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ORIGINAL RESEARCH article

Front. Neurol., 30 January 2024
Sec. Neurorehabilitation

Exercise intervention for the management of chemotherapy-induced peripheral neuropathy: a systematic review and network meta-analysis

Natsuki Nakagawa&#x;Natsuki Nakagawa1Sena Yamamoto&#x;Sena Yamamoto2Akiko Hanai
Akiko Hanai3*Ayano OiwaAyano Oiwa4Harue AraoHarue Arao2
  • 1Department of Respiratory Medicine, The University of Tokyo Hospital, Tokyo, Japan
  • 2Division of Health Sciences, Osaka University Graduate School of Medicine, Osaka, Japan
  • 3Advanced Data Science Project, RIKEN, Yokohama, Japan
  • 4Division of Pain Clinic, Department of Anesthesiology, The Jikei University School of Medicine, Tokyo, Japan

Purpose: Although exercise is recommended for cancer survivors with chemotherapy-induced peripheral neuropathy (CIPN), the effective types of exercise for preventing and treating CIPN remain unclear. This systematic review and network meta-analysis (NMA) aimed to evaluate the comparative effects of exercise on CIPN.

Methods: We included relevant randomized controlled trials (RCTs) identified in a 2019 systematic review that evaluated the effects of exercise on CIPN and conducted an additional search for RCTs published until 2023. We evaluated the risk of bias for each RCT; the comparative effectiveness of exercise on patient-reported quality of life (QOL) through an NMA; and the effectiveness of exercise on QOL scores, patient-reported CIPN symptoms, and pain through additional meta-analyses.

Results: Twelve studies (exercise, n = 540; control, n = 527) comparing 8 exercise interventions were included in the analysis. All studies were determined to have a high risk of bias. The meta-analyses showed significantly improved QOL [standard mean differences (SMD) 0.45; 95% confidence interval (CI) = 0.12 to 0.78] and CIPN symptoms (SMD 0.46; 95% CI = 0.11 to 0.82). No severe adverse events were reported. Pain tended to improve with exercise (SMD 0.84; 95% CI = −0.11 to 1.80). An NMA suggested that the interventions of a combination of balance and strength training showed a significant improvement in QOL scores compared to the control.

Conclusion: Exercise interventions may be beneficial for improving QOL and CIPN symptoms. High-quality large clinical trials and data are needed to conclude that exercise is beneficial and safe.

1 Introduction

Approximately half of adult cancer patients experience numbness or tingling, symptoms collectively recognized as chemotherapy-induced peripheral neuropathy (CIPN) while receiving neurotoxic chemotherapy (1). CIPN diminishes over time after chemotherapy is completed, with a 30% prevalence at 6 months after completion of chemotherapy (2). In some patients, symptoms persist for several years (3). CIPN can result in dose reduction or discontinuation of cancer chemotherapy (4, 5). The intractable and chronic nature of CIPN can lead to functional and psychiatric impairment, including slower gait and a higher risk of falls compared to cancer patients without CIPN (68). CIPN can seriously adversely affect quality of life (QOL) (2). Recent clinical guidelines on CIPN assert that there is no method strongly recommended for its prevention or treatment (9, 10). They note that duloxetine is the only medication with sufficient evidence supporting its use in CIPN patients experiencing established pain (9, 10). Recent studies suggest that its effectiveness is comparable to that of a placebo (11).

Previous studies have reported that physical activity and exercise improve cardiovascular fitness, muscle strength, health-related QOL, depression, cachexia, and cancer-related fatigue (1215). The guidelines of the American Society of Clinical Oncology (ASCO) for patients receiving active cancer treatment recommend regular exercise as supportive or palliative care (16).

Although exercise therapy for CIPN mitigation has not been established as part of any established guideline, several systematic reviews imply the potential efficacy of exercise for the prevention and treatment of symptoms related to CIPN (10, 11, 13, 1719). In these studies, the dose, frequency, intensity, and duration of exercise programs varied (i.e., ranging from inactivity avoidance instructions to resistance training), and the outcome (e.g., specific sensorimotor functions, activities of daily living, QOL) also varied across the studies. According to the ASCO CIPN guidelines, exercise therapy is not currently recommended as a preventative or treatment approach for CIPN because of the low quality of the available evidence based on a systematic review of the literature published between January 2013 and August 2019 (10). The guidelines state that further robust research is necessary to determine the efficacy and potential risks of exercise therapy (10). In a systematic review conducted by Lin et al. (17), the overall mean effect size was estimated using standardized mean differences and a fixed-effect model, and significant improvement in the exercise cohort compared to the control group was reported (mean difference: 0.5319; 95% confidence interval: 0.2295 to 0.8344; Z = 3.45). The study suggested the need for further investigation of different exercise protocols and intervention intensities with larger sample sizes and more specific outcome measures (17). Since the publication of these systematic reviews, additional clinical trials of exercise on CIPN have been published.

The primary research question was “How effective are exercise interventions for people with CIPN?.” We aimed to update the systematic reviews of randomized controlled trials (RCTs) included in the ASCO clinical guidelines by incorporating additional recently published studies evaluating the effect of exercise on the mitigation of CIPN symptoms with an additional focus on the type of exercise program. Since CIPN symptoms and their incidence rate vary by assessment measurements (20), a consensus has been reached that clinical trials investigating CIPN should include an assessment of QOL as an indicator that best reflects the patient’s life state considering various complex symptoms (21). We conducted a meta-analysis with QOL as a primary outcome, and specific outcomes of CIPN symptoms were also analyzed to capture changes in CIPN symptoms associated with exercise interventions. To focus on the details and diversity of exercise intervention programs, we conducted a network meta-analysis (NMA) to determine which exercise interventions were most effective in improving QOL.

2 Method

2.1 Study design and protocol

We conducted a systematic review and meta-analysis, which followed the guidelines of the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) statement (22). The review protocol was prospectively registered with the University Hospital Medical Information Network Clinical Trials Registry (UMIN000045558). Ethical approval and informed consent were waived, considering the nature of the study. This study was conducted as a part of the Japanese clinical practice guidelines on CIPN and was based on a clinical guideline previously published by ASCO (10). In the scope of guideline development, the choice was made to include all randomized controlled trials comprising the ASCO systematic review as part of the current analysis (23, 24).

2.2 Literature search and data sources

In accordance with the guideline committee policy, a systematic literature search targeted studies published after September 2019 because a previous systematic literature search had been conducted in earlier clinical guidelines published by ASCO (10). A systematic literature search was performed in PubMed on April 20, 2023, to identify RCTs published between September 1, 2019, and April 20, 2023, that evaluated the effects of exercise on CIPN and included more than five patients in the exercise group. Interventions specialized only for the upper or lower extremities were excluded. Supplementary Table S3 presents the search terms used in the publication search strategy. The literature search in PubMed was restricted to articles published in peer-reviewed journals and written in English. In addition to the systematic literature search, we evaluated studies manually obtained primarily by reviewing previously reported clinical guidelines and systematic reviews (10, 11, 13, 17, 25). Two authors independently screened each study for eligibility, and disagreements among reviewers were resolved through discussion.

2.3 Data extraction

Two reviewers (SY and NN) independently collected the following information from each included study using a predefined data extraction form: (1) general information about the study (author, year of publication, country, and study design); (2) sample size; (3) patient characteristics (age, sex, cancer type, anticancer drugs that could induce peripheral neuropathy, and the presence of baseline CIPN); (4) exercise type, intensity, duration and frequency; (5) examined outcomes, including CIPN; (6) timing of assessment of outcomes; (7) adverse effects related to the intervention; and (8) enrollment rate, completion rate of the study, and adherence to the intervention. The outcome measures were grouped into six categories referring to a MASCC book (25) as follows: (1) QOL (primary outcome); (2) patient-reported CIPN; (3) pain; (4) clinical assessments of CIPN signs; (5) balance measures; and (6) physical functional assessments. The enrollment rate was defined as the proportion of screened persons who were randomly assigned. The completion rate was defined as the proportion of randomly assigned persons for whom a final analysis was performed. The definition of adherence to exercise intervention followed the individual studies. Discrepancies between the reviewers were resolved through discussion or by a third reviewer (HA).

2.4 Quality assessment

Two reviewers (SY and NN) independently assessed the risk of bias using version 2 of the Cochrane risk of bias tool for randomized trials (RoB 2) (26). All disagreements among reviewers were resolved through discussion. Risk of bias assessments were summarized in a traffic-light plot using Risk of bias VISualization (robvis) (27). We could not assess the risk of bias, such as heterogeneity among the studies or publication bias, across the studies because many studies included outcomes of different types of measurements and did not specify a primary outcome variable. A funnel plot was used to check for the presence of publication bias.

2.5 Data synthesis and meta-analyses

We conducted a meta-analysis on outcome data regarding QOL (primary outcome), patient-reported CIPN symptoms, pain, and collected postintervention or a time point similar to postintervention. We included the studies that reported the data able to calculate the mean and standard deviation at each point. The standardized mean difference (SMD) was calculated due to different scales used across the study outcome measures. Confidence intervals were calculated as a measure of precision for the SMD estimates. If data were unavailable, we contacted the authors and used all data provided by the authors after contact. If a trial was conducted with multiple parallel arms including different types of exercise, we compared the outcomes by combining the arms against a control. The overall mean effect sizes were estimated using random-effects models. Heterogeneity was evaluated with chi-squared tests and I-square tests. We used Review Manager (RevMan, Version 5.4., The Cochrane Collaboration, 2020) for the meta-analysis.

2.6 Network meta-analysis of exercise intervention effectiveness and QOL

NMA is a technique for comparing some interventions in a single analysis by combining both direct and indirect reports including clinical trials (26). NMA was conducted to assess the comparative effectiveness of the different exercise interventions in each trial, and the results represent estimates of the relative effects between any given intervention pair in the NMA of QOL. The NMA was conducted using the “BUGSnet” package in R and was based on Bayesian methods (28). We specified 100,000 iterations with 10,000 burn-ins and 10,000 adaptations based on random- and fixed-effects models and compared their accuracies; we employed the model with the lowest deviance information criterion (DIC) and used Bayesian Markov chain Monte Carlo modeling. The treatments were ranked according to cumulative rank curve under surface (SUCRA) probabilities.

3 Results

3.1 Overview of the included literature and a flow diagram

A total of 1,640 studies that were identified for screening after applying the search terms described in Supplementary Table S3 were screened, and 4 studies (24, 2931) were included in the final analysis. In addition, the 2 studies (23, 32) included in the update to the ASCO guideline (10) and 6 additional studies (3338) referred to in previous systematic reviews (11, 13, 17, 25) were included. In total, 12 randomized controlled trials were included in the qualitative synthesis (Figure 1).

Figure 1
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Figure 1. PRISMA flow diagram.

Details on these studies, such as patient disease diagnosis, exercise intervention, and outcome measures, are provided in Supplementary Table S1. Two-arm (exercise vs. control) study designs were used in 8 studies (23, 24, 3136); 3-arm designs were used in 2 studies (29, 30); and 4-arm designs were used in 2 studies (37, 38). The control conditions included usual care, education only, and different types of nonpharmacological interventions (Reiki, meditation, cold application). All the included studies aimed to assess the efficacy of exercise on CIPN. Intention-to-treat analysis was conducted in 5 studies (23, 24, 30, 31, 38), and per-protocol analysis was conducted in 2 studies (29, 33). In the remaining 5 studies (32, 3437), it was unclear which analysis was conducted or how missing data were treated.

3.2 Risk of bias assessment

The risk of bias was assessed by funnel plots (Supplementary Figure S1), which were asymmetric and biased toward positive outcomes, and by the RoB 2 tool (Supplementary Figure S2). For randomization, 5 studies (24, 30, 32, 35, 36) were identified as having a high risk or some concerns for risk of bias, as they did not report detailed information about randomization and/or concealment, and one study clearly described that randomization was not masked (37). For deviation, all 12 studies were evaluated to have a high risk of bias. For missing outcome data, 11 studies were identified as high risk or with some concerns for risk of bias due to participants dropping out during the study (23, 24, 2937). For measurement of the outcomes, 10 out of 12 studies were evaluated to have a high risk of bias because outcome assessors were often involved in the studies and were aware of the intervention (23, 24, 29, 30, 3234, 3638). Finally, for selection in the reported results, 3 studies were evaluated to have a high risk of bias because of discrepancies in the description between the methodology and reported results (24, 35, 38).

3.3 Study and patient characteristics

The sample sizes of the included studies ranged from 22 to 456 patients. In 6 studies (23, 24, 30, 34, 36, 37), the presence of CIPN before randomization was the eligibility criterion for the respective studies, while in 1 study (29), the absence of CIPN was the eligibility criterion. Patients with breast and gastrointestinal cancers formed the largest population. In all included studies, neurotoxic drugs were cytotoxic agents, and patients with CIPN caused by immune checkpoint inhibitors were excluded. Eight of the 12 studies dealt without separating the type of causative cytotoxic agents (platinum, taxane, vinca alkaloids).

3.4 Intervention details

The types of exercise interventions consisted of balance training (9 studies) (23, 24, 29, 30, 3336, 38), strength training (7 studies) (23, 24, 29, 30, 32, 33, 35), aerobic training (4 studies) (23, 3133), and yoga (37). The balance training intervention involved performing a task while maintaining an upright posture on an unstable platform (23, 24, 29, 30, 3336, 38). Seven studies used a combination of different types of exercises (23, 24, 29, 30, 32, 33, 35). In 4 studies (24, 30, 32, 36), the intervention was conducted at home, largely unsupervised, with participants self-reporting their adherence. In 5 other studies (23, 33, 34, 37, 38), the intervention was conducted in the clinic, hospital or sports center, mostly under basic supervision, with an objective assessment of adherence. In one study, participants could choose the place where they would exercise (29). The length of the interventions ranged from 4 to 36 weeks in 11 studies (23, 24, 3038). In 1 study (29), the intervention continued during chemotherapy, and the intervention duration was not decided beforehand. As shown in Supplementary Table S1, the frequency of exercise differed between the studies, ranging from 2 times a week to daily. Likewise, the length of time in which participants were engaged in exercise varied in each study. Most exercise interventions required less than an hour for each session. The intensity of aerobic exercise was adjusted based on the participants’ heart rate in all 3 studies in which the intervention included aerobic exercise (23, 32, 33). The intensity was adjusted based on individual capacity (23, 29, 30, 32, 33, 35) in 6 of the 7 studies in which the intervention included strength training. For other types of intervention, the intensity was maintained at a fixed level.

3.5 Outcome measurement tools

The primary outcome measures of each study are described in Supplementary Table S1. Patient-reported CIPN was the most frequent outcome measured (9 studies) (23, 24, 2932, 34, 37, 38), and QOL was assessed in 8 studies (23, 24, 29, 31, 33, 35, 37, 38). Two studies assessed QOL using the European Organization for Research and Treatment of Cancer core quality of life questionnaire (EORTC-QLQ-C30) (39), and one study assessed QOL using FACT-Taxane (40). The other studies (23, 29, 35, 37, 38) did not detect significant differences in QOL and were assessed with the EORTC-QLQ-C30 or the Functional Assessment of Cancer Therapy-General (FACT-G) questionnaire (41). Three studies (23, 37, 38) assessed patient-reported CIPN symptoms using the Functional Assessment of Cancer Therapy/Gynecologic Oncology Group Neurotoxicity (FACT-GOG-NTX) questionnaire (42). Only one study evaluated the chemotherapy completion rate (29), but none of the studies assessed outcomes related to chemotherapy, including chemotherapy dose received or survival (Supplementary Table S2).

3.6 Effectiveness of exercise on patient-reported outcomes of QOL

Two studies (24, 33) reported a significant intervention effect on QOL. The synthesized data from 5 studies (23, 24, 29, 31, 37) revealed that exercise significantly improved QOL (SMD, 0.45; 95% CI = 0.12 to 0.78, Z = 2.65, p = 0.008, I2 = 31%) (Figure 2A).

Figure 2
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Figure 2. Forest plots of the effects of exercise on patient-reported outcomes. (A) Quality of life (QOL), (B) patient-reported CIPN symptoms, (C) pain.

3.7 Effectiveness of exercise for patient-reported CIPN symptoms

Four studies (23, 24, 30, 32) reported significant intergroup differences in patient-reported symptoms related to CIPN, whereas four studies (29, 31, 34, 38) did not detect significant differences. One study compared pre- and postintervention data and reported that neuropathic symptoms significantly worsened only in the control group (37). The six studies (23, 24, 29, 31, 32, 37) included in the meta-analysis showed a significant intervention effect on patient-reported CIPN symptoms (SMD, 0.46; 95% CI = 0.11 to 0.82, Z = 2.54, p = 0.01, I2 = 66%) (Figure 2B). Fear of falling was not included as a patient-reported CIPN symptom in the meta-analysis because of high heterogeneity (29, 34).

3.8 Adverse events related to exercise

Nine studies (23, 24, 29, 3236, 38) reported adverse events; only Müller et al. (29) reported adverse events related to the exercise programs, in which pain, fatigue and dizziness occurred in 21%–25% of patients in the exercise group (29).

Both studies where pain was measured using pain scales (24, 38) reported a significant reduction in pain in the exercise group compared to the control group. There were no significant differences in pain scores on the Chemotherapy-Induced Peripheral Neuropathy Assessment Tool (CIPNAT) (30) or the EORTC-QLQ-C30 (29, 33, 38). A forest plot showed no significant difference between the exercise groups and control groups, but a trend towards a favorable effect of exercise was observed (SMD, 0.84; 95% CI = −0.11 to 1.80, Z = 1.73, p = 0.08, I2 = 91%) (Figure 2C).

3.9 Clinical assessments of CIPN post-exercise intervention

Clinical assessments of CIPN symptoms were significantly improved by exercise in 2 out of 3 studies (31, 33, 38). The beneficial effects of the intervention included improvements in peripheral deep sensitivity (33, 38) and Achilles tendon and patellar tendon reflexes (38). Significant intervention effects on balance ability were observed in all relevant studies (23, 29, 3336). Outcomes related to balance involved multiple measures and a wide range of signs. Mixed results were observed for physical function. Four studies reported benefits to muscle strength (23, 29, 35) and SPPB (31), while three studies did not show beneficial effects (33, 34, 36).

3.10 Enrollment, completion rate and adherence

Patient enrollment rates were described in 7 studies (24, 2931, 34, 35, 37) and ranged from 25% to 100% (Supplementary Table S4). Two studies (24, 35) described the reasons for the decrease in the enrollment rate, including lack of interest, personal reasons, and unfulfilled eligibility criteria. Completion rates were described in all studies and ranged from 64% to 100%. Six studies (23, 32, 34, 3638) described the reasons for the decrease in the completion rate, including death, disease progression, and physical, psychological, and personal reasons. Adherence to the interventions was described in 8 studies (23, 24, 29, 3133, 36, 38) and ranged from 49 to 98%. Two studies (29, 36) described the details of the reasons for the decrease in adherence, including side effects of anticancer treatment, time constraints and motivation.

3.11 Network meta-analysis of exercise interventions on QOL

NMA was conducted to compare the effectiveness of each exercise intervention on QOL and included each trial arm for which a QOL index was available (23, 24, 29, 37) (Figure 3A network graph). The fixed-effects model was selected for this data set.

Figure 3
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Figure 3. Network meta-analysis (A) network graph, (B) SUCRA plot, (C) League Table Heatmap. The values in each cell show the relative treatment effect and 95% credible intervals of the treatment on the top, compared to the treatment on the left. The double asterisks: statistical significance.

In the SUCRA plot (Figure 3B), the curve associated with the combination of treatment balance and strength training had the highest probability of being ranked first among treatments, suggesting that it is most likely to result in improved QOL scores. The model also generates effect estimates. The difference between balance and strength training and the other treatments was larger than that of the control and balance training (Figure 3C).

4 Discussion

Our analysis with updated trials indicated that exercise positively affected QOL, consistent with previous systematic reviews that showed that exercise resulted in an improvement in QOL scores (SMD: 14.62, 95% CI, 6.03–3.20) (19, 43). A similar meta-analysis of different studies on the severity of CIPN and peripheral deep sensitivity showed positive results, as in our research on QOL (44). Cancer survivors should keep active lifestyle (15), which requires motivation and appropriate exercise program selection (4548). In our search, this is the first NMA study comparing different types of exercise interventions for CIPN, but the diversity of trials and outcomes could include bias. An RCT directly comparing balance training, strength training, and stretching resulted in different outcomes that showed efficacy (49); an NMA that suggested the efficacy of non-pharmacological interventions for CIPN also showed bias due to variability in trial setting (50).

There are three limitations of this research. First, most studies included are small and exploratory, with potential biases leading to positive results. Metrics used in the meta-analysis are not perfect, and the funnel plot suggests a selection bias. Factors like individual differences in exercise performance, unblinded interventions, and possible survival bias in patients adhering to protocols may contribute to this bias. Second, many studies did not identify the onset of CIPN and the timing of the intervention, making it unclear whether the purpose of the intervention was to prevent or treat CIPN. It was also difficult to identify the site of onset of CIPN, such as the fingertips only. Third, the studies in our review did not differentiate CIPN caused by various anticancer drugs, which is crucial as different drugs can cause distinct pathophysiologies. In diagnosing peripheral neuropathy, electromyography and nerve conduction velocity discern nerve fiber types (51). Nerve conduction studies (NCS) are suitable for detecting large fiber neuropathy but are often normal in small fiber neuropathy (SFN) and CIPN (52, 53). SFN can be diagnosed by skin biopsy in addition to symptom assessment (5355). Definitive diagnostic methods for CIPN have not been established due to diverse mechanisms and inconsistency between subjective symptoms and neurophysiological testing, and invasive skin biopsy has limited its use in oncology (10, 52, 53, 55). Although the mechanism and symptoms of CIPN vary by anticancer drug, CIPN is characterized mainly by sensory nerve fiber damage (1, 9, 10). Complex neuroimmune interactions in the skin also affect CIPN and some types of drugs (bortezomib, thalidomide, and vincristine) can cause SFN symptoms, such as pain, temperature, and autonomic functions (9, 5255). The studies in this SR do not adequately describe the neurological examination results or the specific effects of anticancer drugs on nerves. Relating to the exercise interventions proposed by some studies, it may be similar to the rehabilitative effects of exercise on diabetic peripheral neuropathy and small fiber damage (56), the actual mechanism of action of exercise on CIPN is unclear.

5 Conclusion

Our results suggest that exercise interventions may be beneficial for improving general quality of life and CIPN symptoms. High-quality clinical trials, including a larger number of subjects and data, are needed to conclude that exercise is beneficial and safe for the prevention and improvement of CIPN in many cancer patients.

Data availability statement

The original contributions presented in the study are included in the article/Supplementary material, further inquiries can be directed to the corresponding author.

Ethics statement

Ethical approval was not required for the study involving humans in accordance with the local legislation and institutional requirements. Written informed consent to participate in this study was not required from the participants or the participants’ legal guardians/next of kin in accordance with the national legislation and the institutional requirements.

Author contributions

NN: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing. SY: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing – original draft, Writing – review & editing. AH: Formal analysis, Funding acquisition, Investigation, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing. AO: Conceptualization, Data curation, Methodology, Writing – original draft, Writing – review & editing. HA: Conceptualization, Data curation, Methodology, Supervision, Writing – review & editing.

Funding

The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by Japan Society for the Promotion of Science (19K21293 and 23K16630) for AH.

Acknowledgments

The authors would like to thank the authors of the original papers who provided us with information for this study.

Conflict of interest

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.

Publisher’s note

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.

Supplementary material

The Supplementary material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fneur.2024.1346099/full#supplementary-material

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Keywords: chemotherapy induced peripheral neuropathy, exercise, quality of life, cancer, systematic review & meta-analysis

Citation: Nakagawa N, Yamamoto S, Hanai A, Oiwa A and Arao H (2024) Exercise intervention for the management of chemotherapy-induced peripheral neuropathy: a systematic review and network meta-analysis. Front. Neurol. 15:1346099. doi: 10.3389/fneur.2024.1346099

Received: 28 November 2023; Accepted: 15 January 2024;
Published: 30 January 2024.

Edited by:

Meg E. Morris, La Trobe University, Australia

Reviewed by:

Justin Lees, University of New South Wales, Australia
Michele Vecchio, University of Catania, Italy

Copyright © 2024 Nakagawa, Yamamoto, Hanai, Oiwa and Arao. 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.

*Correspondence: Akiko Hanai, akiko.hanai@riken.jp

These authors have contributed equally to this work

Disclaimer: 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.