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10.1172/jci.insight.207157
1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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Li, Z.
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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Lu, S.
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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Long, D.
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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Yoder, B.
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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Hopp, K.
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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Ma, Q.
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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Ma, A.
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1Department of Internal Medicine, Division of Nephrology, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
2Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, United States of America
3Department of Cell, Development, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
4UCL Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
5Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
6Division of Nephrology, Boston Children’s Hospital, Boston, United States of America
7Department of Medicine, Division of Renal Diseases and Hypertension, University of Colorado Anschutz Medical Campus, Aurora, United States of America
8Department of Internal Medicine, Mayo Clinic, Rochester, United States of America
9College of Medicine Core Facilities, University of Oklahoma Health Sciences Center, Oklahoma City, United States of America
10Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham, United States of America
11The Jared Grantham Kidney Institute, University of Kansas Medical Center, Kansas City, United States of America
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Published July 28, 2026 - More info
Polycystic kidney disease (PKD) arises from mutations in cilia-associated genes, such as PKD1 and PKD2, expressed in renal epithelial cells, leading to progressive kidney dysfunction and end-stage kidney disease (ESKD). PKD patients exhibit significant heterogeneity in disease progression, largely due to genetic and environmental modifiers. Like patients, mouse models of PKD also exhibit significant heterogeneity with regards to the gene mutated, age of disease onset, and rate of disease progression. To elucidate the cellular and molecular consequences of these variables, we constructed an integrated single-cell RNA sequencing atlas across mouse models of PKD, mapping changes in cell type composition, gene expression, and intercellular signaling networks across the whole atlas and within individual models. Across models, single cell RNA sequencing (scRNAseq) data revealed increased Spp1 (osteopontin) expression and signaling from PKD-enriched clusters. Global deletion of Spp1 in Pkd1RC/RC mice resulted in a modest reduction in cyst severity and improved kidney function. From these studies, we created a freely available, searchable website (https://bmblx.bmi.osumc.edu/scPKD/) that can be used to identify cross- and intra-model changes in gene expression, guiding researchers to new therapeutic targets for treating PKD.