Difference between revisions of "Web Resources"

From Bioinformatics Lab
Jump to: navigation, search
(Other Resources)
(AI, Software)
 
(12 intermediate revisions by one user not shown)
Line 4: Line 4:
 
*[http://www.ncbi.nlm.nih.gov/CCDS/CcdsBrowse.cgi CCDS] The concensus protein coding regions among NCBI, Ensembl, and Sanger (Havana) annotation  
 
*[http://www.ncbi.nlm.nih.gov/CCDS/CcdsBrowse.cgi CCDS] The concensus protein coding regions among NCBI, Ensembl, and Sanger (Havana) annotation  
 
*[http://www.gencodegenes.org/ GENCODE] The Encyclopedia of Genes
 
*[http://www.gencodegenes.org/ GENCODE] The Encyclopedia of Genes
 +
*[https://metascape.org/ Metasape] Gene annotation and Enrichment analysis resource by NIH
  
 
== Variome Resources ==
 
== Variome Resources ==
Line 83: Line 84:
 
== Interactome, Pathway/Signature Resources ==
 
== Interactome, Pathway/Signature Resources ==
 
- Interactome DBs
 
- Interactome DBs
*[http://wodaklab.org/iRefWeb/ iRefWeb] a web interface to PPI consolidated from 10 public DB (BIND, BioGRID, CORUM, DIP,IntAct, HPRD, MINT, MPact, MPPI, OPHID(predicted PPIs))
+
*[https://irefindex.vib.be/wiki/index.php/iRefIndex iRefIndex] provides an index of protein interactions available in a number of primary interaction databases including BIND, BioGRID, CORUM, DIP, HPRD, InnateDB, IntAct, MatrixDB, MINT, MPact, MPIDB, MPPI, Reactome, VirHostnet, and QuickGO.
 
*[http://string-db.org/ STRING] Known and predicted PPI
 
*[http://string-db.org/ STRING] Known and predicted PPI
 
*[http://interactome.baderlab.org/ Human Reference Interactome Project] Y2H-based human protein interactions
 
*[http://interactome.baderlab.org/ Human Reference Interactome Project] Y2H-based human protein interactions
Line 171: Line 172:
 
*[http://lulab.life.tsinghua.edu.cn/postar/ POSTAR] a DB of RNA binding protein binding sites in human and mouse transcriptome (experimental and computational methods)
 
*[http://lulab.life.tsinghua.edu.cn/postar/ POSTAR] a DB of RNA binding protein binding sites in human and mouse transcriptome (experimental and computational methods)
  
== Single Cell Analysis Resources ==  
+
== Single Cell Analysis Resources ==
 +
- Spatial Omics Resources
 +
*[https://github.com/crazyhottommy/awesome_spatial_omics awesome_spatial_omics]
 
- Human Cell Atlas
 
- Human Cell Atlas
 
*[https://www.humancellatlas.org/ HCA]
 
*[https://www.humancellatlas.org/ HCA]
Line 286: Line 289:
  
 
== Microbiomics DBs and tools  ==
 
== Microbiomics DBs and tools  ==
- Reporting guidelines for human microbiome research
+
- Gut microbial biobank by Automated culturomics
*[https://www.stormsmicrobiome.org/ STORMS] Strengthening The Organization and Reporting of Microbiome Studies
+
*[http://microbial-culturomics.com/] CAMII biobank
  
 
- Microbiome Data Analysis Resources  
 
- Microbiome Data Analysis Resources  
Line 339: Line 342:
 
*[http://www.exocarta.org/ Exocarta] A DB for Exosome
 
*[http://www.exocarta.org/ Exocarta] A DB for Exosome
 
*[http://evpedia.info EVpedia] A DB for Extracellular Vesicles with many analysis software
 
*[http://evpedia.info EVpedia] A DB for Extracellular Vesicles with many analysis software
 +
 +
== AI, Software ==
 +
- AI for Biomedicine
 +
*[https://www.youtube.com/channel/UCtYLUTtgS3k1Fg4y5tAhLbw StatQuest] Excellent tutorial movies for learning machine learning and more (by Josh Starmer at UNC)
 +
*[http://scikit-learn.org/ Scikit learn] Open software for Machine Learning
 +
*[https://www.coursera.org/course/ml?from_restricted_preview=1&course_id=971489&r=https%3A%2F%2Fclass.coursera.org%2Fml-004 Machine Learning by Andrew Ng]
 +
*[http://www-bcf.usc.edu/~gareth/ISL/ An Introduction To Statistical Learning] Free textbook and lecture notes
 +
*[https://github.com/Jianing-Qiu/Awesome-Healthcare-Foundation-Models Foundation Models in Biomedicine]
 +
*[https://gnn101.vercel.app/ GNN101] Interactive tutorial web for GNN
 +
 +
- Cool software
 +
*[https://cmdcolin.github.io/awesome-genome-visualization/?latest=true Awesome genome visualization] Genome visualization software depository
 +
*[http://revigo.irb.hr/ REVIGO] Visualize GO enrichment summary
 +
*[https://gehlenborglab.shinyapps.io/upsetr/ UpSetR Shiny App] Visualizes set intersections in a matrix layout and introduces aggregates based on groupings and queries; R package is also available from [https://github.com/hms-dbmi/UpSetR github]
 +
*[http://bioinfogp.cnb.csic.es/tools/venny/ VENNY] Drawing Venn diagram
  
 
== Other Resources ==
 
== Other Resources ==
 +
- 특허
 +
*[https://ysis2.yonsei.ac.kr/ 연세대특허관리시스템]
 +
*[https://www.ripis.or.kr/U_Ntis.do?method=m01 과제정보검색] by 정부R&D 특허성과관리시스템
 
- Contract Research Organization (CRO)
 
- Contract Research Organization (CRO)
 
*[https://www.bioneer.co.kr/20-s-2500.html Standard Protein Synthesis Service] by BIONEER
 
*[https://www.bioneer.co.kr/20-s-2500.html Standard Protein Synthesis Service] by BIONEER
Line 348: Line 369:
 
*[https://citiprogram.org CITI-program IRB education]
 
*[https://citiprogram.org CITI-program IRB education]
 
- Academic society & Research Center
 
- Academic society & Research Center
 +
*[http://www.ksbi.or.kr/ KSBI] Korean Society of Bioinformatics
 
*[http://www.ashg.org/ ASHG] American Society of Human Genetics
 
*[http://www.ashg.org/ ASHG] American Society of Human Genetics
 
*[http://www.aacr.org AACR] American Association for Cancer Research
 
*[http://www.aacr.org AACR] American Association for Cancer Research
 
*[http://www.human-microbiome.org/ IHMC] The International Human Microbiome Consortium
 
*[http://www.human-microbiome.org/ IHMC] The International Human Microbiome Consortium
*[http://www.ksbi.or.kr/ KSBI] Korean Society of Bioinformatics
 
 
*[http://www.cancer.or.kr KCA] Korean Cancer Association
 
*[http://www.cancer.or.kr KCA] Korean Cancer Association
 
*[http://www.kogo.or.kr KOGO] Korea Genome Organization
 
*[http://www.kogo.or.kr KOGO] Korea Genome Organization
Line 366: Line 387:
  
 
- Microbiome Biotech company
 
- Microbiome Biotech company
 +
*[https://microba.com/ MICROBA] Precision microbiome profiling and drug discovery
 
*[https://microbiotica.com/ Microbiotica] Microbiome-based therapeutics and biomarker discovery
 
*[https://microbiotica.com/ Microbiotica] Microbiome-based therapeutics and biomarker discovery
 
*[https://clinical-microbiomics.com/ Clinical Microbiomics] offer expert microbiome analysis for clinical, pre-clinical studies
 
*[https://clinical-microbiomics.com/ Clinical Microbiomics] offer expert microbiome analysis for clinical, pre-clinical studies
Line 372: Line 394:
 
*[http://www.serestherapeutics.com/ Seres Health] Microbiome company
 
*[http://www.serestherapeutics.com/ Seres Health] Microbiome company
 
*[http://www.vedantabio.com/ Vedanta Biosciences] Microbiome company
 
*[http://www.vedantabio.com/ Vedanta Biosciences] Microbiome company
 +
*[https://www.hempharma.bio/ HEM Pharma]
  
 
- Precision Medicine Biotech company
 
- Precision Medicine Biotech company
Line 379: Line 402:
 
*[http://www.calicolabs.com/ Calico] Aging-related disease research company
 
*[http://www.calicolabs.com/ Calico] Aging-related disease research company
 
*[https://bostongene.com/ BostonGene] Tumor Portrait technology for Precision Oncology
 
*[https://bostongene.com/ BostonGene] Tumor Portrait technology for Precision Oncology
 
- Cool software
 
*[https://cmdcolin.github.io/awesome-genome-visualization/?latest=true Awesome genome visualization] Genome visualization software depository
 
*[http://revigo.irb.hr/ REVIGO] Visualize GO enrichment summary
 
*[https://gehlenborglab.shinyapps.io/upsetr/ UpSetR Shiny App] Visualizes set intersections in a matrix layout and introduces aggregates based on groupings and queries; R package is also available from [https://github.com/hms-dbmi/UpSetR github]
 
*[http://bioinfogp.cnb.csic.es/tools/venny/ VENNY] Drawing Venn diagram
 
 
- Machine Learning
 
*[https://www.youtube.com/channel/UCtYLUTtgS3k1Fg4y5tAhLbw StatQuest] Excellent tutorial movies for learning machine learning and more (by Josh Starmer at UNC)
 
*[http://scikit-learn.org/ Scikit learn] Open software for Machine Learning
 
*[https://www.coursera.org/course/ml?from_restricted_preview=1&course_id=971489&r=https%3A%2F%2Fclass.coursera.org%2Fml-004 Machine Learning by Andrew Ng]
 
*[http://www-bcf.usc.edu/~gareth/ISL/ An Introduction To Statistical Learning] Free textbook and lecture notes
 
  
 
- Others
 
- Others
Line 396: Line 407:
 
*[http://www.tedmed.com/ TEDMED] TEDTALK for Medicine and healthcare problems
 
*[http://www.tedmed.com/ TEDMED] TEDTALK for Medicine and healthcare problems
 
*[http://retractionwatch.com/ Retraction watch]
 
*[http://retractionwatch.com/ Retraction watch]
 +
*[https://thevc.kr/] TheVC

Latest revision as of 22:05, 7 December 2024

Contents

[edit] Google DataSet Search Engine

[edit] Gene/Genome Annotations

  • CCDS The concensus protein coding regions among NCBI, Ensembl, and Sanger (Havana) annotation
  • GENCODE The Encyclopedia of Genes
  • Metasape Gene annotation and Enrichment analysis resource by NIH

[edit] Variome Resources

- Variation DBs

  • ExAC (Exome Aggregation Consortium) Exome variation data from >60k individuals
  • 1000 Genome Project Catalog of 60 million variant sites (SNV, CNV, SV), 2535 individuals from 26 populations
  • UK10K Sequencing 10,000 people (4,000 healthy, 6,000 disease) in England
  • Genomics England Sequencing 100,000 people in England focusing on patients with a rare disease and their families and patients with cancer.
  • DiscovEHR Collaboration between the Regeneron Genetics Center (WES) and Geisinger Health System (EHR) provides the vcf by 50,000 MyCode participants
  • European Variation Archive Most comprehensive and organized by studies (include Clinical variants)
  • NCBI Variation Variation DBs (dbSNP, dbVar, dbGaP, ClinVar)
  • iJGVD Integrative Japanese Genome Variation Database
  • HGV Database The HGV database is a fully searchable online database of genome variations published in peer-reviewed Data Reports in Human Genome Variation

- Functional significance of variants

[edit] Phenome/Diseasome Resources

- Human Disease DBs

  • DisGeNET MetaDB for disease genes and variants (very comprehensive and open license)
  • Open Targets Another very comprehensive DB for disease target (mostly protein-coding genes) and related evidence
  • denovo-db a compendium of human de novo variants
  • DISEASES gene-disease association from text mining (GHR, Uniprot, textmining)
  • GHR Genetics Home Reference (by NCBI)
  • Disease Ontology Disease ontology files FUNDO DOLite_term-to-genes map
  • Human Phenotype Ontology
  • OMIM Human disease DB (needs License to distribute)
  • OrphaData Open database for rare diseases and orphan drug (by Orphanet)
  • GAD Genetic Association Database: archive of human genetic association studies of complex diseases and disorders (includes summary data extracted from published candidate gene and GWAS studies).
  • UMLS Unified Medical Language Systems
  • ICD International Classification of Disease by WHO
  • DGA Disease and Gene Annotation, an integrative set of disease-to-gene, gene-to-gene, disease-to-disease relationships
  • GenomeRNAi v12 contains 168 human RNAi, 181 D. melanogaster RNAi screen datasets
  • OGEE Online GEne Essentiality database
  • Human-Mouse Disease Connection a part of MGI

- QTL depositories

  • GTEx Portal eQTL for ~50 different tissue types in humans

- GWAS resources

  • COVID-19 Host Genetics InititativeCOVID-19 GWAS regulsts
  • GWAS ATLAS Atlas of GWAS Summary Statistics (most comprehensive!)
  • GWAS catalog Disease-associated variants; Now providing GWAS summary stat data
  • GeneATLAS GWAS for ~780 traits using 452,264 UK Biobank White British individuals
  • PheGenI Phenotype-Genotype Integrator: For a query trait, it return GWAS loci collected from all available data resources (very convenient to make a single GWAS data set for each trait)
  • LDHUB a centralized database of summary-level GWAS results
  • Genome-wide Repository of Associations between SNPs and Phenotypes (GRASP) Better than GWAS catalog, including eQTL,QTLs
  • GWASdb includes moderate SNPs (p-value < 10^-3) with manual curation from original papers; manually mapped ~1600 GWAS traits to ~500 HPO terms, ~440 DO terms, ~230 DOLite terms
  • DistiLD Diseases and Traits in Linkage Disequilibrium Blocks

- Genotype raw data depositories

- Clinical/Disease variant databases

  • CGD Clinical Genomic Database
  • HGMD The human gene mutation database (The professional version of DB is commercial. The public version of DB is not downloadable.)
  • OMIM Germline mutations for genetic diseases
  • Roche Cancer Genome Database (RCGDB) Germline/somatic mutations for cancer collected from diverse resourses (not downloadable)
  • IDbase Human Immunodeficiency-causing mutation database
  • NCBI ClinVar human variations and their relations to the human health (Not includes unreviewed data from GWAS)

- Others

  • COGS nature resources CollaborativeOncological Gene-environment Study (GOGS): Association study using ~211,000SNPs (iCOGS) for breast, ovarian, prostate cancers.
  • Personal Genome Project
  • DECIPHER Developmental Diseases to Phenotypes database with public patients (very useful for rare disease genetics research)

[edit] Interactome, Pathway/Signature Resources

- Interactome DBs

  • iRefIndex provides an index of protein interactions available in a number of primary interaction databases including BIND, BioGRID, CORUM, DIP, HPRD, InnateDB, IntAct, MatrixDB, MINT, MPact, MPIDB, MPPI, Reactome, VirHostnet, and QuickGO.
  • STRING Known and predicted PPI
  • Human Reference Interactome Project Y2H-based human protein interactions

- Pathway DBs

  • Pathguide.org A very comprehensive list of pathway and network databases
  • Gene Ontology by Gene Ontology Consortium
  • KEGG pathways and many more
  • Biocyc includes Metacyc, Ecocyc, Humancyc, Aracyc, Yeastcyc
  • Reactome A manually curated and peer-reviewed pathway DB
  • Pathway Interaction Database (PID) Human pathways curated by NCI-Nature/imported from BioCarta/Reactome
  • CORUM Comprehensive Resource of Mammalian Protein Complexes
  • NetPath A database for signaling pathways (cancer/immune signaling pathways)
  • SIGNOR 11000 manually-annotated causal relationships between proteins that participate in signal transduction
  • UniProt-GOA by EBI (support multi-species annotation)
  • UniPathway a fully manually curated resource of metabolic pathways (cross-linked to KEGG, MetaCyc)

- Signature Gene Set DBs

  • MsigDB License required for redistribution
  • GeneSigDB Manually curated gene sets from Pubmed literature
  • ImmnuneSigDB Compendium of immune signatures (now available from MsigDB)
  • CancerSEA which provides 14 signature profiles for characterization of cancer cells
  • DSigDB Drug signature database for gene set analysis
  • L1000CDS2 Return 50 signature genes for each LINCS L1000 data set using Characteristic Direction (CD) method
  • CREEDS CRowd Extracted Expression of Differential Signatures: Signature gene sets from GEO selected by crowdsourcing project using CD method

[edit] Regulome Resources

- TF and motif DB

- Epigenomics Consortium projects

- Promoter DB

  • EPD Eukaryotic Promoter Database; Databases of experimentally validated (by either publication or in-house assay) promoters in various organisms

- Enhancer DB

  • Enhancer Atlas Human enhancers based on >=3 independent high-throughput experimental datasets (contains 2,534,123 enhancers for 76 cell lines and 29 tissues)
  • dbSUPER contains 82,234 super-enhancers in 102 human and 25 mouse tissue/cell types
  • HEDD Human Enhancer Disease Database (~2.8M enhancers from ENCODE, FANTOM5, RoadMap and annotations for disease, target, variant, conservation)
  • DiseaseEnhancer manual curation of disease-associated enhancers

- Transcriptional Start Site (TSS) DB

  • DBTTS contains 491 million TSS tag sequences for 20 tissues and 7 cell cultures in human and mouse

- Chip-seq/DNase-seq DB

  • Cistrome DB the most comprehensive DB for Chip-seq and DNase-seq data

- Enhancer-Promoter Interaction DB

  • JEME Computationally inferred EPI networks for 935 human primary cells, tissues, and cell lines

- microRNA list and expression atlas

  • miRBase miRNA database by Manchester University
  • microRNA.org download miRNA expression atlas for human, mouse, rat
  • microRNAome microRNA RNA-seq based atlas for 46 primary cell types and 42 cancer or immortalized cell lines

- microRNA-target links (Gold standard)

  • miRWalk2.0 Validated links from 4 databases and text minings, Predicted links from 13 prediction data sets
  • miRTarBase Experimental-based microRNA-target links (most popular)

- microRNA-disease

  • Human microRNA Disease Database(HMDD) Manually curated microRNA-disease links (most comprehensive)
  • PhenomiR DB for dysregulated miRNA in diseases
  • dbDEMC DB for dysregulated miRNA in Cancer
  • miRGator data for miRNA expression, miRNA-mRNA paired expression profile, miRNA perturbation experiments...

- miRNA Target predictions

  • mirDIP >150M human miRNA-target predictions collected from 30 resources with integrative score

- CLIP-seq database

- lncRNA Resources

  • FANTOM-CAT An atlas of human long non-coding RNAs with accurate 5' ends
  • NONCODE Integrative annotation of long noncoding RNAs
  • lncRNAdb a reference DB for long noncoding RNAs
  • RAIN RNA–protein Association and Interaction Networks Intro to RAIN
  • NPInter ncRNA interaction database (ncRNA and other molecules)
  • RAID RNA-associated interaction DB (very comprehensive)
  • LncRNADisease a DB for lncRNA associated diseases
  • ncFANs a web server for functional annotation of ncRNA
  • LincSNP a DB of disease-associated SNP in human lncRNA and their TFBS
  • POSTAR a DB of RNA binding protein binding sites in human and mouse transcriptome (experimental and computational methods)

[edit] Single Cell Analysis Resources

- Spatial Omics Resources

- Human Cell Atlas

- scRNA-seq data analysis resources

- Depositories for scRNA-seq data

  • Single Cell Portal scRNA-seq database by Broad Institute
  • scRNASeqDB scRNA-seq database by UTHSC
  • conquer A repository of consistently processed, analysis-ready single-cell RNA-seq data sets
  • Jinglebells A repository of standardized single cell RNA-Seq datasets for analysis and visualization at the single cell level
  • SCPortalen human and mouse single-cell centric database
  • 10X Genomics Datasets by 10X Genomics

[edit] Chemical Biology and Drug Research Resources

- Prioritizing Drugs for target gene regulation

- Drug and Bioactive chemical DBs

  • Drug Repurposing Hub a best-in-class drug screening collection of >3,000 clinical drugs and their annotation (structure, MoA, protein targets)
  • Drugable.com by National Library of Medicine, ~1 million chemicals, ~7000 structural pockets, ~4 millions of drug-protein interactions by docking model
  • PubChem A DB contains drug structure and function by NCBI
  • ChEMBL A DB contains drug structure and functions by EBI
  • Drugs@FDA A DB for FDA approved drugs
  • DailyMed High quality Information about marketed drugs by NCBI
  • SuperDrug A DB contains 3D-structures of drugs

- Clinical Trial Information

- Drug Target DBs

- Drug signature, Pharmacogenomics, Toxicogenomics DBs

- Drug-Gene Interaction DBs

  • MOSAIC Chemical-genetic interactions in Yeast (cover >13000 compounds)

[edit] Cancer Biology Resources

- Cancer Somatic Mutations DBs

- Cancer Somatic Mutation Visualization

  • Proteinpaint Exploring genomic alteration in pediatric cancer

- Cancer Gene DBs

- Cancer Genomics Research Gateway

- Cancer Genomics Data Analysis Cloud Platforms

  • UCSC Xena An online exploration tool for public (TCGA, ICGC and more) and private, multi-omic and clinical/phenotype data
  • ISB-CGC Cancer Genomics Cloud by ISB
  • WebMeV Analysis of large genomic data, particularly for RNASeq and microarray data (TCGA, GEO, or user-uploaded).

- Tumor Microenvironment Analysis tools

  • TIMER Web server for a comprehensive TME analysis
  • xCell Tumor cellular heterogeneity analysis web server; R package is also available from github

- Cancer Pharmacogenomics

- Cancer cell essential genes

  • GenomeCRISPR A database for high-throughput CRISPR/Cas9 screening experiments
  • Achilles Project shRNA-based screen for 216 cancer cell lines (v2.4.3) and CRISPR-based screen for 33 cancer cell lines (v3.3.8)
  • COLT-cancer database shRNA-based essential gene profiles for 70 breast, pancreatic, ovarian cancer cell lines

[edit] Immunogenetics DBs and tools

[edit] Microbiomics DBs and tools

- Gut microbial biobank by Automated culturomics

  • [1] CAMII biobank

- Microbiome Data Analysis Resources

- Microbiome Catalogs and Taxonomy

  • GTDB BACTERIAL GENOME TAXONOMY DATABASE
  • HRGM Human Reference Gut Microbiome by Yonsei University
  • UHGG Unified Human Gastrointestinal Genome by EBI
  • GMGC Global Microbial Gene Catalog by EMBL

-Microbiome-Disease(drug, diet) interaction DBs

  • Disbiome Microbe-Disease interactions
  • MASI Microbe-Drug(Disease, Diet) interactions
  • gutMDisorder Microbe-Disease(Diet) interactions

- Metagenomic DB

- Bacterial Culture Collection

- Human Microbiome Bioactive Molecules (including Metabolites) DB & Analysis Tools

  • HMBR THE HUMAN MICROBIOME BIOACTIVES RESOURCE
  • MetaWIBELE A workflow to prioritize potentially bioactive gene products in microbial communities
  • MACARRoN A tool for systematic analysis of microbiome-associated metabolomes for identification of novel, potentially bioactive small moleculeshttps

- Mouse Diet Resource

[edit] Proteome Resources

- Human Proteome Database

  • Human Proteome Map 85 samples from 17 adult tissues, 6 primary hematopoietic cells and 7 fetal tissues
  • ProteomicsDB >10,000 raw data files from 60 human tissues, 147 cell lines, and 13 body fluids
  • The Human Protein Atlas The tissue-based map of human proteome based on Immunohistochemistry (for 32 different tissues and organs)

- Open stand-alone software for mass spectra database search (search engines)

  • MSblender A combined search engine
  • MS-GFDB: Its successor MS-GF+ is faster and more sensitive for high-resolution MS data.
  • X!TANDEM
  • Comet: the direct descendant of Crux, which is an academic version of the commercial software SEQUEST
  • MyriMatch
  • OMSSA Due to budgetary constraints NCBI has discontinued OMSSA. Historical binaries are available from here.

- Protein localization and Secretome DB

  • Vesiclepedia A DB for all types of Extracellular Vesicles (includes Exocarta)
  • Exocarta A DB for Exosome
  • EVpedia A DB for Extracellular Vesicles with many analysis software

[edit] AI, Software

- AI for Biomedicine

- Cool software

[edit] Other Resources

- 특허

- Contract Research Organization (CRO)

- IRB (Institutional Review Board, 의학연구윤리심의위원회)

- Academic society & Research Center

  • KSBI Korean Society of Bioinformatics
  • ASHG American Society of Human Genetics
  • AACR American Association for Cancer Research
  • IHMC The International Human Microbiome Consortium
  • KCA Korean Cancer Association
  • KOGO Korea Genome Organization
  • KSMCB Korean Society of Molecular and Cellular Biology
  • KSBMB Korean Society of Biochemistry and Molecular Biology
  • KMB The Korean Society of Microbiology and Biotechnology
  • MSK The Microbiological Society of Korea
  • Yonsei Medical Research Center for Systems Medicine

- Cancer Immunology Biotech company

  • GV20 AI-based cancer immunotherapy development
  • FortugaBio Cancer Immunotherapy
  • Eutilex Cancer Immunotherapy

- Microbiome Biotech company

- Precision Medicine Biotech company

- Others

Personal tools
Namespaces

Variants
Actions
Navigation
Toolbox