Bioinformatics
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Bioinformatics, Computational Biology & Systems Biology

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📑Feature selection methods and genomic big data: a systematic review

📘Journal: Journal of Big Data (I.F.=10.835)
🗓Publish year: 2019

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📲Channel: @Bioinformatics
#review #genomic #feature_selection
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🎓Machine Learning for Genomic Data

📘BSc thesis from University of NUS, Singapore

🗓Publish year: 2019

💥Abstract: This report explores the application of machine learning techniques on short timeseries gene expression data. Although standard machine learning algorithms work well on longer time-series’, they often fail to find meaningful insights from fewer timepoints.
In this report, we explore model-based clustering techniques. We combine popular unsupervised learning techniques like K-Means, Gaussian Mixture Models, Bayesian Networks, Hidden Markov Models with the well-known Expectation Maximization algorithm. K-Means and Gaussian Mixture Models are fairly standard, while Hidden Markov Model and Bayesian Networks clustering are more novel ideas that suit time-series gene expression data.

📎 Study thesis

📲Channel: @Bioinformatics
#thesis #genomic #machine_learning
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📑A picture is worth a thousand base pairs
💥A review of Genome Browsers

📘 Journal: Nature-Technology Features (I.F.=63.58)

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Publish year: 2019

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📲Channel: @Bioinformatics
#genomic #tool #visualization
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🧑‍🏫 Free online 2days workshop
Implementing Genomic Research Projects

🗓 Date: Feb 1 and Feb 2, 2023
🕰Time: 13 - 16h30 CET

ℹ️ Details
✍🏻 Registration

📲Channel: @Bioinformatics
#workshop #genomic
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📄A Brief Review on Deep Learning Applications in Genomic Studies

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Journal: Frontiers in Systems Biology
🗓Publish year: 2022

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📲Channel: @Bioinformatics
#review #genomic #deep_learning
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📃Fifteen Years of Gene Set Analysis for High-Throughput Genomic Data: A Review of Statistical Approaches and Future Challenges

📘Journal: Entropy (I.F.=2.738)
🗓Publish year: 2020

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📲Channel: @Bioinformatics
#review #gene_set #genomic
👍41
📃Tasks, Techniques, and Tools for Genomic Data Visualization

📘Journal: Computer Graphics Forum (I.F.=2.363)

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📲Channel: @Bioinformatics
#review #visualization #genomic
👍42
📄 A review of deep learning applications for genomic selection

📔Journal: BMC Genomics (I.F.=4.560)

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📲Channel: @Bioinformatics
#review #genomic #deep_learning
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📄Application of Genomic Data in Translational Medicine During the Big Data Era

📕 Journal: Frontiers in Bioscience-Landmark (I.F.=3.1)
🗓Publish year: 2024

🧑‍💻Authors: Yun Zhang, Jian Yu, Xiaoyan Xie, ...
🏢University: The First Affiliated Hospital of Nanjing Medical University - Obstetrics and Gynecology Hospital of Fudan University,China

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📲Channel: @Bioinformatics
#review #genomic #medicine
3👍1
📃 Genomic data integration tutorial, a plant case study

📘Journal: BMC Genomics (I.F.= 4.4)
🗓Publish year: 2024

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Authors: Emile Mardoc, Mamadou Dia Sow, Sébastien Déjean & Jérôme Salse
🏢University: Université Paul Sabatier - Chemin de Beaulieu, France

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📲Channel: @Bioinformatics
#tutorial #genomic #plant
👍7
📑 Using genomic data and machine learning to predict antibiotic resistance: A tutorial paper

📕 Journal: PLOS Computational Biology (I.F.=3.8)
🗓 Publish year: 2025

🧑‍💻Authors: Faye Orcales ,Lucy Moctezuma Tan ,Meris Johnson-Hagler, ...
🏢Universities: University of California San Francisco - San Francisco State University, USA

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📲Channel: @Bioinformatics
#tutorial #genomic #antibiotic
3
📄 Large Language Models in GenomicsA Perspective on Personalized Medicine

📓 Journal: Bioengineering (I.F.=3.8)
🗓Publish year: 2025

🧑‍💻Authors: Shahid AliD,Yazdan Ahmad Qadri, Khurshid Ahmad, ...
🏢Universities: Hainan University, China - Yeungnam University, Korea - Qassim University, Saudi Arabia - Anglia Ruskin University, UK - University of Agder, Norway

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📲Channel: @Bioinformatics
#review #llm #genomic #medicine
👍42
📃 Bioinformatics Applications in Chronic Diseases: A Comprehensive Review of Genomic, Transcriptomics, Proteomic, Metabolomics, and Machine Learning Approaches

📘 Journal: Medinformatics
🗓Publish year: 2024

🧑‍💻Authors: Taiwo Temitope Ogunjobi, Precious Nkeiruka Ohaeri, Olamide Tayo Akintola, ...
🏢Universities: Ladoke Akintola University of Technology & Obafemi Awolowo University & Lagos State University, Nigeria

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📲Channel: @Bioinformatics
#review #Chronic #genomic #transcriptomics #proteomic #metabolomics #machine_learning
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📑 Scientific Large Language Models: A Survey on Biological & Chemical Domains

📘 Journal: ACM Computing Surveys (🔥I.F.=28)
🗓Publish year: 2025

🧑‍💻Authors: Qiang Zhang, Keyan Ding, Tianwen Lv, ...
🏢Universities: Zhejiang University, China

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📦 Supplementary Materials

📲Channel: @Bioinformatics
#review #llm #protein #molecular #genomic
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📄Emerging applications of machine learning in genomic medicine and healthcare

📘 Journal: Critical Reviews in Clinical Laboratory Sciences (I.F.=5.5)
🗓Publish year: 2024

🧑‍💻Authors: Narjice Chafai, Luigi Bonizzi, Sara Botti & Bouabid Badaoui
🏢University: University in Rabat & Polytechnic University, Morocco - University of Milan, Italy

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📲Channel: @Bioinformatics
#review #genomic #medicine
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📑 Artificial intelligence applications to genomic data in cancer research: a review of recent trends and emerging areas

📙 Journal: Discover Analytics
🗓Publish year: 2024

🧑‍💻Authors: Maria Frasca, Davide La Torre, Marco Repetto ,...
🏢Universities: University of Milan & University of Rome, Italy - Université Côte d’Azur, France

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📲Channel: @Bioinformatics
#review #ai #cancer #genomic
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