BACKGROUND A treatment option for autosomal dominant polycystic kidney disease (ADPKD) has highlighted the need to identify rapidly progressive patients. Kidney size/age and genotype have predictive power for renal outcomes, but their relative and additive value, plus associated trajectories of disease progression, are not well defined.METHODS The value of genotypic and/or kidney imaging data (Mayo Imaging Class; MIC) to predict the time to functional (end-stage kidney disease [ESKD] or decline in estimated glomerular filtration rate [eGFR]) or structural (increase in height-adjusted total kidney volume [htTKV]) outcomes were evaluated in a Mayo Clinic PKD1/PKD2 population, and eGFR and htTKV trajectories from 20–65 years of age were modeled and independently validated in similarly defined CRISP and HALT PKD patients.RESULTS Both genotypic and imaging groups strongly predicted ESKD and eGFR endpoints, with genotype improving the imaging predictions and vice versa; a multivariate model had strong discriminatory power (C-index = 0.845). However, imaging but not genotypic groups predicted htTKV growth, although more severe genotypic and imaging groups had larger kidneys at a young age. The trajectory of eGFR decline was linear from baseline in the most severe genotypic and imaging groups, but it was curvilinear in milder groups. Imaging class trajectories differentiated htTKV growth rates; severe classes had rapid early growth and large kidneys, but growth later slowed.CONCLUSION The value of imaging, genotypic, and combined data to identify rapidly progressive patients was demonstrated, and reference values for clinical trials were provided. Our data indicate that differences in kidney growth rates before adulthood significantly define patients with severe disease.FUNDING NIDDK grants: Mayo DK058816 and DK090728; CRISP DK056943, DK056956, DK056957, and DK056961; and HALT PKD DK062410, DK062408, DK062402, DK082230, DK062411, and DK062401.
Sravanthi Lavu, Lisa E. Vaughan, Sarah R. Senum, Timothy L. Kline, Arlene B. Chapman, Ronald D. Perrone, Michal Mrug, William E. Braun, Theodore I. Steinman, Frederic F. Rahbari-Oskoui, Godela M. Brosnahan, Kyongtae T. Bae, Douglas Landsittel, Fouad T. Chebib, Alan S.L. Yu, Vicente E. Torres, the HALT PKD and CRISP Study Investigators, Peter C. Harris
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Commentary: Tolvaptan for Autosomal Dominant Polycystic Kidney Disease (ADPKD) - an update
Gittus M, Haley H, Harris T, Borrows S, Padmanabhan N, Gale D, Simms R, Williams T, Acquaye A, Wong A, Chan M, Lee E, Ong AC |
BMC Nephrology | 2025 |
Autosomal Dominant Polycystic Kidney Disease Inflammation Biomarkers in the Tolvaptan Era
Lapão T, Barata R, Jorge C, Flores C, Calado J |
International Journal of Molecular Sciences | 2025 |
A Combination Approach to Improving Prognostication in Autosomal Dominant Polycystic Kidney Disease: Two Better Than One?
Norouzi S, Garimella PS |
Clinical Journal of the American Society of Nephrology : CJASN | 2025 |
Autosomal dominant polycystic kidney disease: an overview of recent genetic and clinical advances
Borghol AH, Bou Antoun MT, Hanna C, Salih M, Rahbari-Oskoui FF, Chebib FT |
Renal Failure | 2025 |
Characteristics of patients with autosomal polycystic kidney disease reaching kidney failure by age 40.
Wigerinck S, Schellekens P, Smith BH, Hanna C, Dachy A, Chedid M, Borghol AH, Senum SR, Bockenhauer D, Harris PC, Jouret F, Bammens B, Chebib FT, Mekahli D |
Pediatric nephrology (Berlin, Germany) | 2025 |
Phenotypic outcomes of PKD1 compared with non-PKD1 genetically confirmed autosomal dominant polycystic kidney disease.
Elhassan EAE, O'Donoghue D, Heneghan S, Teltsh O, Sarihan S, Osman SM, Clince M, Synnott D, Craig S, Hudson A, Doyle B, Lappin D, Sexton DJ, Casserly L, Holian J, Magee C, Denton M, Sweeney C, Awan A, McCann E, Cavalleri GL, Benson KA, Conlon PJ |
Journal of nephrology | 2025 |
Predicting Kidney Outcomes in Autosomal Dominant Polycystic Kidney Disease: A Comprehensive Biomarker Analysis.
Bais T, Knol MGE, Xue L, Geertsema P, Vart P, Reichel F, Arjune S, Müller RU, Dekker SEI, Salih M, Meijer E, Gansevoort RT |
Clinical journal of the American Society of Nephrology : CJASN | 2025 |
Clinical Relevance of IFT140 Loss-of-Function Variants in Development of Renal Cysts
Cristalli CP, Calabrese S, Caramanna L, Pietra A, Vitetta G, De Nicolo B, Bonora E, Severi G, Menabò S, Ferrari S, Ciurli F, Aiello V, Capelli I, Pasini A, Alberici I, Pillon R, La Scola C, Rossi C, Montanari F, Graziano C |
Genes | 2025 |
Characterization of the Cystic Phenotype Associated with Monoallelic ALG8 and ALG9 Pathogenic Variants
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Journal of the American Society of Nephrology : JASN | 2025 |
Characterizing the ADPKD-IFT140 Phenotypic Signature With Deep Learning and Advanced Imaging Biomarkers.
Ghanem A, Munairdjy Debeh FG, Borghol AH, Zagorec N, Tapia AL, Smith B, Paul S, Basit A, AlKhatib B, Nader N, Bou Antoun MT, Gregory AV, Yang H, Schauer RS, Dahl NK, Hanna C, Torres VE, Kline TL, Harris PC, Cornec-Le Gall E, Chebib FT |
Kidney international reports | 2025 |
Magnetic resonance imaging based kidney volume assessment for risk stratification in pediatric autosomal dominant polycystic kidney disease
Yilmaz K, Saygili S, Canpolat N, Akgun-Dogan O, Yuruk Yildirim ZN, Cicek-Oksuz RY, Oner HA, Aksu B, Akyel NG, Oguzhan-Hamis O, Dursun H, Yavuz S, Cicek N, Akinci N, Karabag Yilmaz E, Agbas A, Nayir AN, Konukoglu D, Kurugoglu S, Sever L, Caliskan S |
Frontiers in Pediatrics | 2024 |
Glis2 is an early effector of polycystin signaling and a target for therapy in polycystic kidney disease.
Zhang C, Rehman M, Tian X, Pei SLC, Gu J, Bell TA 3rd, Dong K, Tham MS, Cai Y, Wei Z, Behrens F, Jetten AM, Zhao H, Lek M, Somlo S |
Nature Communications | 2024 |
How Does ADPKD Severity Differ Between Family Members?
Yeung KC, Fryml E, Lanktree MB |
Kidney International Reports | 2024 |
Validation of the Mayo Imaging Classification System for Predicting Kidney Outcomes in ADPKD
Bais T, Geertsema P, Knol MG, van Gastel MD, de Haas RJ, Meijer E, Gansevoort RT |
Clinical journal of the American Society of Nephrology : CJASN | 2024 |
Data driven approach to characterize rapid decline in autosomal dominant polycystic kidney disease
Sim JJ, Shu YH, Bhandari SK, Chen Q, Harrison TN, Lee MY, Munis MA, Morrissette K, Sundar S, Pareja K, Nourbakhsh A, Willey CJ |
PloS one | 2024 |
PKD1 Truncating Mutations Accelerate eGFR Decline in Autosomal Dominant Polycystic Kidney Disease Patients
Ali H, Alahmad B, Senum SR, Warsame S, Bahbahani Y, Abu-Farha M, Abubaker J, Alqaddoumi M, Al-Mulla F, Harris PC |
American Journal of Nephrology | 2024 |
A Novel Monoallelic ALG5 Variant Causing Late-Onset ADPKD and Tubulointerstitial Fibrosis
Elhassan EA, Kmochová T, Benson KA, Fennelly NK, Barešová V, Kidd K, Doyle B, Dorman A, Morrin MM, Kyne NC, Vyleťal P, Hartmannová H, Hodaňová K, Sovová J, Mušálková D, Vrbacká A, Přistoupilová A, Živný J, Svojšová K, Radina M, Stránecký V, Loginov D, Pompach P, Novák P, Vaníčková Z, Hansíková H, Rajnochová-Bloudíčková S, Viklický O, Hůlková H, Cavalleri GL, Hnízda A, Bleyer AJ, Kmoch S, Conlon PJ, Živná M |
Kidney International Reports | 2024 |
Biomarkers of Kidney Disease Progression in ADPKD
Ghanem A, Borghol AH, Munairdjy Debeh FG, Paul S, AlKhatib B, Harris PC, Garimella PS, Hanna C, Kline TL, Dahl NK, Chebib FT |
Kidney International Reports | 2024 |
Progression to kidney failure in ADPKD: the PROPKD score underestimates the risk assessed by the Mayo imaging classification
Allmer DM, Parada Rodriguez D, Aigner C, Laccone F, Nagel M, Metz-Schimmerl S, Sunder-Plassmann G |
Frontiers in Medicine | 2024 |
Integrated Use of Autosomal Dominant Polycystic Kidney Disease Prediction Tools for Risk Prognostication
Wolff CA, Aiello V, Elhassan EA, Cristalli C, Lerario S, Paccapelo A, Ciurli F, Montanari F, Conti A, Benson K, Seri M, Brigl CB, Münster JS, Sciascia N, Kursch S, de Fallois J, La Manna G, Eckardt KU, Rank N, Popp B, Schönauer R, Conlon PJ, Capelli I, Halbritter J |
Clinical Journal of the American Society of Nephrology : CJASN | 2024 |
Monogenic Kidney Diseases in Adults With Chronic Kidney Disease (CKD)
Eble J, Köttgen A, Schultheiß UT |
Deutsches Ärzteblatt International | 2024 |
Bone health in autosomal dominant polycystic kidney disease (ADPKD) patients after kidney transplantation
Zubidat D, Hanna C, Randhawa AK, Smith BH, Chedid M, Kaidbay DH, Nardelli L, Mkhaimer YG, Neal RM, Madsen CD, Senum SR, Gregory AV, Kline TL, Zoghby ZM, Broski SM, Issa NS, Harris PC, Torres VE, Sfeir JG, Chebib FT |
Bone Reports | 2023 |
Feasibility of artificial intelligence-based decision supporting system in tolvaptan prescription for autosomal dominant polycystic kidney disease
Shin JH, Kim YH, Lee MK, Min HS, Cho H, Kim H, Kim YC, Lee YS, Shin TY |
Investigative and Clinical Urology | 2023 |
PKD1 Mutation Is a Biomarker for Autosomal Dominant Polycystic Kidney Disease
Kimura T, Kawano H, Muto S, Muramoto N, Takano T, Lu Y, Eguchi H, Wada H, Okazaki Y, Ide H, Horie S |
Biomolecules | 2023 |
Risk Severity Model for Pediatric Autosomal Dominant Polycystic Kidney Disease Using 3D Ultrasound Volumetry
Breysem L, De Keyzer F, Schellekens P, Dachy A, De Rechter S, Janssens P, Vennekens R, Bammens B, Irazabal MV, Van Ongeval C, Harris PC, Mekahli D |
Clinical journal of the American Society of Nephrology : CJASN | 2023 |
How to Estimate Kidney Growth in Patients with Autosomal Dominant Polycystic Kidney Disease
Borrego Utiel FJ, Espinosa Hernández M |
Journal of the American Society of Nephrology : JASN | 2023 |
Many lessons still to learn about autosomal dominant polycystic kidney disease
Orr S, Sayer JA |
2023 | |
Evaluation of advanced imaging biomarkers at kidney failure in patients with ADPKD: a pilot study
Wigerinck S, Gregory AV, Smith BH, Iliuta IA, Hanna C, Chedid M, Kaidbay HD, Senum SR, Shukoor S, Harris PC, Torres VE, Kline TL, Chebib FT |
Clinical Kidney Journal | 2023 |
Unraveling the Complexity of Childhood Polycystic Kidney Disease: A Case Study of Three Sisters
Trutin I, Oletić L, Nikuševa-Martić T |
Children | 2023 |
Genetic Spectrum of Polycystic Kidney and Liver Diseases and the Resulting Phenotypes
Yang H, Sieben CJ, Schauer RS, Harris PC |
2023 | |
Magnetic resonance imaging preprocessing and radiomic features for classification of autosomal dominant polycystic kidney disease genotype
Kremer LE, Chapman AB, Armato SG III |
Journal of Medical Imaging | 2023 |
The VUS Challenge in Cystic Kidney Disease: A Case-Based Review.
Aklilu AM, Gulati A, Kolber KJ, Yang H, Harris PC, Dahl NK |
2023 | |
Rapidly Progressing to ESRD in an Individual with Coexisting ADPKD and Masked Klinefelter and Gitelman Syndromes
R Peces, C Peces, R Mena, E Cuesta, F García-Santiago, M Ossorio, S Afonso, P Lapunzina, J Nevado |
Genes & development | 2022 |
Monoallelic IFT140 pathogenic variants are an important cause of the autosomal dominant polycystic kidney-spectrum phenotype
S Senum, Y Li, K Benson, G Joli, E Olinger, S Lavu, C Madsen, A Gregory, R Neatu, T Kline, M Audrézet, P Outeda, C Nau, E Meijer, H Ali, T Steinman, M Mrug, P Phelan, T Watnick, D Peters, A Ong, P Conlon, R Perrone, E Gall, M Hogan, V Torres, J Sayer, P Harris |
The American Journal of Human Genetics | 2022 |
Drugs in Clinical Development to Treat Autosomal Dominant Polycystic Kidney Disease
Bais T, Gansevoort RT, Meijer E |
Drugs | 2022 |
Identification of osteopontin as a urinary biomarker for autosomal dominant polycystic kidney disease progression
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Kidney Research and Clinical Practice | 2022 |
Automated Kidney and Liver Segmentation in MR Images in Patients with Autosomal Dominant Polycystic Kidney Disease: A Multicenter Study.
Woznicki P, Siedek F, van Gastel MDA, Dos Santos DP, Arjune S, Karner LA, Meyer F, Caldeira LL, Persigehl T, Gansevoort RT, Grundmann F, Baessler B, Müller RU |
2022 | |
Polycystic Kidney Disease Drug Development: A Conference Report
Liebau MC, Mekahli D, Perrone R, Soyfer B, Fedeles S |
2022 | |
Health Disparities in Kidney Failure Among Patients With Autosomal Dominant Polycystic Kidney Disease: A Cross-Sectional Study
Harrison TN, Chen Q, Lee MY, Munis MA, Morrissette K, Sundar S, Pareja K, Nourbakhsh A, Shu YH, Willey CJ, Sim JJ |
2022 | |
The genetic landscape of autosomal dominant polycystic kidney disease in Kuwait
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Clinical Kidney Journal | 2022 |
Empowering drug development: Leveraging insights from imaging technologies to enable the advancement of digital health technologies
Izmailova ES, Maguire RP, McCarthy TJ, Müller ML, Murphy P, Stephenson D |
Clinical and Translational Science | 2022 |
The genetic background significantly impacts the severity of kidney cystic disease in the Pkd1RC/RC mouse model of autosomal dominant polycystic kidney disease
J Arroyo, D Escobar-Zarate, HH Wells, MM Constans, K Thao, JM Smith, CJ Sieben, MR Martell, TL Kline, MV Irazabal, VE Torres, K Hopp, PC Harris |
Kidney International | 2021 |
Asymptomatic Pyuria as a Prognostic Biomarker in Autosomal Dominant Polycystic Kidney Disease
B Jones, Y Mkhaimer, L Rangel, M Chedid, P Schulte, A Mohamed, R Neal, D Zubidat, A Randhawa, C Hanna, A Gregory, T Kline, Z Zoghby, S Senum, P Harris, V Torres, F Chebib |
2021 | |
Genomics Integration Into Nephrology Practice
FP e Vairo, C Prochnow, JL Kemppainen, EC Lisi, JM Steyermark, TM Kruisselbrink, PN Pichurin, R Dhamija, MM Hager, S Albadri, LD Cornell, KN Lazaridis, EW Klee, SR Senum, ME Ters, H Amer, LM Baudhuin, AM Moyer, MT Keddis, L Zand, DJ Sas, SB Erickson, FC Fervenza, JC Lieske, PC Harris, MC Hogan |
2021 | |
Birth of two healthy girls following preimplantation genetic diagnosis and gestational surrogacy in a rapidly progressive autosomal dominant polycystic kidney disease case using tolvaptan
R Peces, R Mena, C Peces, E Cuesta, P Lapunzina, R Selgas, J Nevado |
Clinical Kidney Journal | 2021 |
Characteristics of Patients with End-Stage Kidney Disease in ADPKD
SS Shukoor, LE Vaughan, ME Edwards, S Lavu, TL Kline, SR Senum, Y Mkhaimer, G Zaatari, MV Irazabal, R Neal, MC Hogan, ZM Zoghby, PC Harris, VE Torres, FT Chebib |
Kidney International Reports | 2021 |
Assessing Risk of Progression in ADPKD
C Gordon, D Miskulin, R Perrone |
Clinical journal of the American Society of Nephrology : CJASN | 2021 |
An update on the use of tolvaptan for autosomal dominant polycystic kidney disease: consensus statement on behalf of the ERA Working Group on Inherited Kidney Disorders, the European Rare Kidney Disease Reference Network and Polycystic Kidney Disease International
Müller RU, Messchendorp AL, Birn H, Capasso G, Cornec-Le Gall E, Devuyst O, van Eerde A, Guirchoun P, Harris T, Hoorn EJ, Knoers NV, Korst U, Mekahli D, Le Meur Y, Nijenhuis T, Ong AC, Sayer JA, Schaefer F, Servais A, Tesar V, Torra R, Walsh SB, Gansevoort RT |
Nephrology Dialysis Transplantation | 2021 |
Comparative analysis of tools to predict rapid progression in autosomal dominant polycystic kidney disease
Naranjo J, Furlano M, Torres F, Hernandez J, Pybus M, Ejarque L, Cordoba C, Guirado L, Ars E, Torra R |
Clinical Kidney Journal | 2021 |