Cargando…

Application of machine learning in prediction of Chemotherapy resistant of Ovarian Cancer based on Gut Microbiota

Background: Ovarian cancer (OC) has the highest mortality among gynecological malignancies, and resistance to chemotherapy drugs is common. We aim to develop a machine learning approach based on gut microbiota to predict the chemotherapy resistance of OC. Methods: The study included patients diagnos...

Descripción completa

Detalles Bibliográficos
Autores principales:	Gong, Ting-Ting, He, Xin-Hui, Gao, Song, Wu, Qi-Jun
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Ivyspring International Publisher 2021
Materias:	Research Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8040891/ https://www.ncbi.nlm.nih.gov/pubmed/33854588 http://dx.doi.org/10.7150/jca.46621

Ejemplares similares

The interplay between oral microbiota, gut microbiota and systematic diseases
por: Tan, Xiujun, et al.
Publicado: (2023)

Gut microbiota-driven regulation of queen bee ovarian metabolism
por: Li, Wan-Li, et al.
Publicado: (2023)

Explainable machine learning model for predicting skeletal muscle loss during surgery and adjuvant chemotherapy in ovarian cancer
por: Hsu, Wen‐Han, et al.
Publicado: (2023)

Gut microbiota, chemotherapy and the host: the influence of the gut microbiota on cancer treatment
por: Pouncey, Anna Louise, et al.
Publicado: (2018)

Combining gut microbiota modulation and chemotherapy by capecitabine-loaded prebiotic nanoparticle improves colorectal cancer therapy
por: Lang, Tianqun, et al.
Publicado: (2023)

Application of machine learning techniques for predicting survival in ovarian cancer
por: Sorayaie Azar, Amir, et al.
Publicado: (2022)

Gut Microbiota Assessment in Obese Children and Adolescents by Machine Learning Algorithms
por: d’Annunzio, Giuseppe, et al.
Publicado: (2021)

Gut Microbiota Dynamics during Chemotherapy in Epithelial Ovarian Cancer Patients Are Related to Therapeutic Outcome
por: D’Amico, Federica, et al.
Publicado: (2021)

Applications of Machine Learning to Predict Cisplatin Resistance in Lung Cancer
por: Gao, Yanan, et al.
Publicado: (2021)

Involvement of non-coding RNAs in chemotherapy resistance of ovarian cancer
por: Shao, Yang, et al.
Publicado: (2018)

Machine learning for predicting breast-conserving surgery candidates after neoadjuvant chemotherapy based on DCE-MRI
por: Chen, Zhigeng, et al.
Publicado: (2023)

Gut microbiota of Suncus murinus, a naturally obesity-resistant animal, improves the ecological diversity of the gut microbiota in high-fat-diet-induced obese mice
por: Zhang, Mingshou, et al.
Publicado: (2023)

Application of machine learning tools: Potential and useful approach for the prediction of type 2 diabetes mellitus based on the gut microbiome profile
por: Ge, Xiaochun, et al.
Publicado: (2022)

Machine learning aided construction of the quorum sensing communication network for human gut microbiota
por: Wu, Shengbo, et al.
Publicado: (2022)

Assessment and quantification of ovarian reserve on the basis of machine learning models
por: Ding, Ting, et al.
Publicado: (2023)

Prognostic Influence of the Time Interval between Surgery and Chemotherapy in Epithelial Ovarian Cancer
por: Liu, Xiao-Dong, et al.
Publicado: (2018)

Gut Microbiota is critical for the induction of chemotherapy-induced pain
por: Shen, Shiqian, et al.
Publicado: (2017)

Gut microbiota resilience and recovery after anticancer chemotherapy
por: Roggiani, Sara, et al.
Publicado: (2023)

Association between premature ovarian insufficiency and gut microbiota
por: Wu, Jiaman, et al.
Publicado: (2021)

Correlation of gut microbiota with leukopenia after chemotherapy in patients with colorectal cancer
por: Xiaofeng, Ni, et al.
Publicado: (2023)

Can Gut Microbiota Be a Good Predictor for Parkinson’s Disease? A Machine Learning Approach
por: Pietrucci, Daniele, et al.
Publicado: (2020)

Interplay of Gut Microbiota in Polycystic Ovarian Syndrome: Role of Gut Microbiota, Mechanistic Pathways and Potential Treatment Strategies
por: Corrie, Leander, et al.
Publicado: (2023)

The clinicopathological significance of miR-1307 in chemotherapy resistant epithelial ovarian cancer
por: Zhou, Yingying, et al.
Publicado: (2015)

Dysbiosis characteristics of gut microbiota in cerebral infarction patients
por: Li, Hao, et al.
Publicado: (2020)

Acupuncture Effect Assessment in APP/PS1 Transgenic Mice: On Regulating Learning-Memory Abilities, Gut Microbiota, and Microbial Metabolites
por: Yang, Bo, et al.
Publicado: (2022)

Simulated spatial radiation impacts learning and memory ability with alterations of neuromorphology and gut microbiota in mice
por: Song, Chen, et al.
Publicado: (2020)

A Follow-Up Study of Ovarian Cancer (OOPS): A Study Protocol
por: Gong, Ting-Ting, et al.
Publicado: (2022)

Gut Microbiota Dysbiosis Is Associated with Altered Bile Acid Metabolism in Infantile Cholestasis
por: Wang, Yizhong, et al.
Publicado: (2019)

Developing and Validating an Emergency Triage Model Using Machine Learning Algorithms with Medical Big Data
por: Gao, ZhenZhen, et al.
Publicado: (2022)

Combination of BFHY with Cisplatin Relieved Chemotherapy Toxicity and Altered Gut Microbiota in Mice
por: Feng, Yuan, et al.
Publicado: (2023)

Review of Mendelian Randomization Studies on Ovarian Cancer
por: Guo, Jian-Zeng, et al.
Publicado: (2021)

Interactions of Nanomaterials with Gut Microbiota and Their Applications in Cancer Therapy
por: Li, Xiaohui, et al.
Publicado: (2023)

Gut Microbiota and Immunotherapy for Alzheimer’s Disease
por: Dai, Chun-Ling, et al.
Publicado: (2022)

Dominant Role of the Gut Microbiota in Chemotherapy Induced Neuropathic Pain
por: Ramakrishna, Chandran, et al.
Publicado: (2019)

Washed Microbiota Transplantation Improves Patients with Overweight by the Gut Microbiota and Sphingolipid Metabolism
por: Wu, Lei, et al.
Publicado: (2023)

Gut-microbiota in children and adolescents with obesity: inferred functional analysis and machine-learning algorithms to classify microorganisms
por: Squillario, Margherita, et al.
Publicado: (2023)

The role of gut microbiota in gout: Is gut microbiota a potential target for gout treatment
por: Tong, Shuting, et al.
Publicado: (2022)

The Role of Gut Microbiota on Insulin Resistance
por: Caricilli, Andrea M., et al.
Publicado: (2013)

Gut microbiota composition in chemotherapy and targeted therapy of patients with metastatic colorectal cancer
por: Chen, Yen-Cheng, et al.
Publicado: (2022)

Gut microbiota and metabolic syndrome
por: Wang, Peng-Xu, et al.
Publicado: (2020)

Cannot write session to /tmp/vufind_sessions/sess_siere0tjlpto3erakqqj40mj9j