Go to The Journal of Clinical Investigation
  • About
  • Editors
  • Consulting Editors
  • For authors
  • Journal stats
  • Publication ethics
  • Publication alerts by email
  • Transfers
  • Advertising
  • Job board
  • Contact
  • Physician-Scientist Development
  • Current issue
  • Past issues
  • By specialty
    • COVID-19
    • Cardiology
    • Immunology
    • Metabolism
    • Nephrology
    • Oncology
    • Pulmonology
    • All ...
  • Videos
  • Collections
    • In-Press Preview
    • Resource and Technical Advances
    • Clinical Research and Public Health
    • Research Letters
    • Editorials
    • Perspectives
    • Physician-Scientist Development
    • Reviews
    • Top read articles

  • Current issue
  • Past issues
  • Specialties
  • In-Press Preview
  • Resource and Technical Advances
  • Clinical Research and Public Health
  • Research Letters
  • Editorials
  • Perspectives
  • Physician-Scientist Development
  • Reviews
  • Top read articles
  • About
  • Editors
  • Consulting Editors
  • For authors
  • Journal stats
  • Publication ethics
  • Publication alerts by email
  • Transfers
  • Advertising
  • Job board
  • Contact
Development of a 2-dimensional atlas of the human kidney with imaging mass cytometry
Nikhil Singh, Zachary M. Avigan, Judith A. Kliegel, Brian M. Shuch, Ruth R. Montgomery, Gilbert W. Moeckel, Lloyd G. Cantley
Nikhil Singh, Zachary M. Avigan, Judith A. Kliegel, Brian M. Shuch, Ruth R. Montgomery, Gilbert W. Moeckel, Lloyd G. Cantley
View: Text | PDF
Research Article Nephrology

Development of a 2-dimensional atlas of the human kidney with imaging mass cytometry

  • Text
  • PDF
Abstract

An incomplete understanding of the biology of the human kidney, including the relative abundances of and interactions between intrinsic and immune cells, has long constrained the development of therapies for kidney disease. The small amount of tissue obtained by renal biopsy has previously limited the ability to use patient samples for discovery purposes. Imaging mass cytometry (IMC) is an ideal technology for quantitative interrogation of scarce samples, permitting concurrent analysis of more than 40 markers on a single tissue section. Using a validated panel of metal-conjugated antibodies designed to confer unique signatures on the structural and infiltrating cells comprising the human kidney, we performed simultaneous multiplexed imaging with IMC in 23 channels on 16 histopathologically normal human samples. We devised a machine-learning pipeline (Kidney-MAPPS) to perform single-cell segmentation, phenotyping, and quantification, thus creating a spatially preserved quantitative atlas of the normal human kidney. These data define selected baseline renal cell types, respective numbers, organization, and variability. We demonstrate the utility of IMC coupled to Kidney-MAPPS to qualitatively and quantitatively distinguish individual cell types and reveal expected as well as potentially novel abnormalities in diseased versus normal tissue. Our studies define a critical baseline data set for future quantitative analysis of human kidney disease.

Authors

Nikhil Singh, Zachary M. Avigan, Judith A. Kliegel, Brian M. Shuch, Ruth R. Montgomery, Gilbert W. Moeckel, Lloyd G. Cantley

×

Figure 6

Comparative analysis of nephrectomy tissue, living donor tissue, and interstitial nephritis with IMC reveals variability in stromal and immune makeup.

Options: View larger image (or click on image) Download as PowerPoint
Comparative analysis of nephrectomy tissue, living donor tissue, and int...
(A–C) Representative H&E and pseudocolored IMC images from adjacent sections of nephrectomy (A), living donor (B), and interstitial nephritis (C) tissue. The 2 IMC images for each sample represent the same region imaged at the same time, with a selection of tubular and stromal markers shown in the upper panels, and collagen IV and immune markers shown in the lower panels. Arrows mark macrophages and arrowheads mark CD8a-positive T cells in the nephrectomy and living donor tissue in A and B. Inset in C shows an area of significant interstitial nephritis, consisting of a mixed infiltrate including macrophages, CD4-positive, and CD8-positive T cells. Asterisks in C denote areas of de novo expression of cytokeratin-7 in megalin-positive tubules. (D and E) Quantification of tubular, stromal, endothelial, and immune cells, as a proportion of total cells (D) and per square millimeter (E), detected by automated analysis of IMC data. n = 11 for nephrectomy, n = 5 for living donor, and n = 3 for interstitial nephritis (I.N.). Statistical comparisons were made using the Mann-Whitney test, with P values between each group indicated. Bars show mean ± standard error of the mean. Scale bar: 800 μm (A). AQP1, aquaporin-1; AQP2, aquaporin-2; COL IV, collagen IV; VIM, vimentin; aSMA, α-smooth muscle actin; THP, Tamm-Horsfall protein; MEG, megalin; CALB, calbindin; CK7, cytokeratin-7.

Copyright © 2026 American Society for Clinical Investigation
ISSN 2379-3708

Sign up for email alerts