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.

Details

Title
The chromatin landscape of healthy and injured cell types in the human kidney
Author
Gisch, Debora L. 1   VIAFID ORCID Logo  ; Brennan, Michelle 2   VIAFID ORCID Logo  ; Lake, Blue B. 3   VIAFID ORCID Logo  ; Basta, Jeannine 4 ; Keller, Mark S. 5   VIAFID ORCID Logo  ; Melo Ferreira, Ricardo 1   VIAFID ORCID Logo  ; Akilesh, Shreeram 6 ; Ghag, Reetika 4 ; Lu, Charles 4 ; Cheng, Ying-Hua 1 ; Collins, Kimberly S. 1   VIAFID ORCID Logo  ; Parikh, Samir V. 7 ; Rovin, Brad H. 7 ; Robbins, Lynn 8 ; Stout, Lisa 4 ; Conklin, Kimberly Y. 9 ; Diep, Dinh 9 ; Zhang, Bo 4   VIAFID ORCID Logo  ; Knoten, Amanda 4 ; Barwinska, Daria 1   VIAFID ORCID Logo  ; Asghari, Mahla 1 ; Sabo, Angela R. 1   VIAFID ORCID Logo  ; Ferkowicz, Michael J. 1 ; Sutton, Timothy A. 1   VIAFID ORCID Logo  ; Kelly, Katherine J. 1 ; De Boer, Ian H. 6 ; Rosas, Sylvia E. 10 ; Kiryluk, Krzysztof 11   VIAFID ORCID Logo  ; Hodgin, Jeffrey B. 12   VIAFID ORCID Logo  ; Alakwaa, Fadhl 12 ; Winfree, Seth 13   VIAFID ORCID Logo  ; Jefferson, Nichole 14 ; Türkmen, Aydın 15 ; Gaut, Joseph P. 9 ; Gehlenborg, Nils 5   VIAFID ORCID Logo  ; Phillips, Carrie L. 1 ; El-Achkar, Tarek M. 1 ; Dagher, Pierre C. 1   VIAFID ORCID Logo  ; Hato, Takashi 1   VIAFID ORCID Logo  ; Zhang, Kun 9   VIAFID ORCID Logo  ; Himmelfarb, Jonathan 6 ; Kretzler, Matthias 12 ; Mollah, Shamim 4   VIAFID ORCID Logo  ; Lake, Blue 16 ; Morales, Alexander 17 ; Stillman, Isaac 17 ; Lecker, Stewart 17 ; Bogen, Steve 18 ; Verma, Ashish 19 ; Yu, Guanghao 19 ; Schmidt, Insa 19 ; Henderson, Joel 19 ; Beck, Laurence 19 ; Yadati, Pranav 19 ; Waikar, Sushrut 19 ; Amodu, Afolarin A. 19 ; Maikhor, Shana 19 ; Ilori, Titlayo 19 ; Colona, Mia R. 20 ; Weins, Astrid 20 ; McMahon, Gearoid 20 ; Hacohen, Nir 21 ; Greka, Anna 21 ; Marshall, Jamie L. 21 ; Hoover, Paul J. 21 ; Viswanathan, Vidya S. 22 ; Crawford, Dana 22 ; Aulisio, Mark 22 ; Bush, William 22 ; Chen, Yijiang 22 ; Madabhushi, Anant 22 ; O’Malley, Charles 23 ; Gadegbeku, Crystal 23 ; Sendrey, Dianna 23 ; Poggio, Emilio 23 ; O’Toole, John 23 ; Sedor, John 23 ; Taliercio, Jonathan 23 ; Bush, Lakeshia 23 ; Herlitz, Leal 23 ; Palmer, Ellen 23 ; Nguyen, Jane 23 ; Spates-Harden, Kassandra 23 ; Cooperman, Leslie 23 ; Jolly, Stacey 23 ; Vinovskis, Carissa 24 ; Bomback, Andrew 11 ; Barasch, Jonathan 11 ; Appelbaum, Paul 11 ; D’Agati, Vivette 11 ; Berrouet, Cecilia 11 ; Mehl, Karla 11 ; Sabatello, Maya 11 ; Shang, Ning 11 ; Balderes, Olivia 11 ; Canetta, Pietro A. 11 ; Kudose, Satoru 11 ; de Pinho Gonçalves, Joana 25 ; Migas, Lukasz 25 ; Van de Plas, Raf 25 ; Lardenoije, Roy 25 ; Barisoni, Laura 26 ; Rennke, Helmut 5 ; Verdoes, Abraham 1 ; Sabo, Angela 1 ; Gisch, Debora Lidia 1 ; Williams, James 1 ; Kelly, Katherine 1 ; Dunn, Kenneth 1 ; Eadon, Michael 1 ; Ferkowicz, Michael 1 ; Dagher, Pierre 1 ; Bledsoe, Sharon 1 ; Wofford, Stephanie 1 ; Sutton, Timothy 1 ; Bowen, William 1 ; Slade, Austen 1 ; Record, Elizabeth 1 ; Cheng, Yinghua 1 ; Jain, Yashvardhan 1 ; Herr, Bruce 27 ; Quardokus, Ellen 27 ; Wang, Ashley 28 ; Villalobos, Celia Pamela Corona 28 ; Parikh, Chirag 28 ; Atta, Mohamed 28 ; Menez, Steven 28 ; Wen, Yumeng 28 ; Xu, Alan 28 ; Bernard, Lauren 28 ; Johansen, Camille 10 ; Chen, Sarah 10 ; Rosas, Sylvia 10 ; Donohoe, Isabel 10 ; Sun, Jennifer 10 ; Knight, Richard 29 ; Shpigel, Anna 29 ; Bebiak, Jack 29 ; Saul, John 29 ; Ardayfio, Joseph 29 ; Koewler, Robert 29 ; Pinkeney, Roy 29 ; Campbell, Taneisha 29 ; Azeloglu, Evren 30 ; Nadkarni, Girish 30 ; He, John 30 ; Tokita, Joji 30 ; Campbell, Kirk 30 ; Patel, Marissa 30 ; Lefferts, Sean 30 ; Iyengar, Srinivas Ravi 30 ; Ward, Stephen 30 ; Coca, Steven 30 ; He, Cijang 30 ; Xiong, Yuguang 30 ; Prasad, Pottumarthi 31 ; Rovin, Brad 7 ; Shapiro, John P. 7 ; Parikh, Samir 7 ; Madhavan, Sethu M. 7 ; Lukowski, Jessica 32 ; Velickovic, Dusan 32 ; Pasa-Tolic, Ljiljana 32 ; Oliver, George (Holt) 33 ; Troyanskaya, Olga 34 ; Sealfon, Rachel 34 ; Mao, Weiguang 34 ; Wong, Aaron 34 ; Pollack, Ari 35 ; Goltsev, Yury 36 ; Ginley, Brandon 37 ; Lutnick, Brendon 37 ; Nolan, Garry 38 ; Anjani, Kavya 38 ; Mukatash, Tariq 38 ; Laszik, Zoltan G. 38 ; Campos, Baltazar 39 ; Thajudeen, Bijin 39 ; Beyda, David 39 ; Bracamonte, Erika 39 ; Brosius, Frank 39 ; Woodhead, Gregory 39 ; Mendoza, Katherine 39 ; Marquez, Nicole 39 ; Scott, Raymond 39 ; Tsosie, Rebecca 39 ; Saunders, Milda 40 ; Rike, Adele 41 ; Woodle, E. Steve 41 ; Lee, Paul J. 41 ; Alloway, Rita R. 41 ; Shi, Tiffany 41 ; Hsieh, Elena 24 ; Kendrick, Jessica 24 ; Thurman, Joshua 24 ; Wrobel, Julia 24 ; Pyle, Laura 24 ; Bjornstad, Petter 24 ; Lucarelli, Nicholas 42 ; Sarder, Pinaki 42 ; Renteria, Amada 43 ; Ricardo, Ana 43 ; Srivastava, Anand 43 ; Redmond, Devona 43 ; Carmona-Powell, Eunice 43 ; Bui, James 43 ; Lash, James 43 ; Fox, Monica 43 ; Meza, Natalie 43 ; Gaba, Ron 43 ; Setty, Suman 43 ; Kelly, Tanika 43 ; Lienczewski, Chrysta 12 ; Demeke, Dawit 12 ; Otto, Edgar 12 ; Ascani, Heather 12 ; Hodgin, Jeff 12 ; Schaub, Jennifer 12 ; Hartman, John 12 ; Mariani, Laura 12 ; Bitzer, Markus 12 ; Rose, Michael 12 ; Bonevich, Nikki 12 ; Conser, Ninive 12 ; McCown, Phillip 12 ; Dull, Rachel 12 ; Menon, Rajasree 12 ; Reamy, Rebecca 12 ; Eddy, Sean 12 ; Balis, Ul 12 ; Blanc, Victoria 12 ; Nair, Viji 12 ; He, Yongqun Oliver 12 ; Wright, Zachary 12 ; Steck, Becky 12 ; Luo, Jinghui 12 ; Frey, Renee 12 ; Coleman, Alyson 44 ; Henderson-Brown, Dorisann 44 ; Berge, Jerica 44 ; Caramori, Maria Luiza 44 ; Adeyi, Oyedele 44 ; Nachman, Patrick 44 ; Safadi, Sami 44 ; Flanagan, Siobhan 44 ; Ma, Sisi 44 ; Klett, Susan 44 ; Wolf, Susan 44 ; Harindhanavudhi, Tasma 44 ; Rao, Via 44 ; Mottl, Amy 45 ; Froment, Anne 45 ; Zeitler, Evan 45 ; Bream, Peter 45 ; Kelley, Sara 45 ; Rosengart, Matthew 46 ; Elder, Michele 46 ; Palevsky, Paul 46 ; Murugan, Raghavan 46 ; Hall, Daniel E. 46 ; Bender, Filitsa 46 ; Winters, James 46 ; Kellum, John A. 46 ; Gilliam, Matthew 46 ; Tublin, Mitchell 46 ; Tan, Roderick 46 ; Zhang, Guanshi 47 ; Sharma, Kumar 47 ; Venkatachalam, Manjeri 47 ; Hendricks, Allen 48 ; Kermani, Asra 48 ; Torrealba, Jose 48 ; Vazquez, Miguel 48 ; Wang, Nancy 48 ; Cai, Qi 48 ; Miller, Richard Tyler 48 ; Ma, Shihong 48 ; Hedayati, Susan 48 ; Hoofnagle, Andrew 6 ; Wangperawong, Artit 6 ; Berglund, Ashley 6 ; Dighe, Ashveena L. 6 ; Young, Bessie 6 ; Larson, Brandon 6 ; Berry, Brooke 6 ; Alpers, Charles 6 ; Limonte, Christine 6 ; Stutzke, Christy 6 ; Roberts, Glenda 6 ; de Boer, Ian 6 ; Snyder, Jaime 6 ; Phuong, Jimmy 6 ; Carson, Jonas 6 ; Rezaei, Kasra 6 ; Tuttle, Katherine 6 ; Brown, Keith 6 ; Blank, Kristina 6 ; Sarkisova, Natalya 6 ; McClelland, Robyn 6 ; Mooney, Sean 6 ; Nam, Yunbi 6 ; Wilcox, Adam 6 ; Park, Christopher 6 ; Dowd, Frederick 6 ; Williams, Kayleen 6 ; Grewenow, Stephanie M. 6 ; Daniel, Stephen 6 ; Shankland, Stuart 6 ; Pamreddy, Annapurna 49 ; Ye, Hongping 49 ; Montellano, Richard 49 ; Bansal, Shweta 49 ; Pillai, Anil 48 ; Zhang, Dianbo 48 ; Park, Harold 48 ; Patel, Jiten 48 ; Sambandam, Kamalanathan 48 ; Basit, Mujeeb 48 ; Wen, Natasha 48 ; Moe, Orson W. 48 ; Toto, Robert D. 48 ; Lee, Simon C. 48 ; Sharman, Kavya 50 ; Caprioli, Richard M. 50 ; Fogo, Agnes 50 ; Allen, Jamie 50 ; Spraggins, Jeffrey 50 ; Djambazova, Katerina 50 ; de Caestecker, Mark 50 ; Dufresne, Martin 50 ; Farrow, Melissa 50 ; Vijayan, Anitha 4 ; Minor, Brittany 4 ; Nwanne, Gerald 4 ; Gaut, Joseph 4 ; Conlon, Kristine 4 ; Kaushal, Madhurima 4 ; Diettman, Sabine M. 4 ; Victoria Castro, Angela M. 51 ; Moledina, Dennis 51 ; Wilson, Francis P. 51 ; Moeckel, Gilbert 51 ; Cantley, Lloyd 51 ; Shaw, Melissa 51 ; Kakade, Vijayakumar 51 ; Arora, Tanima 51 ; Jain, Sanjay 4   VIAFID ORCID Logo  ; Rauchman, Michael 4   VIAFID ORCID Logo  ; Eadon, Michael T. 1   VIAFID ORCID Logo 

 Indiana University School of Medicine, Indianapolis, USA (GRID:grid.257413.6) (ISNI:0000 0001 2287 3919) 
 Saint Louis University, St. Louis, USA (GRID:grid.262962.b) (ISNI:0000 0004 1936 9342) 
 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) 
 Washington University in Saint Louis, St. Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002) 
 Harvard Medical School, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X) 
 University of Washington –, Seattle, USA (GRID:grid.34477.33) (ISNI:0000 0001 2298 6657) 
 Ohio State University Wexner Medical Center, Columbus, USA (GRID:grid.412332.5) (ISNI:0000 0001 1545 0811) 
 St. Louis Veteran Affairs Medical Center, St. Louis, USA (GRID:grid.412332.5) 
 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) 
Pages
433
Publication year
2024
Publication date
2024
Publisher
Nature Publishing Group
e-ISSN
20411723
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
2912902922
Copyright
© The Author(s) 2024. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.