4.8 Article

Cell type-specific gene expression differences in complex tissues

Journal

NATURE METHODS
Volume 7, Issue 4, Pages 287-289

Publisher

NATURE PUBLISHING GROUP
DOI: 10.1038/NMETH.1439

Keywords

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Funding

  1. US National Institutes of Health (NIH) [U19 AI057229]
  2. Brennan family
  3. National Science Foundation [DMS-9971405, N01-HV-28183, AI077821, R21 AI075256, DMS-0505676]
  4. NIH [2R01 CA 72028-07]
  5. DIVISION OF HEART AND VASCULAR DISEASES [N01HV028183] Funding Source: NIH RePORTER
  6. NATIONAL CANCER INSTITUTE [R01CA072028] Funding Source: NIH RePORTER
  7. NATIONAL HEART, LUNG, AND BLOOD INSTITUTE [R01HL028183] Funding Source: NIH RePORTER
  8. NATIONAL INSTITUTE OF ALLERGY AND INFECTIOUS DISEASES [U01AI077821, U19AI090019, U19AI057229, R21AI075256] Funding Source: NIH RePORTER

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We describe cell type-specific significance analysis of microarrays (csSAM) for analyzing differential gene expression for each cell type in a biological sample from microarray data and relative cell-type frequencies. first, we validated csSAM with predesigned mixtures and then applied it to whole-blood gene expression datasets from stable post-transplant kidney transplant recipients and those experiencing acute transplant rejection, which revealed hundreds of differentially expressed genes that were otherwise undetectable.

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