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Precision Medicine and Imaging

Gut Microbiome Components Predict Response to Neoadjuvant Chemoradiotherapy in Patients with Locally Advanced Rectal Cancer: A Prospective, Longitudinal Study

Yuxi Yi, Lijun Shen, Wei Shi, Fan Xia, Hui Zhang, Yan Wang, Jing Zhang, Yaqi Wang, Xiaoyang Sun, Zhiyuan Zhang, Wei Zou, Wang Yang, Lingyi Zhang, Ji Zhu, Ajay Goel, Yanlei Ma and Zhen Zhang
Yuxi Yi
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Lijun Shen
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Wei Shi
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Fan Xia
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Hui Zhang
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Yan Wang
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Jing Zhang
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Yaqi Wang
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Xiaoyang Sun
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Zhiyuan Zhang
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Wei Zou
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Wang Yang
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Lingyi Zhang
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Ji Zhu
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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Ajay Goel
3Department of Molecular Diagnostics and Experimental Therapeutics, Beckman Research Institute of City of Hope Comprehensive Cancer Center, Duarte, California.
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  • For correspondence: zhen_zhang@fudan.edu.cn ajgoel@coh.org yanleima@fudan.edu.cn
Yanlei Ma
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
4Department of Colorectal Surgery, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
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  • For correspondence: zhen_zhang@fudan.edu.cn ajgoel@coh.org yanleima@fudan.edu.cn
Zhen Zhang
1Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, P.R. China.
2Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, P.R. China.
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  • For correspondence: zhen_zhang@fudan.edu.cn ajgoel@coh.org yanleima@fudan.edu.cn
DOI: 10.1158/1078-0432.CCR-20-3445
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Abstract

Purpose: The gut microbiome is involved in antitumor immunotherapy and chemotherapy responses; however, evidence-based research on the role of gut microbiome in predicting response to neoadjuvant chemoradiotherapy (nCRT) in patients with locally advanced rectal cancer (LARC) remains scarce. This prospective, longitudinal study aimed to evaluate the feasibility of the gut microbiome in predicting nCRT responses.

Experimental Design: We collected 167 fecal samples from 84 patients with LARC before and after nCRT and 31 specimens from healthy individuals for 16S rRNA sequencing. Patients were divided into responders and nonresponders according to pathologic response to nCRT. After identifying microbial biomarkers related to nCRT responses, we constructed a random forest classifier for nCRT response prediction of a training cohort of baseline samples from 37 patients and validated the classifier in another cohort of 47 patients.

Results: We observed significant microbiome alterations represented by a decrease in LARC-related pathogens and an increase in Lactobacillus and Streptococcus during nCRT. Furthermore, a prominent microbiota difference between responders and nonresponders was noticed in the baseline samples. Microbes related with butyrate production, including Roseburia, Dorea, and Anaerostipes, were overrepresented in responders, whereas Coriobacteriaceae and Fusobacterium were overrepresented in nonresponders. Ten biomarkers were selected for the response-prediction classifier, including Dorea, Anaerostipes, and Streptococcus, which yielded an area under the curve value of 93.57% [95% confidence interval (CI), 85.76%–100%] in the training cohort and 73.53% (95% CI, 58.96%–88.11%) in the validation cohort.

Conclusions: The gut microbiome offers novel potential biomarkers for predicting nCRT responses, which has important manifestations in the clinical management of these patients.

Footnotes

  • Note: Supplementary data for this article are available at Clinical Cancer Research Online (http://clincancerres.aacrjournals.org/).

  • Clin Cancer Res 2021;XX:XX–XX

  • Received September 1, 2020.
  • Revision received October 20, 2020.
  • Accepted December 3, 2020.
  • Published first December 9, 2020.
  • ©2020 American Association for Cancer Research.

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This OnlineFirst version was published on January 8, 2021
doi: 10.1158/1078-0432.CCR-20-3445

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Gut Microbiome Components Predict Response to Neoadjuvant Chemoradiotherapy in Patients with Locally Advanced Rectal Cancer: A Prospective, Longitudinal Study
Yuxi Yi, Lijun Shen, Wei Shi, Fan Xia, Hui Zhang, Yan Wang, Jing Zhang, Yaqi Wang, Xiaoyang Sun, Zhiyuan Zhang, Wei Zou, Wang Yang, Lingyi Zhang, Ji Zhu, Ajay Goel, Yanlei Ma and Zhen Zhang
Clin Cancer Res January 8 2021 DOI: 10.1158/1078-0432.CCR-20-3445

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Gut Microbiome Components Predict Response to Neoadjuvant Chemoradiotherapy in Patients with Locally Advanced Rectal Cancer: A Prospective, Longitudinal Study
Yuxi Yi, Lijun Shen, Wei Shi, Fan Xia, Hui Zhang, Yan Wang, Jing Zhang, Yaqi Wang, Xiaoyang Sun, Zhiyuan Zhang, Wei Zou, Wang Yang, Lingyi Zhang, Ji Zhu, Ajay Goel, Yanlei Ma and Zhen Zhang
Clin Cancer Res January 8 2021 DOI: 10.1158/1078-0432.CCR-20-3445
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Clinical Cancer Research
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