Bioinformatics
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Bioinformatics, Computational Biology & Systems Biology

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πŸ“ƒ A Review of Approaches for Predicting Drug–Drug Interactions Based on Machine Learning

πŸ“™ Journal: Frontiers in Pharmacology (I.F.=5.6)
πŸ—“Publish year: 2022

πŸ“Ž Study

πŸ“²Channel: @Bioinformatics
#review #drug #machine_learning
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πŸ“ƒ A review and comparative study of cancer detection using machine learning

πŸ“˜Journal: BMC Bioinformatics (I.F.=3)
πŸ—“ Publish year: 2023

πŸ§‘β€πŸ’»Authors: Mpho Mokoatle, Vukosi Marivate, Darlington Mapiye, Riana Bornman & Vanessa. M. Hayes
🏒Universities: University of Pretoria, South Africa - CapeBio TM Technologies, Centurion, South Africa

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πŸ“²Channel: @Bioinformatics
#review #machine_learning #cancer
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🎞 Machine Learning with Graphs: Graph Neural Networks in Computational Biology

πŸ’₯Free recorded course by Prof. Marinka Zitnik

πŸ’₯In this lecture, Prof. Marinka gives an overview of why graph learning techniques can greatly help with computational biology research. Concretely, this talk covers 3 exemplar use cases: (1) Discovering safe drug-drug combinations via multi-relational link prediction on heterogenous knowledge graphs; (2) Classify patient outcomes and diseases via learning subgraph embeddings; and (3) Learning effective disease treatments through few-shot learning for graphs.

πŸ“½ Watch

πŸ“²Channel: @ComplexNetworkAnalysis

#video #course #Graph #GNN #Machine_Learning #computational_biology
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πŸ“ƒ From Data to Cure: A Comprehensive Exploration of Multi-omics Data Analysis for Targeted Therapies

πŸ“˜Journal: Molecular Biotechnology (I.F.=2.6)
πŸ—“Publish year: 2024

πŸ§‘β€πŸ’»Authors: Arnab Mukherjee, Suzanna Abraham, Akshita Singh, ...
🏒University: Manipal Institute of Technology, India

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πŸ“²Channel: @Bioinformatics
#review #omics #machine_learning
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πŸ“‘Employing Machine Learning Techniques to Detect Protein Function: A Survey, Experimental, and Empirical Evaluations

πŸ—“ Publish year: 2024

πŸ§‘β€πŸ’»Authors: Kamal Taha
🏒University: Khalifa University, UAE

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πŸ“²Channel: @Bioinformatics
#review #protein #machine_learning
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πŸ“‘ Statistical and machine learning methods for cancer research and clinical practice: A systematic review

πŸ“— Journal: Biomedical Signal Processing and Control (I.F.=4.9)
πŸ—“ Publish year: 2024

πŸ§‘β€πŸ’»Authors: Laura Lopez-Perez, Eleni Georga, Carlo Conti, ...

🏒Universities:
Universidad PolitΓ©cnica de Madrid, Spain
University of Ioannina, Greece
University of Milan, Italy
UniversitΓ‘ Campus Biomedico di Roma, Italy

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πŸ“²Channel: @Bioinformatics
#review #cancer #machine_learning
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πŸŽ“Application of Machine Learning in Systems Biology

πŸ“•PhD Thesis form Chalmers University of Technology, Sweden

πŸ—“Publish year: 2020

πŸ“Ž Study thesis

πŸ“²Channel: @Bioinformatics
#thesis #machine_learning #systems_biology
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πŸ“ƒMachine Learning Models for the Identification of Prognostic and Predictive Cancer Biomarkers: A Systematic Review

πŸ“˜Journal: International Journal of Molecular Sciences (I.F.=4.9)
πŸ—“Publish year: 2023

πŸ§‘β€πŸ’»Authors: y Qasem Al-Tashi,Maliazurina B. Saad,Amgad Muneer, ...
🏒University:
The University of Texas, USA
Torrens University Australia, Australia
Yonsei University, Republic of Korea
Obuda University, Hungary

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πŸ“²Channel: @Bioinformatics
#review #cancer #machine_learning #biomarker
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πŸ‘©β€πŸ« Machine Learning and AI in Bioinformatics
πŸ’₯Texas A&M University

πŸ‘©β€πŸ’» Course link

πŸ“²Channel: @Bioinformatics
#course #machine_learning #ai
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πŸ“ƒA scoping review and bibliometric analysis (ScoRBA) of machine learning in genetic data analysis: unveiling the transformative potential

πŸ“˜ Journal: Rwanda Medical Journal
πŸ—“Publish year: 2024

πŸ§‘β€πŸ’»Authors: Wan Nur Amalina Zakaria, Haikal Zahiruddin, ...
🏒Universities: Universiti Teknologi MARA Kelantan, Malaysia - Universitas Indonesia Maju, Indonesia

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πŸ“²Channel: @Bioinformatics
#review #machine_learning #genetic
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πŸ“‘ Enhancing Molecular Network-Based Cancer Driver Gene Prediction Using Machine Learning Approaches: Current Challenges and Opportunities

πŸ““ Journal: Journal of Cellular and Molecular Medicine (I.F.=4.3)
πŸ—“Publish year: 2025

πŸ§‘β€πŸ’»Authors: Hao Zhang, Chaohuan Lin, Ying'ao Chen, ...
🏒Universities: Wenzhou Medical University - University of Chinese Academy of Sciences, China

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πŸ“²Channel: @Bioinformatics
#review #cancer #network #driver_gene #machine_learning
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πŸ“‘Machine learning and related approaches in transcriptomics

πŸ“™ Journal: Biochemical and Biophysical Research Communications (I.F.=2.5)
πŸ—“ Publish year: 2024

πŸ§‘β€πŸ’»Authors: Yuning Cheng, Si-Mei Xu, Kristina Santucci, ...

🏒Universities: University of New South Wales, Australia

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πŸ“²Channel: @Bioinformatics
#review #machine_learning #transcriptomics
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πŸ“‘ Eight quick tips for biologically and medically informed machine learning

πŸ“• Journal: PLOS Computational Biology (I.F.=3.8)
πŸ—“ Publish year: 2025

πŸ§‘β€πŸ’»Authors: Luca Oneto,Davide Chicco
🏒University: Università di Genova, Italy

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πŸ“²Channel: @Bioinformatics
#tutorial #ml #machine_learning
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πŸ“„ Predicting host-pathogen interactions with machine learning algorithms: A scoping review

πŸ““ Journal: Infection, Genetics and Evolution (I.F.=2.6)
πŸ—“ Publish year: 2025

πŸ§‘β€πŸ’»
Authors: Rasool Sahragard, Masoud Arabfard, Ali Najafi
🏒Universities: Baqiyatallah University of Medical Sciences, Iran

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πŸ“²Channel: @Bioinformatics
#review #host #pathogen #machine_learning
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πŸŽ“Advanced Applications of Machine Learning in Bioinformatics

πŸ’₯Doctoral thesis from University of TΓΌbingen, Germany

πŸ—“Publish year: 2025

πŸ“Ž Study thesis

πŸ“²Channel: @Bioinformatics
#thesis #machine_learning #epigenomics #metagenomics #disease
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πŸŽ“Application of Machine Learning and Large Language Models in Healthcare for Data Prediction and Summarization

πŸ’₯MSc thesis from Georgia Southern University, USA

πŸ—“Publish year: 2025

πŸ“Ž Study thesis

πŸ“²Channel: @Bioinformatics
#thesis #msc #machine_learning #prediction #health
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