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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
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Research Article Nephrology

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

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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

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Figure 2

Defining tubular heterogeneity and cellular identity with IMC.

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Defining tubular heterogeneity and cellular identity with IMC.
(A–G) Ind...
(A–G) Individual tubule markers pseudocolored and depicted on a single region of cortex from living donor kidney. Arrow in E indicates distal convoluted tubule, as denoted by high calbindin staining. (H) Merged image for all 7 channels, overlaid on a pre-ablation light microscopic image of the tissue. Panels E, F, and H highlight a transitional area in which cytokeratin-7–positive, calbindin-negative cells (arrowheads) are interspersed in the same tubule. (I–O) Identical tubule markers from medulla on the same kidney, with images processed identically to those in A–G. (P) Merged image of all 7 channels, overlaid on a light image of the pre-ablation tissue. Arrows in J, N, and P denote an aquaporin-1–positive, megalin-low, cytokeratin-7–positive, β-catenin–negative tubule. Arrowheads in L, N, and P denote a THP-positive, aquaporin-1–negative, cytokeratin-7–negative tubule. β-CAT, β-catenin; AQP1, aquaporin-1; AQP2, aquaporin-2; MEG, megalin; THP, Tamm-Horsfall protein; CALB, calbindin; CK7, cytokeratin-7. Scale bar: 100 μm (A).

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