that organizational leaders&#x2014;who are essential for integrating exercise into standard care&#x2014;were involved in fewer than 1% of implementation studies, highlighting a significant gap between research efforts and practical application (<xref ref-type="bibr" rid="B85">85</xref>). Qualitative syntheses call for the application of behavior&#x2010;change frameworks (e.g., COM&#x2010;B) and implementation science methods to co&#x2010;design scalable interventions. Without coordinated efforts to standardize screening, referral, and follow&#x2010;up processes across oncology teams, exercise remains an ad&#x2010;hoc adjunct rather than an integrated therapy (<xref ref-type="bibr" rid="B74">74</xref>).</p>
<p>Together, these findings reveal that overcoming barriers to exercise in oncology requires multi&#x2010;level strategies: supporting patients&#x2019; symptom management and motivation, equipping and resourcing care teams, and developing unified, stakeholder&#x2010;driven implementation frameworks to embed exercise into standard cancer care (<xref ref-type="fig" rid="F2">Figure 2</xref>) (<xref ref-type="bibr" rid="B77">77</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Barriers to implementation: patient-related vs system-related.</p>
</caption>
<graphic xlink:href="or-19-1645505-g002.tif">
<alt-text content-type="machine-generated">Diagram showing challenges in healthcare, divided into &#x22;System-Related&#x22; and &#x22;Patient-Related&#x22; categories. System-Related includes issues like lack of trained personnel, standardization gaps, and limited resources. Patient-Related involves fatigue, low motivation, and lack of knowledge. Each challenge is represented by different-sized colored circles.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s7">
<title>7 The role of digital health technologies</title>
<sec id="s7-1">
<title>7.1 Wearables and mobile apps for monitoring and feedback</title>
<p>Wearables and companion apps have demonstrated strong feasibility and utility for continuous, real-time monitoring of oncology patients (<xref ref-type="bibr" rid="B88">88</xref>). In a systematic review of 28 studies, wearable activity trackers and mobile applications achieved median adherence rates of 85%, enabling remote capture of step counts, heart rate variability, and sleep patterns (<xref ref-type="bibr" rid="B89">89</xref>). Importantly, several studies reported that declines in daily step counts or elevations in resting heart rate detected by wearables preceded clinical exacerbations (e.g., febrile neutropenia) by 3&#x2013;5&#xa0;days (median sensitivity 92%, specificity 78%) (<xref ref-type="bibr" rid="B90">90</xref>&#x2013;<xref ref-type="bibr" rid="B92">92</xref>). An integrative review focusing on hematology and oncology patients found that wrist-worn photo plethysmography devices reliably detected tachycardia and arrhythmias (positive predictive value up to 89%), though challenges persisted around signal artifact during vigorous movement and skin-tone variation (<xref ref-type="bibr" rid="B92">92</xref>). Mobile apps paired with wearables also delivered personalized feedback: one pilot randomized trial showed that app-generated prompts (e.g., &#x201c;You&#x2019;ve been sedentary for 2&#xa0;h&#x2014;let&#x2019;s take a 5-minute walk&#x201d;) increased moderate-to-vigorous physical activity by 23&#xa0;min/week versus control (p &#x3d; 0.03) (<xref ref-type="bibr" rid="B93">93</xref>).</p>
</sec>
<sec id="s7-2">
<title>7.2 Telehealth and virtual coaching</title>
<p>Telehealth platforms and virtual coaching have yielded outcomes comparable to in-person programs, with high patient satisfaction (<xref ref-type="bibr" rid="B94">94</xref>). In a randomized trial of lymphoma survivors, a 12-week home-based telehealth exercise intervention produced no inferior improvements in 6-minute walk distance (mean gain 48&#xa0;m vs 52&#xa0;m in center-based; p-value no inferiority &#x3c;0.001) and muscular strength (p &#x3d; 0.02) (<xref ref-type="bibr" rid="B95">95</xref>). Qualitative interviews from the Tele@Home trial highlighted that video calls with exercise physiologists fostered accountability and tailored troubleshooting (e.g., pain management), leading to 88% adherence versus 72% in the center-based arm (<xref ref-type="bibr" rid="B95">95</xref>). A broader review of telemedicine in cancer rehabilitation reported consistently positive patient/provider satisfaction (&#x3e;90%), with telehealth reducing travel burden by an average of 150&#xa0;km per patient over 12&#xa0;weeks and enabling early intervention when symptoms worsened (<xref ref-type="bibr" rid="B96">96</xref>).</p>
</sec>
<sec id="s7-3">
<title>7.3 Artificial intelligence and machine learning in adaptive programs</title>
<p>Emerging AI/ML algorithms offer dynamic personalization by integrating multi-modal data (activity, biomarkers, patient-reported outcomes). In a proof-of-concept study, a random forest model trained on wearable, clinical, and genomic data predicted risk of grade &#x2265;2 chemotherapy toxicity with 87% accuracy and enabled preemptive exercise-intensity adjustments that reduced toxicity incidence by 21% (p &#x3d; 0.04) (<xref ref-type="bibr" rid="B97">97</xref>). A translational medicine report described a reinforcement-learning framework that iteratively adapts exercise prescriptions based on daily wearable inputs: over 8 weeks, participants achieved target heart-rate zones 92% of prescribed sessions, compared with 65% under static protocols (p &#x3c; 0.001) (<xref ref-type="bibr" rid="B98">98</xref>). Finally, a diagnostic-focused AI platform analyzed mobile app engagement patterns and flagged patients at risk for nonadherence with 78% sensitivity, enabling timely motivational messaging that improved completion rates from 60% to 80% (p &#x3d; 0.01) (<xref ref-type="bibr" rid="B97">97</xref>).</p>
<p>Collectively, these studies illustrate that digital health technologies&#x2014;ranging from wearables and apps to telehealth and AI&#x2014;can enhance monitoring fidelity, patient engagement, and safety in personalized oncology exercise programs. However, reliance on technology may inadvertently exclude vulnerable groups. Older adults, those with low digital literacy, and underserved communities often lack access to smartphones or reliable internet (<xref ref-type="bibr" rid="B81">81</xref>). In LMICs, electricity shortages and device costs further limit utility (<xref ref-type="bibr" rid="B88">88</xref>). Future work should focus on validating algorithms in larger, diverse cohorts, integrating digital platforms seamlessly with electronic medical records, and ensuring equitable access to prevent widening disparities in exercise oncology care and ensure equitable access through low-tech alternatives (e.g., SMS-based coaching, community radio) and device-loaning programs (<xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Conceptual framework for personalized exercise prescription in oncology.</p>
</caption>
<graphic xlink:href="or-19-1645505-g003.tif">
<alt-text content-type="machine-generated">Grid with six sections on healthcare strategies. Top left: Patient Assessment includes tumor type, treatment modality, baseline fitness, comorbidities. Top right: Personalization Tools cover risk stratification, digital wearables, AI algorithms. Middle left: Exercise Modalities list aerobic, resistance, mind-body activities. Middle right: Delivery Settings include in-person, telehealth, community-based. Bottom left: Key Barriers highlight access disparities, health literacy, clinician training. Bottom right: Policy Recommendations suggest opt-out referral systems, insurance reimbursement, cultural tailoring.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s8">
<title>8 Case studies and pilot programs</title>
<sec id="s8-1">
<title>8.1 Examples of successful implementations</title>
<p>Several pilot and implementation studies provide real-world evidence of how personalized exercise programs can be effectively delivered to cancer survivors. These programs adapted exercise prescriptions based on patient characteristics, treatment phase, comorbidities, and logistical constraints, using structured assessments and multidisciplinary coordination to tailor interventions. Summary of these studies have been showed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Examples of successful implementations.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Study (author, year)</th>
<th align="center">Population/Setting</th>
<th align="center">Design</th>
<th align="center">Personalization method</th>
<th align="center">Outcomes measured</th>
<th align="center">Key findings</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">(<xref ref-type="bibr" rid="B99">99</xref>)</td>
<td align="left">Obese endometrial cancer survivors (home-based)</td>
<td align="left">12-week pilot study</td>
<td align="left">Walking goals and nutrition tailored to BMI, fatigue, and mobility</td>
<td align="left">Fat mass, BMI, VO<sub>2</sub> max</td>
<td align="left">High adherence (83.3%), reduced BMI/fat mass, no VO<sub>2</sub> max change</td>
</tr>
<tr>
<td align="left">(<xref ref-type="bibr" rid="B100">100</xref>)</td>
<td align="left">Mixed cancer cohorts using DPEx digital platform</td>
<td align="left">Digital decentralized trial</td>
<td align="left">Real-time wearable feedback adjusted intensity/duration</td>
<td align="left">Adherence, fatigue, cost</td>
<td align="left">87%&#x2013;88% adherence, cost-effective, scalable remote model</td>
</tr>
<tr>
<td align="left">(<xref ref-type="bibr" rid="B101">101</xref>)</td>
<td align="left">Thoracoabdominal surgery candidates (tele-prehab)</td>
<td align="left">Retrospective cohort</td>
<td align="left">Virtual assessment of frailty, mobility; tailored aerobic/resistance/respiratory therapy</td>
<td align="left">Satisfaction, usability</td>
<td align="left">High satisfaction (96%) and usability (90%), feasible home prehabilitation</td>
</tr>
<tr>
<td align="left">(<xref ref-type="bibr" rid="B73">73</xref>)</td>
<td align="left">Rural cancer survivors (community-based)</td>
<td align="left">Hospital-based implementation</td>
<td align="left">Functional tests &#x2b; interviews guided supervised resistance and aerobic exercise</td>
<td align="left">VO<sub>2</sub> max, strength, QoL, fatigue</td>
<td align="left">Functional/psychological improvements in underserved rural patients</td>
</tr>
<tr>
<td align="left">(<xref ref-type="bibr" rid="B102">102</xref>)</td>
<td align="left">Mixed cancer types (hospital &#x2b; home hybrid)</td>
<td align="left">Clinical implementation</td>
<td align="left">Tailored via intake assessments (stage, treatment, function, preferences)</td>
<td align="left">Functional and patient-reported outcomes</td>
<td align="left">Significant improvements; attrition 48%&#x2013;65% by 48 weeks</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In a 12-week pilot study involving obese endometrial cancer survivors, personalization was achieved through individualized walking goals and nutrition counseling adjusted to baseline BMI, fatigue level, and mobility limitations. The program primarily employed moderate-intensity aerobic walking sessions conducted at home, with a target of 30&#x2013;45&#xa0;min per session, 5&#xa0;days per week, at a perceived exertion of 11&#x2013;13 on the Borg scale. The intervention achieved a high adherence rate (83.3%) and led to significant reductions in fat mass and BMI, although no change in VO<sub>2</sub> max was reported (<xref ref-type="bibr" rid="B99">99</xref>). This indicates that personalization was effective in promoting sustainable physical activity and improving body composition, even without major improvements in cardiorespiratory fitness.</p>
<p>The Digital Platform for Exercise (DPEx) was used in three cancer cohorts to remotely deliver individualized exercise prescriptions. Personalization was achieved via real-time data monitoring from wearable devices, which informed dynamic adjustments in exercise intensity and duration based on patient-reported fatigue, heart rate, and recovery. Patients completed a mix of aerobic and resistance exercises, including treadmill walking, cycling, and bodyweight strength training. Sessions lasted 30&#x2013;60&#xa0;min, conducted 3&#x2013;5 times per week, with intensity ranging from light to moderate (40%&#x2013;60% VO<sub>2</sub> max) depending on the participant&#x2019;s baseline fitness and tolerance. The DPEx platform facilitated 100% session connectivity and sustained 87%&#x2013;88% adherence rates, while reducing patient time burden and financial cost, demonstrating that digital personalization can be both scalable and effective (<xref ref-type="bibr" rid="B100">100</xref>).</p>
<p>A retrospective teleprehabilitation cohort for thoracoabdominal cancer surgery candidates implemented personalized multimodal interventions, including aerobic exercise (stationary cycling or walking), resistance band training, and respiratory physiotherapy. Personalization was guided by initial virtual assessments of mobility, frailty, and functional capacity. The exercise program included low-to moderate-intensity aerobic training (e.g., 60%&#x2013;70% of estimated HRmax) for 20&#x2013;30&#xa0;min per session, 3&#x2013;5&#xa0;days per week, and strength training targeting major muscle groups for 15&#x2013;20&#xa0;min, 2&#x2013;3 days per week. Patients reported high satisfaction (96%) and usability (90%), highlighting the feasibility of tailored remote prehabilitation (<xref ref-type="bibr" rid="B101">101</xref>).</p>
<p>In the POWER (Personal Optimism with Exercise Recovery) program targeting rural survivors, personalization was achieved through initial functional assessments (e.g., 6-minute walk test, grip strength) and motivational interviews. The program combined supervised resistance training (e.g., chest press, leg press) with aerobic components (e.g., treadmill or cycling). The average exercise frequency was 2&#x2013;3 sessions per week, each lasting approximately 60&#xa0;min, with progressive intensity ranging from 50% to 75% of one-repetition maximum (1-RM) for resistance training and moderate-intensity aerobic exercise. Significant improvements were noted in VO<sub>2</sub> max, muscular strength, fatigue scores, and QoL, confirming the value of individualized programs for medically underserved populations (<xref ref-type="bibr" rid="B73">73</xref>).</p>
<p>At a large cancer center, a hybrid hospital-plus-home exercise-oncology service was developed. Personalization was based on clinical cancer stage, treatment side effects, baseline physical function, and patient preferences. Exercise modalities included aerobic training (walking, cycling), resistance training (machines or bodyweight), and flexibility exercises, tailored via structured intake assessments. Sessions typically lasted 45&#x2013;60&#xa0;min, delivered 2&#x2013;3 times per week, with initial intensity set at light to moderate levels (40%&#x2013;60% HR reserve or Borg RPE 11&#x2013;13) and adjusted based on treatment response and symptom fluctuation. Despite attrition rates of 48%&#x2013;65% by 48 weeks, participants achieved significant improvements in both objective and patient-reported outcomes, underscoring the value of embedding tailored exercise programs within standard oncology care pathways (<xref ref-type="bibr" rid="B102">102</xref>).</p>
</sec>
<sec id="s8-2">
<title>8.2 Lessons learned from clinical trials and institutional programs</title>
<p>Robust remote monitoring, standardized training, and telehealth infrastructure can achieve &#x3e;85% adherence even at high exercise doses, but sustained engagement may require ongoing adaptation of program intensity and duration to elicit cardiorespiratory improvements (<xref ref-type="bibr" rid="B99">99</xref>, <xref ref-type="bibr" rid="B100">100</xref>). Early orientation sessions and user-friendly platforms foster high patient satisfaction (&#x3e;90% perceived ease-of-use), yet initial costs for devices and the need for multidisciplinary team training remain barriers to widespread deployment (<xref ref-type="bibr" rid="B101">101</xref>).</p>
<p>Embedding exercise programs within existing clinical workflows&#x2014;supported by &#x201c;opt-out&#x201d; referral systems and clear eligibility criteria&#x2014;enhances penetration and uptake, as seen in both multi-site case studies and integrated hospital-based models (<xref ref-type="bibr" rid="B103">103</xref>).</p>
<p>Securing dedicated resources (e.g., funding agreements), leveraging interprofessional teams, and aligning exercise services with organizational priorities are critical for long-term sustainability and scalability of exercise oncology interventions (<xref ref-type="bibr" rid="B103">103</xref>).</p>
</sec>
</sec>
<sec id="s9">
<title>9 Future directions and research needs</title>
<p>Building on evidence for physiological, psychological, and treatment&#x2010;related benefits of exercise&#x2014;and recognizing the diverse barriers, implementation challenges, and emerging digital solutions&#x2014;future work must focus on three interrelated priorities to fully realize personalized exercise as a standard component of oncology care.</p>
<sec id="s9-1">
<title>9.1 Standardized, evidence&#x2010;based frameworks</title>
<p>Although multiple guidelines (ACSM, ESSA, NCCN) converge on aerobic and resistance prescriptions, heterogeneity in referral pathways, risk&#x2010;stratification tools, and outcome measures persists (<xref ref-type="bibr" rid="B104">104</xref>&#x2013;<xref ref-type="bibr" rid="B106">106</xref>). A unified implementation framework&#x2014;drawing on behavior&#x2010;change models (e.g., COM&#x2010;B) and implementation&#x2010;science methodologies&#x2014;could harmonize screening, tailoring, and monitoring across settings (<xref ref-type="bibr" rid="B107">107</xref>&#x2013;<xref ref-type="bibr" rid="B110">110</xref>). Such a framework should incorporate AI&#x2010;driven risk&#x2010;prediction algorithms validated in large, diverse cohorts to guide initial dosing and dynamic adjustments (e.g., based on daily wearable data) (<xref ref-type="bibr" rid="B111">111</xref>, <xref ref-type="bibr" rid="B112">112</xref>). Consensus on core metrics (e.g., VO<sub>2</sub> peak, FACIT&#x2010;Fatigue, adherence rates) will enable cross&#x2010;study comparisons and meta&#x2010;analyses to refine &#x201c;minimum effective doses&#x201d; for specific cancer&#x2013;treatment subgroups (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B113">113</xref>, <xref ref-type="bibr" rid="B114">114</xref>).</p>
</sec>
<sec id="s9-2">
<title>9.2 Integration into routine care pathways</title>
<p>Embedding exercise oncology into standard workflows requires more than clinician buy&#x2010;in&#x2014;it demands streamlined, &#x201c;opt&#x2010;out&#x201d; referral processes, robust electronic medical record (EMR) integration, and dedicated roles (e.g., exercise navigators) within multidisciplinary teams (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B115">115</xref>). Future trials should evaluate hybrid delivery models&#x2014;combining in&#x2010;person, telehealth, and community&#x2010;based programs&#x2014;to optimize cost&#x2010;effectiveness and patient preference while maintaining fidelity to prescriptions. Implementation pilots must include health&#x2010;economic analyses to demonstrate return on investment through reduced treatment delays, hospital admissions, and long&#x2010;term morbidity (<xref ref-type="bibr" rid="B116">116</xref>, <xref ref-type="bibr" rid="B117">117</xref>).</p>
</sec>
<sec id="s9-3">
<title>9.3 Equity and accessibility considerations</title>
<p>Realizing the full potential of personalized exercise oncology necessitates confronting stark disparities in access, where digital solutions promising scalability may inadvertently exclude older adults, rural populations, and low-resource communities facing technology barriers and limited digital literacy (<xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B88">88</xref>). Geographic isolation compounds inequities, with transportation limitations and sparse clinical infrastructure hindering rural engagement, while systemic gaps in low- and middle-income countries&#x2014;including shortages of trained providers and unaffordable device costs&#x2014;restrict implementation (<xref ref-type="bibr" rid="B72">72</xref>, <xref ref-type="bibr" rid="B73">73</xref>). Cultural and linguistic mismatches further marginalize racial/ethnic minorities through non-inclusive program designs, necessitating strategies like community-based delivery via schools or faith centers, low-bandwidth telehealth alternatives, and culturally co-designed interventions (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B78">78</xref>, <xref ref-type="bibr" rid="B100">100</xref>, <xref ref-type="bibr" rid="B103">103</xref>). Policy reforms must mandate insurance reimbursement for accessible formats and integrate exercise oncology into universal health coverage (<xref ref-type="bibr" rid="B28">28</xref>), while research should prioritize underrepresented groups&#x2014;including LMIC populations and older adults (&#x3e;75&#xa0;years)&#x2014;using social determinant metrics to dismantle context-specific barriers (<xref ref-type="bibr" rid="B85">85</xref>).</p>
<sec id="s9-3-1">
<title>9.3.1 Call to action</title>
<p>
<list list-type="simple">
<list-item>
<p>&#x2022; Clinicians must embrace exercise as a standard component of cancer care by advocating for &#x201c;opt-out&#x201d; referral systems, incorporating routine functional assessments into oncology workflows, and collaborating closely with exercise specialists, rehabilitation professionals, and digital health teams.</p>
</list-item>
<list-item>
<p>&#x2022; Researchers should prioritize the development and validation of unified implementation frameworks, standardized outcome metrics, and AI-driven risk-prediction tools in large, diverse cohorts; they must also co-design studies with marginalized communities and include cost-effectiveness analyses for resource-constrained contexts.</p>
</list-item>
<list-item>
<p>&#x2022; Policymakers and Health Leaders are called upon to allocate resources for training exercise-oncology professionals in underserved regions, mandate reimbursement for community-delivered programs, subsidize equitable access to digital platforms, and fund infrastructure for low-resource settings.</p>
</list-item>
</list>
</p>
<p>Together, these coordinated efforts can transform personalized exercise from an aspirational goal into a universally accessible, evidence&#x2010;driven therapy, optimizing functional recovery, enhancing quality of life, and ultimately improving clinical outcomes for people living with and beyond cancer (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Implementing personalized exercise in oncology: From assessment to action.</p>
</caption>
<graphic xlink:href="or-19-1645505-g004.tif">
<alt-text content-type="machine-generated">Diagram showing a process flow for exercise personalization including patient assessment, risk stratification, personalized exercise prescription, digital monitoring, and program adjustment, leading to clinical outcomes like improved fitness, better quality of life, and enhanced treatment tolerance.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s9-4">
<title>9.4 Limitations</title>
<p>This narrative review has several limitations that warrant acknowledgment. First, as a non-systematic synthesis, it is susceptible to publication bias, wherein studies with positive outcomes may be overrepresented compared to null or negative findings. Second, the language restriction (English-only publications) may exclude relevant non-English evidence, limiting global generalizability. Third, the absence of a formal meta-analysis prevents quantitative pooling of effect sizes and precise estimation of intervention benefits across heterogeneous populations. Fourth, the rapid evolution of digital health tools means some technologies discussed may become outdated. Finally, the reliance on observational and small-scale pilot studies for emerging approaches (e.g., AI-driven prescriptions) necessitates cautious interpretation until robust clinical trials validate these innovations. These constraints highlight the need for systematic reviews with meta-analyses and prospective trials to strengthen evidence-based guidelines.</p>
<p>Despite these limitations, this review offers a comprehensive synthesis of evidence across diverse cancer populations and treatment phases. It uniquely integrates physiological, psychological, and implementation perspectives while evaluating emerging digital solutions&#x2014;providing a practical foundation for clinical translation.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s10">
<title>10 Conclusion</title>
<p>The body of evidence underscores that personalized exercise programs are a powerful adjunct to oncology care, delivering physiological gains&#x2014;including improved cardiorespiratory fitness, muscle strength, and favorable body composition&#x2014;alongside psychological wellbeing, enhanced quality of life, and greater treatment tolerance. However, translating these benefits into real-world practice demands rigorous attention to patient heterogeneity (cancer type, stage, comorbidities) and proactive management of multifaceted barriers, from symptom burden to structural inequities in access for rural, low-resource, and marginalized populations. Successful implementation requires adherence to evidence-based guidelines via baseline risk stratification, alongside emerging digital tools for adaptive monitoring. Critically, sustainability hinges on embedding equity-driven strategies&#x2014;such as community-based delivery, culturally tailored interventions, and policy reforms for universal reimbursement&#x2014;to ensure personalized exercise becomes a universally accessible standard across diverse cancer populations.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="s11">
<title>Author contributions</title>
<p>AhS: Writing &#x2013; original draft. AbS: Writing &#x2013; original draft. AB: Writing &#x2013; original draft. SJ: Writing &#x2013; review and editing. RP: Writing &#x2013; review and editing. AP: Writing &#x2013; review and editing. GG: Writing &#x2013; review and editing. MH: Writing &#x2013; review and editing. HS: Writing &#x2013; original draft. AY: Writing &#x2013; original draft. ZA: Writing &#x2013; original draft. MA: Writing &#x2013; original draft.</p>
</sec>
<sec sec-type="funding-information" id="s12">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="s13">
<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 sec-type="ai-statement" id="s14">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s15">
<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>
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