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Computational Biology

371 items from inoue0426/awesome-computational-biology ★159

  1. PrePR-CT github.com

    Graph-based model using cell-type-specific co-expression networks as inductive priors for small-data chemical perturbation response prediction.

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  2. PASO github.com

    Pathway-aware multi-omics drug response model combining pathway-difference features, multi-scale convolutions, Transformer encoding, and drug SMILES.

  3. Broad Institute Single Cell Portal singlecell.broadinstitute.org

    Reducing barriers and accelerating single-cell research.

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  4. UCSC Genome Browser genome.ucsc.edu

    Interactively visualize genomic data.

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  5. Ensembl ensembl.org

    A genome browser for vertebrate genomes that supports research in comparative genomics, evolution, sequence variation and transcriptional regulation.

  6. EBI Single Cell Expression Atlas ebi.ac.uk

    Single cell gene expression across species.

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  7. cBioPortal for Cancer Genomics cbioportal.org

    Visualization, analysis and download of large-scale cancer genomics data sets.

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  8. OpenMM openmm.org

    High-performance toolkit for molecular simulation and GPU-accelerated MD.

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  9. Gromacs gromacs.org

    Molecular dynamics simulation package for biochemical molecules.

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  10. GenBank ncbi.nlm.nih.gov

    NCBI's database of genetic sequences.

  11. UK Biobank ukbiobank.ac.uk

    A large-scale biomedical database and research resource with 500,000 research participants.

  12. Comparative Toxicogenomics Database ctdbase.org

    paper - A database of manually curated associations between chemicals, gene products, phenotypes, diseases, and environmental exposures. Useful for assembling ontologies of the related concepts, such as types of chemicals.

  13. Biopython biopython.org

    paper - code - Python tools primarily intended for bioinformatics and computational molecular biology purposes, but also a convenient way to obtain data, including documents/abstracts from PubMed (see Chapter 9 of the documentation).

  14. OmicsFM github.com

    Modality-agnostic molecular-expression foundation model with matched proteomics, bulk-transcriptomics, and single-cell-transcriptomics checkpoints.

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  15. ChromFound github.com

    Genome-aware scATAC-seq foundation model pretrained on 1.97M cells across tissues and disease contexts for zero-shot cell representations, annotation, and cross-omics prediction.

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  16. TESSERA github.com

    Cancer-genome foundation model jointly pretrained on somatic SNVs and copy-number alterations from TCGA using masked reconstruction and cross-modal contrastive learning.

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  17. cycleCDR github.com

    Interpretable cycle-consistency framework for modeling cellular responses to drug perturbations.

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  18. DeepAEG github.com

    GNN embedding + attention mechanism.

  19. MCPINN github.com

    Drug discovery via compound-protein interaction and machine learning.

  20. NbBayesLM github.com

    Bayesian neural network integrating protein language model embeddings and physicochemical features to predict nanobody thermostability with uncertainty estimates. Paper

  21. Chem-PerturBridge github.com

    Harmonized compendium and processing pipelines for small-molecule perturbation transcriptomics across heterogeneous assays and gene panels.

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  22. drGAT github.com

    Attention-based model for drug response prediction with gene explainability.

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  23. THERAPI github.com

    Cell-line-to-patient transfer framework that aligns tumor transcriptomes with cancer cell lines and integrates perturbation and gene-level representations for patient drug response prediction.

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  24. Casanovo Foundation github.com

    Tandem mass-spectrometry proteomics foundation model that reuses a pretrained Casanovo spectrum encoder for spectrum quality, chimericity, and post-translational-modification prediction.

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  25. DGDRP github.com

    Multi-view embedding neural network.

  26. DrugAgent github.com

    Multi-agent biomedical evidence synthesis framework for computational drug discovery with reliability-aware aggregation.

  27. ZINC ligand discovery database zinc.docking.org

    Free database of commercially-available compounds for virtual screening.

  28. WikiPathways wikipathways.org

    Database of biological pathways.

  29. UniRef uniprot.org

    Non-redundant sequence database clustering UniProtKB entries at multiple sequence identity thresholds.

  30. UniProt REST API uniprot.org

    Programmatic access to protein sequence and functional annotation data.

  31. UniProt uniprot.org

    Functional information on proteins.

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  32. Uniclust uniclust.mmseqs.com

    Clustered protein sequence databases.

  33. Tox21 tripod.nih.gov

    12,707 compounds tested in 12 nuclear receptor and stress-response pathway biochemical assays for toxicity prediction.

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  34. BioGRID thebiogrid.org

    Protein, genetic, and chemical interactions.

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  35. ClinTox tdcommons.ai

    Clinical toxicity dataset contrasting FDA-approved drugs with those that failed clinical trials due to toxicity.

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  36. Therapeutics Data Commons (TDC) tdcommons.ai

    Unified benchmark suite covering ADMET, drug-target interaction, drug response, and more.

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  37. Tabula Sapiens tabula-sapiens-portal.ds.czbiohub.org

    Comprehensive human single-cell atlas of ~500K cells from 24 organs and tissues across multiple donors.

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  38. Tabula Muris tabula-muris.ds.czbiohub.org

    Comprehensive single-cell atlas of 20 mouse organs and tissues, enabling cross-tissue and cross-species comparisons.

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  39. STRING string-db.org

    PPI networks for multiple organisms.

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  40. STITCH stitch.embl.de

    Chemical-protein interactions.

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  41. Davis kinase inhibitors DB staff.cs.utu.fi

    Experimental kinase inhibitor binding affinity dataset for protein–ligand interaction research.

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  42. Squidpy squidpy.readthedocs.io

    Python library for spatial single-cell analysis.

  43. SNAP snap.stanford.edu

    Dataset of drug-gene interactions.

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  44. Cancer Cell Line Encyclopedia sites.broadinstitute.org

    Database of ~1000 cancer cell lines.

  45. Frangieh et al. 2021 Perturb-CITE-seq singlecell.broadinstitute.org

    Multimodal CRISPR knockout screen with RNA and surface-protein readouts in patient-derived melanoma models under immune-related conditions.

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  46. SIGNOR 2.0 signor.uniroma2.it

    Database of causal signaling interactions and pathways, with signed and directed relationships between proteins.

  47. SIDER (Side Effect Resource) sideeffects.embl.de

    Database of 1,430 approved drugs with their recorded adverse drug reactions across 27 system-organ classes.

  48. SeqBench seqbench.com

    Web-based molecular biology sequence workbench for primer design, cloning simulation (Gibson, Golden Gate, restriction digest), CRISPR guide RNA design, and sequence analysis, with a public REST API, OpenAPI 3.1 spec, and MCP server.

  49. scvi-tools scvi-tools.org

    Probabilistic models for single-cell omics data analysis.

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  50. Scanpy scanpy.readthedocs.io

    Python library for scRNA-seq analysis.

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