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Abstract
There is a need to define regions of gene activation or repression that control human kidney cells in states of health, injury, and repair to understand the molecular pathogenesis of kidney disease and design therapeutic strategies. Comprehensive integration of gene expression with epigenetic features that define regulatory elements remains a significant challenge. We measure dual single nucleus RNA expression and chromatin accessibility, DNA methylation, and H3K27ac, H3K4me1, H3K4me3, and H3K27me3 histone modifications to decipher the chromatin landscape and gene regulation of the kidney in reference and adaptive injury states. We establish a spatially-anchored epigenomic atlas to define the kidney’s active, silent, and regulatory accessible chromatin regions across the genome. Using this atlas, we note distinct control of adaptive injury in different epithelial cell types. A proximal tubule cell transcription factor network of ELF3, KLF6, and KLF10 regulates the transition between health and injury, while in thick ascending limb cells this transition is regulated by NR2F1. Further, combined perturbation of ELF3, KLF6, and KLF10 distinguishes two adaptive proximal tubular cell subtypes, one of which manifested a repair trajectory after knockout. This atlas will serve as a foundation to facilitate targeted cell-specific therapeutics by reprogramming gene regulatory networks.
Comprehensive integration of gene expression with epigenetic features is needed to understand the transition of kidney cells from health to injury. Here, the authors integrate dual single nucleus RNA expression and chromatin accessibility, DNA methylation, and histone modifications to decipher the chromatin landscape of the kidney in reference and adaptive injury cell states, identifying a transcription factor network of ELF3, KLF6, and KLF10 which regulates adaptive repair and maladaptive failed repair.
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1 Indiana University School of Medicine, Indianapolis, USA (GRID:grid.257413.6) (ISNI:0000 0001 2287 3919)
2 Saint Louis University, St. Louis, USA (GRID:grid.262962.b) (ISNI:0000 0004 1936 9342)
3 Department of Bioengineering, University of California, San Diego, La Jolla, USA (GRID:grid.266100.3) (ISNI:0000 0001 2107 4242); San Diego Institute of Science, Altos Labs, San Diego, USA (GRID:grid.266100.3) (ISNI:0000 0005 0774 3285)
4 Washington University in Saint Louis, St. Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002)
5 Harvard Medical School, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
6 University of Washington –, Seattle, USA (GRID:grid.34477.33) (ISNI:0000 0001 2298 6657)
7 Ohio State University Wexner Medical Center, Columbus, USA (GRID:grid.412332.5) (ISNI:0000 0001 1545 0811)
8 St. Louis Veteran Affairs Medical Center, St. Louis, USA (GRID:grid.412332.5)
9 Department of Bioengineering, University of California, San Diego, La Jolla, USA (GRID:grid.266100.3) (ISNI:0000 0001 2107 4242)
10 Joslin Diabetes Center, Harvard Medical School, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
11 Columbia University, New York, USA (GRID:grid.21729.3f) (ISNI:0000 0004 1936 8729)
12 University of Michigan, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000 0004 1936 7347)
13 University of Nebraska Medical Center, Omaha, USA (GRID:grid.266813.8) (ISNI:0000 0001 0666 4105)
14 Kidney Precision Medicine Project Community Engagement Committee, Dallas, USA (GRID:grid.266813.8)
15 Istanbul School of Medicine, Division of Nephrology, Istanbul, Turkey (GRID:grid.9601.e) (ISNI:0000 0001 2166 6619)
16 Altos Labs, San Diego, USA (GRID:grid.4367.6) (ISNI:0000 0005 0774 3285)
17 Beth Israel Deaconess Medical Center, Boston, USA (GRID:grid.239395.7) (ISNI:0000 0000 9011 8547)
18 Boston Cell Standards, Boston, USA (GRID:grid.239395.7)
19 Boston Medical Center, Boston, USA (GRID:grid.239424.a) (ISNI:0000 0001 2183 6745)
20 Brigham & Women’s Hospital, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294)
21 Broad Institute, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623)
22 Case Western Reserve, Cleveland, USA (GRID:grid.67105.35) (ISNI:0000 0001 2164 3847)
23 Cleveland Clinic, Cleveland, USA (GRID:grid.239578.2) (ISNI:0000 0001 0675 4725)
24 University of Colorado, Denver, USA (GRID:grid.241116.1) (ISNI:0000000107903411)
25 Delft University of Technology, Delft, Netherlands (GRID:grid.5292.c) (ISNI:0000 0001 2097 4740)
26 Duke University, Durham, USA (GRID:grid.26009.3d) (ISNI:0000 0004 1936 7961)
27 Indiana University Bloomington, Bloomington, USA (GRID:grid.411377.7) (ISNI:0000 0001 0790 959X)
28 Johns Hopkins University, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311)
29 KPMP Patient Partner, New York, USA (GRID:grid.38142.3c)
30 Mount Sinai, New York, USA (GRID:grid.416167.3) (ISNI:0000 0004 0442 1996)
31 Northwestern University, Chicago, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507)
32 Pacific Northwest National Laboratories, Richland, USA (GRID:grid.451303.0) (ISNI:0000 0001 2218 3491)
33 PCCI, Southlake, USA (GRID:grid.475799.1)
34 Princeton University, Princeton, USA (GRID:grid.16750.35) (ISNI:0000 0001 2097 5006)
35 Seattle Children’s Hospital, Seattle, USA (GRID:grid.240741.4) (ISNI:0000 0000 9026 4165)
36 Stanford University, Stanford, USA (GRID:grid.168010.e) (ISNI:0000 0004 1936 8956)
37 SUNY Buffalo, Buffalo, USA (GRID:grid.273335.3) (ISNI:0000 0004 1936 9887)
38 UC San Francisco, Seattle, USA (GRID:grid.266102.1) (ISNI:0000 0001 2297 6811)
39 University of Arizona, Tucson, USA (GRID:grid.134563.6) (ISNI:0000 0001 2168 186X)
40 University of Chicago, Chicago, USA (GRID:grid.170205.1) (ISNI:0000 0004 1936 7822)
41 University of Cincinnati, Cincinnati, USA (GRID:grid.24827.3b) (ISNI:0000 0001 2179 9593)
42 University of Florida, Gainsville, USA (GRID:grid.15276.37) (ISNI:0000 0004 1936 8091)
43 University of Illinois, Chicago, USA (GRID:grid.35403.31) (ISNI:0000 0004 1936 9991)
44 University of Minnesota, Minneapolis, USA (GRID:grid.17635.36) (ISNI:0000 0004 1936 8657)
45 University of North Carolina, Chapel Hill, USA (GRID:grid.410711.2) (ISNI:0000 0001 1034 1720)
46 University of Pittsburgh, Pittsburgh, USA (GRID:grid.21925.3d) (ISNI:0000 0004 1936 9000)
47 University of Texas Health Science Center at San Antonio, San Antonio, USA (GRID:grid.267309.9) (ISNI:0000 0001 0629 5880)
48 University of Texas Southwestern, Dallas, USA (GRID:grid.267313.2) (ISNI:0000 0000 9482 7121)
49 UT Health San Antonio, San Antonio, USA (GRID:grid.516130.0)
50 Vanderbilt University, Nashville, US (GRID:grid.152326.1) (ISNI:0000 0001 2264 7217)
51 Yale University, New Haven, USA (GRID:grid.47100.32) (ISNI:0000 0004 1936 8710)