Intestinal microbiota composition is predictive of radiotherapy-induced acute gastrointestinal toxicity in prostate cancer patients

被引:1
|
作者
Iacovacci, Jacopo [1 ]
Serafini, Mara Serena [2 ]
Avuzzi, Barbara [3 ]
Badenchini, Fabio [4 ]
Cicchetti, Alessandro [1 ]
Devecchi, Andrea [2 ]
Dispinzieri, Michela [3 ]
Doldi, Valentina [5 ]
Giandini, Tommaso [6 ]
Gioscio, Eliana [1 ]
Mancinelli, Elisa [2 ]
Chiorda, Barbara Noris [3 ]
Orlandi, Ester [7 ]
Palorini, Federica [4 ]
Possenti, Luca [1 ]
Ferreira, Miguel Reis [8 ,9 ]
Villa, Sergio [3 ]
Zaffaroni, Nadia [5 ]
De Cecco, Loris [2 ]
Valdagni, Riccardo [3 ,4 ,10 ]
Rancati, Tiziana [1 ,10 ]
机构
[1] Fdn IRCCS Ist Nazl Tumori Milano, Data Sci Unit, Milan, Italy
[2] Fdn IRCCS Ist Nazl Tumori Milano, Unit Expt Oncol, Milan, Italy
[3] Fdn IRCCS Ist Nazl Tumori Milano, Unit Radiat Oncol, Milan, Italy
[4] Fdn IRCCS Ist Nazl Tumori Milano, Prostate Canc Program, Milan, Italy
[5] Fdn IRCCS Ist Nazl Tumori Milano, Unit Mol Pharmacol, Milan, Italy
[6] Fdn IRCCS Ist Nazl Tumori Milano, Unit Med Phys, Milan, Italy
[7] Natl Ctr Oncol Hadron Therapy CNAO, Radiat Oncol Clin Dept, Pavia, Italy
[8] Kings Coll London, London, England
[9] Guys & St Thomas NHS Fdn Trust, London, England
[10] Univ Milan, Dept Oncol & Hematol Oncol, Milan, Italy
来源
EBIOMEDICINE | 2024年 / 106卷
关键词
Radiation toxicity; Intestinal microbiota; Machine learning; Prostate cancer; INFLAMMATORY-BOWEL-DISEASE; GUT MICROBIOTA; RADIATION; DATABASE;
D O I
10.1016/j.ebiom.2024.105246
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background The search for factors beyond the radiotherapy dose that could identify patients more at risk of developing radio-induced toxicity is essential to establish personalised treatment protocols for improving the quality-of-life of survivors. To investigate the role of the intestinal microbiota in the development of radiotherapy-induced gastrointestinal toxicity, the MicroLearner observational cohort study characterised the intestinal microbiota of 136 (discovery) and 79 (validation) consecutive prostate cancer patients at baseline radiotherapy. Methods Gastrointestinal toxicity was assessed weekly during RT using CTCAE. An average grade >1.3 over time points was used to identify patients suffering from persistent acute toxicity (endpoint). The microbiota of patients was quantifiedfied from the baseline faecal samples using 16S rRNA gene sequencing technology and the Ion Reporter metagenomic pipeline. Statistical techniques and computational and machine learning tools were used to extract, functionally characterise, and predict core features of the bacterial communities of patients who developed acute gastrointestinal toxicity. Findings Analysis of the core bacterial composition in the discovery cohort revealed a cluster of patients significantly fi cantly enriched for toxicity, displaying a toxicity rate of 60%. Based on selected high-risk microbiota compositional features, we developed a clinical decision tree that could effectively predict the risk of toxicity based on the relative abundance of genera Faecalibacterium, , Bacteroides, , Parabacteroides, , Alistipes, , Prevotella and Phascolarctobacterium both in internal and external validation cohorts. Interpretation We provide evidence showing that intestinal bacteria profiling fi ling from baseline faecal samples can be effectively used in the clinic to improve the pre-radiotherapy assessment of gastrointestinal toxicity risk in prostate cancer patients.
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页数:15
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