Kidney tissue atlas serves as blueprint for understanding kidney injury, disease

Research collaboration details molecular knowledge, step toward personalized medicine

Researchers at Washington University School of Medicine in St. Louis helped lead a major study, funded by the National Institutes of Health (NIH), that uncovered rich cellular and molecular diversity in healthy and diseased kidneys, creating a kidney tissue atlas that will help further understanding of kidney injury and disease. (Image: Getty Images)

Scientists at Washington University School of Medicine in St. Louis are among the leaders of a multi-institution research team that has built an atlas focused on the kidney’s myriad cells. The aim of the kidney tissue atlas is to further the understanding of kidney injury and disease.

Building on previous work showing 30 cell types in the kidney, the researchers revealed 51 cell types, some rare and novel, in the healthy kidney and 28 related cell types with features associated with injury or recovery. They uncovered diverse cellular microcosms with rich genetic signatures along segments of the kidney associated with kidney failure in patients or recovery from injury. Altogether, they created a comprehensive 2D and 3D map of kidney cell organization and molecular identity in healthy and diseased kidneys.

The study, funded by the National Institute of Diabetes and Digestive and Kidney Diseases of the National Institutes of Health (NIH), is published July 19 in Nature.

“We don’t have great treatment options for patients with kidney disease,” said Sanjay Jain, MD, PhD, a Washington University professor of medicine who led this study with five co-corresponding authors. “By mapping molecular signatures, we hope to predict which patients are at risk of progressing to kidney failure. This molecular knowledge will, one day, lead us to precise, customized treatments for our patients.”

Jain’s team, including co-investigators Joseph P. Gaut, MD, PhD, the Ladenson Professor of Pathology & Immunology; Anitha Vijayan, MD, a professor of medicine in the Division of Nephrology; and Eric H. Kim, MD, an associate professor of surgery, worked with other members of the Kidney Precision Medicine Project (KPMP), Human BioMolecular Atlas Program (HuBMAP), Human Cell Atlas, and scientists from other institutions to complete single-cell and spatial tests on nearly 100 healthy and diseased human kidneys.

The Kidney Precision Medicine Project, also supported by the NIH, aims to improve kidney disease treatment. It is working to do so with the help of participants with kidney disease who are willing to undergo kidney biopsies solely to contribute to research. The study also received support from HuBMAP, an NIH Common Fund-sponsored program that aims to spatially define every cell in the healthy human body, and the Human Cell Atlas, an international research effort to gather information on at least 10 billion human cells.

The new research is one of nine studies, published simultaneously across the Nature Portfolio journals, introducing the first set of maps created by researchers at institutions supported by HuBMAP. Jain is also a co-senior author on another of the studies, published in Nature Communications, that maps healthy and injured cellular neighborhoods in areas where kidney stones form, and identifies biomarkers in the urine that are unique to patients with kidney stone disease.

Kidney functional mass slowly declines after age 35. Chronic illnesses such as diabetes and hypertension and accumulating kidney injury — through physiological aging, low oxygen or changes in blood flow to the kidneys during surgery, reactions to medication, recreational drug use and even dehydration — can rapidly accelerate natural decline and cause kidney disease and, ultimately, kidney failure. Treatment options are limited to dialysis or difficult-to-come-by organ donation.

Using single-cell analyses, the researchers characterized the molecular features of healthy and diseased kidney cells in different kidney segments from patient kidney biopsy samples. They also performed spatial analyses to create 3D pictures of cells living in communities and communicating with their neighbors. A comprehensive view of such relationships may mitigate nonspecific therapeutic targeting of the whole kidney and entire cellular communities, and pave the way for better, more precise drugs with fewer side effects.

“We created a benchmark atlas that the community can use as a reference to get insights into how kidney disease develops,” said Jain, also a director of the Kidney Translational Research Center, which serves as a biorepository for collected kidney biopsies, some of which were used in the study as part of the Human BioMolecular Atlas Program. “We looked at how kidney cells are organized, their molecular identities, and how they shift from healthy to diseased states. With this knowledge, we can start thinking about the drugs or small molecule targets that can prevent progression to disease or promote recovery from injury.”

Jain was surprised by the diversity of cell types, including interstitial, immune and endothelial, uncovered by analyzing 300,000 human kidney cells. “We found several altered cell states in many different kidney segments, reflecting the plasticity in cell phenotypes as cells transition through healthy, injury and recovery states,” he said, adding that he is in awe of the complexity of the atlas’ second version, which is underway and involves analyzing more than 1 million kidney cells.

The collaboration also created several resources users can leverage to identify and understand their own research results. One such tool provides standardized nomenclature and benchmark identities of major, minor and rare cells in the kidney. Researchers can now annotate their own data sets and help to promote consistent communication across research studies.

The multidisciplinary team includes co-investigators Michael T. Eadon, MD, Pierre C. Dagher, MD, and Tarek M. El-Achkar, MD, nephrologists from Indiana University; Kun Zhang, PhD, a professor of bioengineering who conducted the research while at the University of California, San Diego; and Matthias Kretzler, MD, PhD, a nephrologist and professor of computational medicine and bioinformatics from the University of Michigan.


Lake BB, Menon R, Winfree S, Hu Q, Ferreira RM, Kalhor K, Barwinska D, Otto EA, Ferkowicz M, Diep D, Plongthongkum N, Knoten A, Urata S, Mariani LH, Naik AS, Eddy S, Zhang B, Wu Y, Salamon D, Williams JC, Wang X, Balderrama KS, Hoover PJ, Murray E, Marshall JL, Noel T, Vijayan A, Hartman A, Chen F, Waikar SS, Rosas SE, Wilson FP, Palevsky PM, Kiryluk K, Sedor JR, Toto RD, Parikh CR, Kim EH, Satija R, Greka A, Macosko EZ, Kharchenko PV, Gaut JP, Hodgin JB, KPMP Consortium, Eadon MT, Dagher PC, El-Achkar TM, Zhang K, Kretzler M & Jain S. An atlas of healthy and injured cell states and niches in the human kidney. Nature. July 19, 2023. DOI: 10.1038/s41586-023-05769-3I

Funding for this project was provided by the National Institutes of Health (NIH), grant number S10 OD026929; the National Cancer Institute, grant number P30 CA91842; the Institute of Clinical and Translational Sciences/Clinical and Translational Science Awards, grant number UL1TR002345; the National Institute of Diabetes and Digestive and Kidney Diseases, grant numbers U2C DK114886, UH3DK114861, UH3DK114866, UH3DK114870, UH3DK114908, UH3DK114915, UH3DK114926, UH3DK114907, UH3DK114923 and UH3DK114933. The HuBMAP data were supported by OT2D033760, U54HL145608 and U54DK134301. Additional NIH support was provided by NIH/NIDDK, grant number K08DK107864; by Indiana Grand Challenge Precision Health fund; R01DK111651; P30 DK079312; P01 DK056788; U2CDK114886, U54DK083912, P30 DK081943/HCA: Kidney Seed Network; K23DK125529; U54DK083912; U01MH114828; and UH3CA246632.

Disclosures: Anitha Vijayan is a consultant for Astute and NxStage. Sanjay Jain is a paid Blue Sky mentor for Meharry Medical College, Nashville and receives royalties from Elsevier.

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Canela VH, Bowen WS, Ferreira RM, Syed F, Lingeman JE, Sabo AR, Barwinska D, Winfree S, Lake BB, Cheng YH, Gaut JP, Ferkowicz M, LaFavers KA, Zhang K, Coe FL, Worcester E, the Kidney Precision Medicine Project, Jain S, Eadon MT, Williams, Jr. JC, & El-Achkar TM. A spatially anchored transcriptomic atlas of the human kidney papilla identifies significant immune injury in patients with stone disease. Nature Communications. July 19, 2023. DOI: 10.1038/s41467-023-38975-8

Funding for this project was provided by the NIH, grant numbers P01 DK056788, U01 DK114923, P30 DK079312, R01 DK111651, U54 DK134301.

About Washington University School of Medicine

WashU Medicine is a global leader in academic medicine, including biomedical research, patient care and educational programs with 2,800 faculty. Its National Institutes of Health (NIH) research funding portfolio is the third largest among U.S. medical schools, has grown 52% in the last six years, and, together with institutional investment, WashU Medicine commits well over $1 billion annually to basic and clinical research innovation and training. Its faculty practice is consistently within the top five in the country, with more than 1,800 faculty physicians practicing at 65 locations and who are also the medical staffs of Barnes-Jewish and St. Louis Children’s hospitals of BJC HealthCare. WashU Medicine has a storied history in MD/PhD training, recently dedicated $100 million to scholarships and curriculum renewal for its medical students, and is home to top-notch training programs in every medical subspecialty as well as physical therapy, occupational therapy, and audiology and communications sciences.

Originally published by the School of Medicine