Changes in Gut Microbiome Associated With Co-Occurring Symptoms Development During Chemo-Radiation for Rectal Cancer: A Proof of Concept Study

被引:20
作者
Gonzalez-Mercado, Velda J. [1 ,2 ]
Henderson, Wendy A. [3 ]
Sarkar, Anujit [2 ,4 ]
Lim, Jean [5 ]
Saligan, Leorey N. [6 ]
Berk, Lawrence [7 ]
Dishaw, Larry [8 ]
McMillan, Susan [2 ]
Groer, Maureen [2 ]
Sepehri, Farrah [2 ]
Melkus, Gail D'Eramo [1 ]
机构
[1] NYU, Rory Meyers Coll Nursing, New York, NY 10010 USA
[2] Univ S Florida, Coll Nursing, Tampa, FL 33620 USA
[3] Univ Connecticut, Coll Nursing, Storrs, CT USA
[4] Univ S Florida, Coll Publ Hlth, Tampa, FL 33620 USA
[5] Univ Miami, Rosenstiel Sch Marine & Atmosphere Sci, Miami, FL USA
[6] NINR, Symptom Sci Ctr, Symptom Biol Unit, Div Intramural Res,NIH,DHHS, Bethesda, MD 20892 USA
[7] Univ S Florida, Coll Med Radiol, Tampa, FL 33620 USA
[8] Univ S Florida, Dept Pediat, Mol Genet Childrens Res Inst, St Petersburg, FL USA
基金
美国国家卫生研究院;
关键词
gut microbiome; rectal cancer; co-occurrence of symptoms; chemotherapy and radiation therapy; RATING-SCALE; FATIGUE; CHEMOTHERAPY; DEPRESSION; CLUSTERS; EXPERIENCE; SEVERITY; BLAUTIA; INJURY; STAGE;
D O I
10.1177/1099800420942830
中图分类号
R47 [护理学];
学科分类号
1011 ;
摘要
Purpose: To examine a) whether there are significant differences in the severity of symptoms of fatigue, sleep disturbance, or depression between patients with rectal cancer who develop co-occurring symptoms and those with no symptoms before and at the end of chemotherapy and radiation therapy (CRT); b) differences in gut microbial diversity between those with co-occurring symptoms and those with no symptoms; and c) whether before-treatment diversity measurements and taxa abundances can predict co-occurrence of symptoms. Methods: Stool samples and symptom ratings were collected from 31 patients with rectal cancer prior to and at the end of (24-28 treatments) CRT. Descriptive statistics were computed and the Mann-Whitney U test was performed for symptoms. Gut microbiome data were analyzed using R's vegan package software. Results: Participants with co-occurring symptoms reported greater severity of fatigue at the end of CRT than those with no symptoms.BacteroidesandBlautia2abundances differed between participants with co-occurring symptoms and those with no symptoms. Our random forest classification (unsupervised learning algorithm) predicted participants who developed co-occurring symptoms with 74% accuracy, using specific phylum, family, and genera abundances as predictors. Conclusion: Our preliminary results point to an association between the gut microbiota and co-occurring symptoms in rectal cancer patients and serves as a first step in potential identification of a microbiota-based classifier.
引用
收藏
页码:31 / 41
页数:11
相关论文
共 55 条
[1]   Comparison of symptom clusters associated with fatigue in older and younger survivors of colorectal cancer [J].
Agasi-Idenburg, S. C. ;
Thong, M. S. Y. ;
Punt, C. J. A. ;
Stuiver, M. M. ;
Aaronson, N. K. .
SUPPORTIVE CARE IN CANCER, 2017, 25 (02) :625-632
[2]  
[Anonymous], 2016, Clinical Practice Guidelines in Oncology
[3]   The Hamilton depression rating scale: Has the gold standard become a lead weight? [J].
Bagby, RM ;
Ryder, AG ;
Schuller, DR ;
Marshall, MB .
AMERICAN JOURNAL OF PSYCHIATRY, 2004, 161 (12) :2163-2177
[4]   From the Bottom-Up: Chemotherapy and Gut-Brain Axis Dysregulation [J].
Bajic, Juliana E. ;
Johnston, Ian N. ;
Howarth, Gordon S. ;
Hutchinson, Mark R. .
FRONTIERS IN BEHAVIORAL NEUROSCIENCE, 2018, 12
[5]   Structure of the gut microbiome following colonization with human feces determines colonic tumor burden [J].
Baxter, Nielson T. ;
Zackular, Joseph P. ;
Chen, Grace Y. ;
Schloss, Patrick D. .
MICROBIOME, 2014, 2
[6]  
Berger Ann M, 2015, J Natl Compr Canc Netw, V13, P1012
[7]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[8]   The effects of exercise on pain, fatigue, insomnia, and health perceptions in patients with operable advanced stage rectal cancer prior to surgery: a pilot trial [J].
Brunet, Jennifer ;
Burke, Shaunna ;
Grocott, Michael P. W. ;
West, Malcolm A. ;
Jack, Sandy .
BMC CANCER, 2017, 17 :1
[9]   Development and Validation of Patient-Reported Outcome Measures for Sleep Disturbance and Sleep-Related Impairments [J].
Buysse, Daniel J. ;
Yu, Lan ;
Moul, Douglas E. ;
Germain, Anne ;
Stover, Angela ;
Dodds, Nathan E. ;
Johnston, Kelly L. ;
Shablesky-Cade, Melissa A. ;
Pilkonis, Paul A. .
SLEEP, 2010, 33 (06) :781-792
[10]  
Callahan BJ, 2016, NAT METHODS, V13, P581, DOI [10.1038/NMETH.3869, 10.1038/nmeth.3869]