4.8 Article

Comprehensive functional genomic resource and integrative model for the human brain

期刊

SCIENCE
卷 362, 期 6420, 页码 -

出版社

AMER ASSOC ADVANCEMENT SCIENCE
DOI: 10.1126/science.aat8464

关键词

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资金

  1. Takeda Pharmaceuticals
  2. F. Hoffman-La Roche
  3. NIH [R01MH085542, R01MH093725, P50MH066392, P50MH080405, R01MH097276, RO1-MH-075916, P50M096891, P50MH084053S1, R37MH057881, R37MH057881S1, HHSN271201300031C, AG02219, AG05138, MH06692]
  4. NIH/NIAID grant [U19AI118610]
  5. [U01MH103339]
  6. [U01MH103365]
  7. [U01MH103392]
  8. [U01MH103340]
  9. [U01MH103346]
  10. [U01MH116492]
  11. [R01MH105472]
  12. [R01MH094714]
  13. [R01MH105898]
  14. [R01MH110920]
  15. [R01MH110905]
  16. [R01MH110926]
  17. [R01MH110927]
  18. [R01MH110928]
  19. [R01MH109715]
  20. [R01MH111721]
  21. [R21MH102791]
  22. [R01MH110921]
  23. [R01MH109677]
  24. [R21MH105881]
  25. [R21MH103877]
  26. [R21MH109956]
  27. [R21MH105853]
  28. [P50MH106934]

向作者/读者索取更多资源

Despite progress in defining genetic risk for psychiatric disorders, their molecular mechanisms remain elusive. Addressing this, the PsychENCODE Consortium has generated a comprehensive online resource for the adult brain across 1866 individuals. The PsychENCODE resource contains similar to 79,000 brain-active enhancers, sets of Hi-C linkages, and topologically associating domains; single-cell expression profiles for many cell types; expression quantitative-trait loci (QTLs); and further QTLs associated with chromatin, splicing, and cell-type proportions. Integration shows that varying cell-type proportions largely account for the cross-population variation in expression (with >88% reconstruction accuracy). It also allows building of a gene regulatory network, linking genome-wide association study variants to genes (e.g., 321 for schizophrenia). We embed this network into an interpretable deep-learning model, which improves disease prediction by similar to 6-fold versus polygenic risk scores and identifies key genes and pathways in psychiatric disorders.

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