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Augulis R, Rasmusson A, Laurinaviciene A, Jen KY, Laurinavicius A. Computational pathology model to assess acute and chronic transformations of the tubulointerstitial compartment in renal allograft biopsies. Sci Rep 2024; 14:5345. [PMID: 38438513 PMCID: PMC10912734 DOI: 10.1038/s41598-024-55936-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Accepted: 02/29/2024] [Indexed: 03/06/2024] Open
Abstract
Managing patients with kidney allografts largely depends on biopsy diagnosis which is based on semiquantitative assessments of rejection features and extent of acute and chronic changes within the renal parenchyma. Current methods lack reproducibility while digital image data-driven computational models enable comprehensive and quantitative assays. In this study we aimed to develop a computational method for automated assessment of histopathology transformations within the tubulointerstitial compartment of the renal cortex. Whole slide images of modified Picrosirius red-stained biopsy slides were used for the training (n = 852) and both internal (n = 172) and external (n = 94) tests datasets. The pipeline utilizes deep learning segmentations of renal tubules, interstitium, and peritubular capillaries from which morphometry features were extracted. Seven indicators were selected for exploring the intrinsic spatial interactions within the tubulointerstitial compartment. A principal component analysis revealed two independent factors which can be interpreted as representing chronic and acute tubulointerstitial injury. A K-means clustering classified biopsies according to potential phenotypes of combined acute and chronic transformations of various degrees. We conclude that multivariate analyses of tubulointerstitial morphometry transformations enable extraction of and quantification of acute and chronic components of injury. The method is developed for renal allograft biopsies; however, the principle can be applied more broadly for kidney pathology assessment.
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Affiliation(s)
- Renaldas Augulis
- Department of Pathology and Forensic Medicine, Institute of Biomedical Sciences of the Faculty of Medicine, Vilnius University, M. K. Ciurlionio Str. 21, 03101, Vilnius, Lithuania.
- National Centre of Pathology, Vilnius University Hospital Santaros Klinikos, P. Baublio Str. 5, 08406, Vilnius, Lithuania.
| | - Allan Rasmusson
- Department of Pathology and Forensic Medicine, Institute of Biomedical Sciences of the Faculty of Medicine, Vilnius University, M. K. Ciurlionio Str. 21, 03101, Vilnius, Lithuania
- National Centre of Pathology, Vilnius University Hospital Santaros Klinikos, P. Baublio Str. 5, 08406, Vilnius, Lithuania
| | - Aida Laurinaviciene
- Department of Pathology and Forensic Medicine, Institute of Biomedical Sciences of the Faculty of Medicine, Vilnius University, M. K. Ciurlionio Str. 21, 03101, Vilnius, Lithuania
- National Centre of Pathology, Vilnius University Hospital Santaros Klinikos, P. Baublio Str. 5, 08406, Vilnius, Lithuania
| | - Kuang-Yu Jen
- Department of Pathology and Laboratory Medicine, University of California, Davis School of Medicine, Sacramento, CA, USA
| | - Arvydas Laurinavicius
- Department of Pathology and Forensic Medicine, Institute of Biomedical Sciences of the Faculty of Medicine, Vilnius University, M. K. Ciurlionio Str. 21, 03101, Vilnius, Lithuania
- National Centre of Pathology, Vilnius University Hospital Santaros Klinikos, P. Baublio Str. 5, 08406, Vilnius, Lithuania
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Asghar MS, Denic A, Rule AD. Morphometric analysis of chronicity on kidney biopsy: a useful prognostic exercise. Clin Kidney J 2024; 17:sfad226. [PMID: 38327281 PMCID: PMC10849190 DOI: 10.1093/ckj/sfad226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Indexed: 02/09/2024] Open
Abstract
Chronic changes on kidney biopsy specimens include increasing amounts of arteriosclerosis, glomerulosclerosis, interstitial fibrosis and tubular atrophy, enlarged nephron size, and reduced nephron number. These chronic changes are difficult to accurately assess by visual inspection but are reasonably quantified using morphometry. This review describes the various patient populations that have undergone morphometric analysis of kidney biopsies. The common approaches to morphometric analysis are described. The chronic kidney disease outcomes associated with various chronic changes by morphometry are also summarized. Morphometry enriches the characterization of chronicity on a kidney biopsy and this can supplement the pathologist's diagnosis. Artificial intelligence image processing tools are needed to automate the annotations needed for practical morphometric analysis of kidney biopsy specimens in routine clinical care.
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Affiliation(s)
- Muhammad S Asghar
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, MN, USA
| | - Aleksandar Denic
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, MN, USA
| | - Andrew D Rule
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, MN, USA
- Division of Epidemiology, Mayo Clinic, Rochester, MN, USA
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Keijbeck A, Raaijmaakers A, Hillen L, Gelens M, van Kuijk S, Cleutjens JPM, Peutz-Kootstra C, Christiaans M. Visual interstitial fibrosis assessment as continuous variable in protocol renal transplant biopsies. Histopathology 2023; 82:713-721. [PMID: 36579371 DOI: 10.1111/his.14857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2022] [Revised: 12/22/2022] [Accepted: 12/23/2022] [Indexed: 12/30/2022]
Abstract
AIMS In current renal transplant pathology practice, interstitial fibrosis is visually assessed in categories according to the Banff classification. As this has a moderate reproducibility, which is little ameliorated by morphometric analysis, we investigated whether visual renal fibrosis assessment is feasible on a continuous scale, i.e. as a percentage of affected area of the cortex. METHODS AND RESULTS Protocol renal biopsies taken at transplantation (n = 125), three (n = 73) and 12 months (n = 88) after transplantation were visually scored in categories (Banff) and percentages for interstitial fibrosis (ci). Interobserver variation (ICC and weighted κ) was assessed, and morphometric analysis on Sirius red-stained sections was performed. Correlations between the different methods and their association with donor age and eGFR 1 and 5 years post-transplant were analysed using Pearson's or Spearman's rho. Interobserver agreement was equivalent for Banff and %ci (κ = 0.713 versus ICC = 0.792), and for Banff IF/TA and %IF/TA (κ = 0.615 versus ICC = 0.743). Both Banff and %ci were associated with Sirius red morphometry in 3 and 12 months. With all three methods, a significant correlation was found between donor age and fibrosis in the implantation biopsy and between fibrosis in the 12 months' biopsy and eGFR at 1 and 5 years (eGFR at 1 year: Sirius red ρ = 0.487, %ci ρ = 0.393, Banff ρ = 0.413, all P < 0.01, eGFR at 5 years: Sirius red ρ = 0.392, %ci ρ = 0.333, Banff ρ = 0.435, all P < 0.01). CONCLUSION Interstitial fibrosis assessment on a continuous scale can be used next to scoring in categories according to the Banff classification in protocol renal transplant biopsies.
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Affiliation(s)
- Anke Keijbeck
- Department of Pathology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre, Maastricht, the Netherlands
| | - Anniek Raaijmaakers
- Department of Pathology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre, Maastricht, the Netherlands
| | - Lisa Hillen
- Department of Pathology, GROW School for Oncology and Developmental Biology, Maastricht University Medical Centre, Maastricht, the Netherlands
| | - Marielle Gelens
- Department of Internal Medicine, Division of Nephrology, School of Nutrition and Translational Research in Metabolism University Maastricht (NUTRIM), Maastricht University Medical Centre, Maastricht, the Netherlands
| | - Sander van Kuijk
- Department of Clinical Epidemiology and Medical Technology Assessment (KEMTA), Maastricht University Medical Centre, Maastricht, the Netherlands
| | - Jack P M Cleutjens
- Department of Pathology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre, Maastricht, the Netherlands
| | - Carine Peutz-Kootstra
- Department of Pathology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre, Maastricht, the Netherlands
| | - Maarten Christiaans
- Department of Internal Medicine, Division of Nephrology, School of Nutrition and Translational Research in Metabolism University Maastricht (NUTRIM), Maastricht University Medical Centre, Maastricht, the Netherlands
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Tariq M, Gallien S, Surenaud M, Wiedemann A, Jean-Louis F, Lacabaratz C, Lopez Zaragoza JL, Zeitoun JD, Ysmail-Dalhouk S, Lelièvre JD, Lévy Y, Hüe S. Profound Defect of Amphiregulin Secretion by Regulatory T Cells in the Gut of HIV-Treated Patients. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2022; 208:2300-2308. [PMID: 35500933 DOI: 10.4049/jimmunol.2100725] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Accepted: 03/07/2022] [Indexed: 06/14/2023]
Abstract
The persistence of a leaky gut in HIV-treated patients leads to chronic inflammation with increased rates of cardiovascular, liver, kidney, and neurological diseases. Tissue regulatory T (tTreg) cells are involved in the maintenance of intestinal homeostasis and wound repair through the IL-33 pathway. In this study, we investigated whether the persistence of gut mucosal injury during HIV infection might be explained in part by a flaw in the mechanisms involved in tissue repair. We observed an increased level of IL-33 in the gut of HIV-infected patients, which is associated with an increased level of fibrosis and a low peripheral reconstitution of CD4+ T cells. Our results showed that intestinal Treg cells from HIV-infected patients were enriched in tTreg cells prone to support tissue repair. However, we observed a functional defect in tTreg cells caused by the lack of amphiregulin secretion, which could contribute to the maintenance of intestinal damage. Our data suggest a mechanism by which the lack of amphiregulin secretion by tTreg may contribute to the lack of repair of the epithelial barrier.
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Affiliation(s)
- Mubashira Tariq
- INSERM U955, Team 16, Créteil, France
- Vaccine Research Institute, Université Paris Est Créteil, Faculté de Médecine, Créteil, France
| | - Sébastien Gallien
- INSERM U955, Team 16, Créteil, France
- Vaccine Research Institute, Université Paris Est Créteil, Faculté de Médecine, Créteil, France
- Service de Maladies Infectieuses et Immunologie Clinique, Groupe Hospitalier Henri Mondor, Assistance Publique-Hôpitaux de Paris, Créteil, France
- Université Paris Est Créteil, Faculté de Médecine, Créteil, France
| | - Mathieu Surenaud
- INSERM U955, Team 16, Créteil, France
- Vaccine Research Institute, Université Paris Est Créteil, Faculté de Médecine, Créteil, France
| | - Aurélie Wiedemann
- INSERM U955, Team 16, Créteil, France
- Vaccine Research Institute, Université Paris Est Créteil, Faculté de Médecine, Créteil, France
| | - Francette Jean-Louis
- INSERM U955, Team 16, Créteil, France
- Vaccine Research Institute, Université Paris Est Créteil, Faculté de Médecine, Créteil, France
| | - Christine Lacabaratz
- INSERM U955, Team 16, Créteil, France
- Vaccine Research Institute, Université Paris Est Créteil, Faculté de Médecine, Créteil, France
| | - José Luis Lopez Zaragoza
- Service de Maladies Infectieuses et Immunologie Clinique, Groupe Hospitalier Henri Mondor, Assistance Publique-Hôpitaux de Paris, Créteil, France
| | | | - Saliha Ysmail-Dalhouk
- Service de Maladies Infectieuses et Immunologie Clinique, Groupe Hospitalier Henri Mondor, Assistance Publique-Hôpitaux de Paris, Créteil, France
| | - Jean-Daniel Lelièvre
- INSERM U955, Team 16, Créteil, France
- Vaccine Research Institute, Université Paris Est Créteil, Faculté de Médecine, Créteil, France
- Service de Maladies Infectieuses et Immunologie Clinique, Groupe Hospitalier Henri Mondor, Assistance Publique-Hôpitaux de Paris, Créteil, France
- Université Paris Est Créteil, Faculté de Médecine, Créteil, France
| | - Yves Lévy
- INSERM U955, Team 16, Créteil, France
- Vaccine Research Institute, Université Paris Est Créteil, Faculté de Médecine, Créteil, France
- Service de Maladies Infectieuses et Immunologie Clinique, Groupe Hospitalier Henri Mondor, Assistance Publique-Hôpitaux de Paris, Créteil, France
- Université Paris Est Créteil, Faculté de Médecine, Créteil, France
| | - Sophie Hüe
- INSERM U955, Team 16, Créteil, France;
- Vaccine Research Institute, Université Paris Est Créteil, Faculté de Médecine, Créteil, France
- Université Paris Est Créteil, Faculté de Médecine, Créteil, France
- Service d'Immunologie Biologique, Groupe Hospitalier Henri Mondor, Assistance Publique-Hôpitaux de Paris, Créteil, France
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Computer-assisted evaluation enhances the quantification of interstitial fibrosis in renal implantation biopsies, measures differences between frozen and paraffin sections, and predicts delayed graft function. J Nephrol 2022; 35:1819-1829. [PMID: 35438423 PMCID: PMC9458593 DOI: 10.1007/s40620-022-01315-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 03/19/2022] [Indexed: 11/24/2022]
Abstract
Background (Pre-)Implantation biopsies provide important data on the quality of donor kidneys. Interstitial fibrosis, as a known predictor for kidney disease progression, is an essential feature of this evaluation. However, the assessment of frozen sections of implantation biopsies is challenging and can result in the disposal of candidate organs. We sought to apply digital image analysis (DIA) to quantify the differences between frozen and paraffin sections when evaluating interstitial fibrosis, identify factors that influence these variations and test the predictive value of the computerised measures. Methods We quantified the differences between frozen and paraffin sections in the same biopsy samples by measuring Sirius red-stained interstitial areas (SRIA) in DIA. We compared them to the original reports, and retrospectively correlated our findings to clinical data, graft function and outcome in 73 patients. Results Frozen sections display a broader interstitial area than paraffin sections, in some cases up to one-third more (mean difference + 7.8%, range − 7 to 29%). No donor-related factors (age or gender, cold ischemia time, or non-heart-beating donor) influenced significantly this difference. Compared to the original assessment of frozen vs paraffin sections in optical microscopy, the DIA of interstitial fibrosis shows a higher consistency (ICC 0.69). Our approach further allows to distinguish SRIA in paraffin sections as an independent predictor for delayed graft function (OR = 1.1; p = 0.028). Conclusions DIA is superior to and more consistent than routine optic microscopy for interstitial fibrosis evaluation. This method could improve implantation biopsy diagnostics and help to reduce disposal of organs. Graphical abstract Supplementary Information The online version contains supplementary material available at 10.1007/s40620-022-01315-y.
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Ricaurte Archila L, Denic A, Mullan AF, Narasimhan R, Bogojevic M, Thompson RH, Leibovich BC, Sangaralingham SJ, Smith ML, Alexander MP, Rule AD. A Higher Foci Density of Interstitial Fibrosis and Tubular Atrophy Predicts Progressive CKD after a Radical Nephrectomy for Tumor. J Am Soc Nephrol 2021; 32:2623-2633. [PMID: 34531177 PMCID: PMC8722813 DOI: 10.1681/asn.2021020267] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Accepted: 05/22/2021] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND Chronic tubulointerstitial injury on kidney biopsy is usually quantified by the percentage of cortex with interstitial fibrosis/tubular atrophy (IF/TA). Whether other patterns of IF/TA or inflammation in the tubulointerstitium have prognostic importance beyond percentage IF/TA is unclear. METHODS We obtained, stained, and digitally scanned full cortical thickness wedge sections of renal parenchyma from patients who underwent a radical nephrectomy for a tumor over 2000-2015, and morphometrically analyzed the tubulointerstitium of the cortex for percentage IF/TA, IF/TA density (foci per mm2 cortex), percentage subcapsular IF/TA, striped IF/TA, percentage inflammation (both within and outside IF/TA regions), and percentage subcapsular inflammation. Patients were followed with visits every 6-12 months. Progressive CKD was defined as dialysis, kidney transplantation, or 40% decline from the postnephrectomy eGFR. Cox models assessed the risk of CKD or noncancer mortality with morphometric measures of tubulointerstitial injury after adjustment for the percentage IF/TA and clinical characteristics. RESULTS Among 936 patients (mean age, 64 years; postnephrectomy baseline eGFR, 48 ml/min per 1.73m2), 117 progressive CKD events and 183 noncancer deaths occurred over a median 6.4 years. Higher IF/TA density predicted both progressive CKD and noncancer mortality after adjustment for percentage IF/TA and predicted progressive CKD after further adjustment for clinical characteristics. Independent of percentage IF/TA, age, and sex, higher IF/TA density correlated with lower eGFR, smaller nonsclerosed glomeruli, more global glomerulosclerosis, and smaller total cortical volume. CONCLUSIONS Higher density of IF/TA foci (a more scattered pattern with more and smaller foci) predicts higher risk of progressive CKD after radical nephrectomy compared with the same percentage of IF/TA but with fewer and larger foci.
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Affiliation(s)
| | - Aleksandar Denic
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, Minnesota
| | - Aidan F. Mullan
- Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, Minnesota
| | - Ramya Narasimhan
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, Minnesota
| | - Marija Bogojevic
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, Minnesota
| | | | | | | | - Maxwell L. Smith
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota
| | - Mariam P. Alexander
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Scottsdale, Arizona
| | - Andrew D. Rule
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, Minnesota,Division of Epidemiology, Mayo Clinic, Rochester, Minnesota
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Abstract
Interstitial fibrosis with tubule atrophy (IF/TA) is the response to virtually any sustained kidney injury and correlates inversely with kidney function and allograft survival. IF/TA is driven by various pathways that include hypoxia, renin-angiotensin-aldosterone system, transforming growth factor (TGF)-β signaling, cellular rejection, inflammation and others. In this review we will focus on key pathways in the progress of renal fibrosis, diagnosis and therapy of allograft fibrosis. This review discusses the role and origin of myofibroblasts as matrix producing cells and therapeutic targets in renal fibrosis with a particular focus on renal allografts. We summarize current trends to use multi-omic approaches to identify new biomarkers for IF/TA detection and to predict allograft survival. Furthermore, we review current imaging strategies that might help to identify and follow-up IF/TA complementary or as alternative to invasive biopsies. We further discuss current clinical trials and therapeutic strategies to treat kidney fibrosis.Supplemental Visual Abstract; http://links.lww.com/TP/C141.
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