Placental cell type deconvolution reveals that cell proportions drive preeclampsia gene expression differences
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作者:
Campbell, Kyle A.
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Univ Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
Campbell, Kyle A.
[1
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Colacino, Justin A.
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Univ Michigan, Sch Publ Hlth, Environm Hlth Sci, Ann Arbor, MI USA
Univ Michigan, Sch Publ Hlth, Nutr Sci, Ann Arbor, MI USAUniv Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
Colacino, Justin A.
[2
,3
]
Puttabyatappa, Muraly
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Univ Michigan, Pediat, Michigan Med, Ann Arbor, MI USAUniv Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
Puttabyatappa, Muraly
[4
]
Dou, John F. F.
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Univ Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
Dou, John F. F.
[1
]
Elkin, Elana R.
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Univ Michigan, Sch Publ Hlth, Environm Hlth Sci, Ann Arbor, MI USAUniv Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
Elkin, Elana R.
[2
]
Hammoud, Saher S.
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Univ Michigan, Human Genet, Michigan Med, Ann Arbor, MI USA
Univ Michigan, Obstet & Gynecol, Michigan Med, Ann Arbor, MI USA
Univ Michigan, Dept Urol, Michigan Med, Ann Arbor, MI USAUniv Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
Hammoud, Saher S.
[5
,6
,7
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Domino, Steven E.
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Univ Michigan, Obstet & Gynecol, Michigan Med, Ann Arbor, MI USAUniv Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
Domino, Steven E.
[6
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Dolinoy, Dana C.
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Univ Michigan, Sch Publ Hlth, Environm Hlth Sci, Ann Arbor, MI USA
Univ Michigan, Sch Publ Hlth, Nutr Sci, Ann Arbor, MI USAUniv Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
Dolinoy, Dana C.
[2
,3
]
Goodrich, Jaclyn M.
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Univ Michigan, Sch Publ Hlth, Environm Hlth Sci, Ann Arbor, MI USAUniv Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
Goodrich, Jaclyn M.
[2
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Loch-Caruso, Rita
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Univ Michigan, Sch Publ Hlth, Environm Hlth Sci, Ann Arbor, MI USAUniv Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
Loch-Caruso, Rita
[2
]
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Padmanabhan, Vasantha
[2
,3
,4
,6
]
Bakulski, Kelly M.
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Univ Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
Bakulski, Kelly M.
[1
]
机构:
[1] Univ Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Sch Publ Hlth, Environm Hlth Sci, Ann Arbor, MI USA
[3] Univ Michigan, Sch Publ Hlth, Nutr Sci, Ann Arbor, MI USA
[4] Univ Michigan, Pediat, Michigan Med, Ann Arbor, MI USA
[5] Univ Michigan, Human Genet, Michigan Med, Ann Arbor, MI USA
[6] Univ Michigan, Obstet & Gynecol, Michigan Med, Ann Arbor, MI USA
[7] Univ Michigan, Dept Urol, Michigan Med, Ann Arbor, MI USA
The placenta mediates adverse pregnancy outcomes, including preeclampsia, which is characterized by gestational hypertension and proteinuria. Placental cell type heterogeneity in preeclampsia is not well-understood and limits mechanistic interpretation of bulk gene expression measures. We generated single-cell RNA-sequencing samples for integration with existing data to create the largest deconvolution reference of 19 fetal and 8 maternal cell types from placental villous tissue (n = 9 biological replicates) at term (n = 40,494 cells). We deconvoluted eight published microarray case-control studies of preeclampsia (n = 173 controls, 157 cases). Preeclampsia was associated with excess extravillous trophoblasts and fewer mesenchymal and Hofbauer cells. Adjustment for cellular composition reduced preeclampsia-associated differentially expressed genes (log(2) fold-change cutoff = 0.1, FDR < 0.05) from 1154 to 0, whereas downregulation of mitochondrial biogenesis, aerobic respiration, and ribosome biogenesis were robust to cell type adjustment, suggesting direct changes to these pathways. Cellular composition mediated a substantial proportion of the association between preeclampsia and FLT1 (37.8%, 95% CI [27.5%, 48.8%]), LEP (34.5%, 95% CI [26.0%, 44.9%]), and ENG (34.5%, 95% CI [25.0%, 45.3%]) overexpression. Our findings indicate substantial placental cellular heterogeneity in preeclampsia contributes to previously observed bulk gene expression differences. This deconvolution reference lays the groundwork for cellular heterogeneity-aware investigation into placental dysfunction and adverse birth outcomes. A single-cell RNA-seq analysis of placental villous tissue provides a deconvolution reference atlas of fetal and maternal placental cell types, and indicates that placental cellular heterogeneity in preeclampsia might contribute to differences in bulk gene expression.
机构:
Mayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USAMayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USA
Ren, Yingxue
Wang, Xue
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Mayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USAMayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USA
Wang, Xue
Zhang, Shuwen
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Mayo Clin, Dept Quantitat Hlth Sci, Rochester, MN 55905 USAMayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USA
Zhang, Shuwen
Hu, Hongru
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Univ Calif Davis, Genome Ctr, Davis, CA 95616 USAMayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USA
Hu, Hongru
Quicksall, Zachary
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Mayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USAMayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USA
Quicksall, Zachary
Lee, Sangderk
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Univ Kentucky, Sanders Brown Ctr Aging, Lexington, KY 40536 USAMayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USA
Lee, Sangderk
Morganti, Josh M.
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Univ Kentucky, Sanders Brown Ctr Aging, Lexington, KY 40536 USA
Univ Kentucky, Dept Neurosci, Lexington, KY 40536 USAMayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USA
Morganti, Josh M.
Johnson, Lance A.
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Univ Kentucky, Sanders Brown Ctr Aging, Lexington, KY 40536 USA
Univ Kentucky, Dept Physiol, Lexington, KY 40536 USAMayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USA
Johnson, Lance A.
Asmann, Yan W.
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Mayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USAMayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USA
Asmann, Yan W.
Zhao, Na
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Mayo Clin, Dept Neurosci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USAMayo Clin, Dept Quantitat Hlth Sci, 4500 San Pablo Rd South, Jacksonville, FL 32224 USA
机构:
Ohio State Univ, Math Biosci Inst, Columbus, OH 43210 USA
Ohio State Univ, Dept Plant Cellular & Mol Biol, Columbus, OH 43210 USA
Ohio State Univ, Ctr Plant Biotechnol, Columbus, OH 43210 USAOhio State Univ, Math Biosci Inst, Columbus, OH 43210 USA
Siegal-Gaskins, Dan
Ash, Joshua N.
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Ohio State Univ, Dept Elect & Comp Engn, Columbus, OH 43210 USAOhio State Univ, Math Biosci Inst, Columbus, OH 43210 USA
机构:
Cornell Univ, Coll Vet Med, 1Baker Inst Anim Hlth, Ithaca, NY 14853 USA
Cornell Univ, Grad Field Computat Biol, Ithaca, NY 14850 USA
Mem Sloan Kettering Canc Ctr, Computat & Syst Biol Program, Sloan Kettering Inst, 1275 York Ave, New York, NY 10021 USACornell Univ, Coll Vet Med, 1Baker Inst Anim Hlth, Ithaca, NY 14853 USA
Chu, Tinyi
Wang, Zhong
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Dalian Univ Technol, Sch Software Technol, Dalian, Peoples R ChinaCornell Univ, Coll Vet Med, 1Baker Inst Anim Hlth, Ithaca, NY 14853 USA
Wang, Zhong
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Pe'er, Dana
Danko, Charles G.
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Cornell Univ, Coll Vet Med, 1Baker Inst Anim Hlth, Ithaca, NY 14853 USA
Cornell Univ, Coll Vet Med, Dept Biomed Sci, Ithaca, NY 14853 USACornell Univ, Coll Vet Med, 1Baker Inst Anim Hlth, Ithaca, NY 14853 USA
机构:
Georgetown Univ, Med Ctr, Dept Biostat Bioinformat & Biomath, Washington, DC 20057 USAGeorgetown Univ, Med Ctr, Dept Biostat Bioinformat & Biomath, Washington, DC 20057 USA
Luo, Yutong
Fan, Ruzong
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Georgetown Univ, Med Ctr, Dept Biostat Bioinformat & Biomath, Washington, DC 20057 USA
NHGRI, Computat & Stat Genom Branch, NIH, Baltimore, MD USAGeorgetown Univ, Med Ctr, Dept Biostat Bioinformat & Biomath, Washington, DC 20057 USA