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Buchalter RB, Mohan S, Schold JD. Geospatial Modeling Methods in Epidemiological Kidney Research: An Overview and Practical Example. Kidney Int Rep 2024; 9:807-816. [PMID: 38765574 PMCID: PMC11101776 DOI: 10.1016/j.ekir.2024.01.017] [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: 10/25/2023] [Revised: 12/19/2023] [Accepted: 01/08/2024] [Indexed: 05/22/2024] Open
Abstract
Geospatial modeling methods in population-level kidney research have not been used to full potential because few studies have completed associative spatial analyses between risk factors and exposures and kidney conditions and outcomes. Spatial modeling has several advantages over traditional modeling, including improved estimation of statistical variation and more accurate and unbiased estimation of coefficient effect direction or magnitudes by accounting for spatial data structure. Because most population-level kidney research data are geographically referenced, there is a need for better understanding of geospatial modeling for evaluating associations of individual geolocation with processes of care and clinical outcomes. In this review, we describe common spatial models, provide details to execute these analyses, and perform a case-study to display how results differ when integrating geographic structure. In our case-study, we used U.S. nationwide 2019 chronic kidney disease (CKD) data from Centers for Disease Control and Prevention's Kidney Disease Surveillance System and 2006 to 2010 U.S. Environmental Protection Agency environmental quality index (EQI) data and fit a nonspatial count model along with global spatial models (spatially lagged model [SLM]/pseudo-spatial error model [PSEM]) and a local spatial model (geographically weighted quasi-Poisson regression [GWQPR]). We found the SLM, PSEM, and GWQPR improved model fit in comparison to the nonspatial regression, and the PSEM model decreased the positive relationship between EQI and CKD prevalence. The GWQPR also revealed spatial heterogeneity in the EQI-CKD relationship. To summarize, spatial modeling has promise as a clinical and public health translational tool, and our case-study example is an exhibition of how these analyses may be performed to improve the accuracy and utility of findings.
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Affiliation(s)
- R. Blake Buchalter
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Sumit Mohan
- Division of Nephrology, Department of Medicine, Columbia University Vagelos College of Physicians and Surgeons, New York, New York, USA
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, New York, USA
| | - Jesse D. Schold
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Department of Epidemiology, Colorado School of Public Health, Aurora, Colorado, USA
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Kute VB, Pathak V, Ray DS, Bhalla AK, Godara SM, Narayanan S, Hegde U, Das P, Jha PK, Kher V, Dalal S, Bahadur MM, Gang S, Sinha VK, Patel HV, Deshpande R, Mali M, Sharma A, Das SS, Thukral S, Shingare A, Bt AK, Hafeeq B, Aziz F, Aboobacker IN, Gopinathan JC, Dave RM, Bansal D, Anandh U, Singh S, Kriplani J, Bavikar S, Siddini V, Balan S, Singla M, Chauhan M, Tripathi V, Patwari D, Abraham AM, Chauhan S, Meshram HS. A Multicenter Retrospective Cohort Study on Management Protocols and Clinical Outcomes After ABO-incompatible Kidney Transplantation in India. Transplantation 2024; 108:545-555. [PMID: 37641175 DOI: 10.1097/tp.0000000000004789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/31/2023]
Abstract
BACKGROUND There is no robust evidence-based data for ABO-incompatible kidney transplantation (ABOiKT) from emerging countries. METHODS Data from 1759 living donor ABOiKT and 33 157 ABO-compatible kidney transplantations (ABOcKT) performed in India between March 5, 2011, and July 2, 2022, were included in this retrospective, multicenter (n = 25) study. The primary outcomes included management protocols, mortality, graft loss, and biopsy-proven acute rejection (BPAR). RESULTS Protocol included rituximab 100 (232 [13.18%]), 200 (877 [49.85%]), and 500 mg (569 [32.34%]); immunoadsorption (IA) (145 [8.24%]), IVIG (663 [37.69%]), and no induction 200 (11.37%). Mortality, graft loss, and BPAR were reported in 167 (9.49%), 136 (7.73%), and 228 (12.96%) patients, respectively, over a median follow-up of 36.3 mo. In cox proportional hazard model, mortality was higher with IA (hazard ratio [HR]: 2.53 [1.62-3.97]; P < 0.001), BPAR (HR: 1.83 [1.25-2.69]; P = 0.0020), and graft loss (HR: 1.66 [1.05-2.64]; P = 0.0310); improved graft survival was associated with IVIG (HR: 0.44 [0.26-0.72]; P = 0.0010); higher BPAR was reported with conventional tube method (HR: 3.22 [1.9-5.46]; P < 0.0001) and IA use (HR: 2 [1.37-2.92]; P < 0.0001), whereas lower BPAR was reported in the prepandemic era (HR: 0.61 [0.43-0.88]; P = 0.008). Primary outcomes were not associated with rituximab dosing or high preconditioning/presurgery anti-A/anti-B titers. Incidence of overall infection 306 (17.39%), cytomegalovirus 66 (3.75%), and BK virus polyoma virus 20 (1.13%) was low. In unmatched univariate analysis, the outcomes between ABOiKT and ABOcKT were comparable. CONCLUSIONS Our largest multicenter study on ABOiKT provides insights into various protocols and management strategies with results comparable to those of ABOcKT.
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Affiliation(s)
- Vivek B Kute
- Department of Nephrology, Institute of Kidney Diseases and Research Center, Dr H.L. Trivedi Institute of Transplantation Sciences (IKDRC-ITS), Ahmedabad, Gujarat, India
- Saveetha Institute of Medical and Technical Sciences, Chennai, Tamil Nadu, India
| | - Vivek Pathak
- Department of Nephrology, Kovai Medical Center and Hospital, Coimbatore, Tamil Nadu, India
| | - Deepak S Ray
- Department of Nephrology, Rabindranath Tagore International Institute of Cardiac Sciences (RNTIICS), Kolkata, West Bengal, India
| | - Anil K Bhalla
- Department of Nephrology, Sir Ganga Ram Hospital, Delhi, India
| | - Suraj M Godara
- Department of Nephrology, Mahatma Gandhi Medical College & Hospital, Jaipur, Rajasthan, India
| | - Sajith Narayanan
- Department of Nephrology, Aster MIMS Hospital, Kozhikode, Kerala, India
| | - Umapati Hegde
- Department of Nephrology, Muljibhai Patel Urological Hospital, Nadiad, Gujarat, India
| | - Pratik Das
- Department of Nephrology, Rabindranath Tagore International Institute of Cardiac Sciences (RNTIICS), Kolkata, West Bengal, India
| | - Pranaw Kumar Jha
- Department of Nephrology, Medanta Institute of Kidney and Urology, Medanta-The Medicity, Gurugram, Haryana, India
| | - Vijay Kher
- Department of Nephrology and Transplant Medicine, Epitome Kidney and Urology Institute, Epitome Hospital, New Delhi, India
| | - Sonal Dalal
- Department of Nephrology, Gujarat Kidney Foundation, Ahmedabad, India
| | - Madan M Bahadur
- Department of Nephrology, Jaslok Hospital and Research Centre, Mumbai, Maharashtra, India
| | - Sishir Gang
- Department of Nephrology, Muljibhai Patel Urological Hospital, Nadiad, Gujarat, India
| | | | - Himanshu V Patel
- Department of Nephrology, Institute of Kidney Diseases and Research Center, Dr H.L. Trivedi Institute of Transplantation Sciences (IKDRC-ITS), Ahmedabad, Gujarat, India
- Saveetha Institute of Medical and Technical Sciences, Chennai, Tamil Nadu, India
| | - Rushi Deshpande
- Department of Nephrology, Jaslok Hospital and Research Centre, Mumbai, Maharashtra, India
| | - Manish Mali
- Department of Nephrology, Aditya Birla Memorial Hospital, Chinchwad, Pune, Maharashtra, India
| | - Ashish Sharma
- Department of Renal Transplant Surgery, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Sushree Sashmita Das
- Department of Nephrology, Rabindranath Tagore International Institute of Cardiac Sciences (RNTIICS), Kolkata, West Bengal, India
| | - Sharmila Thukral
- Department of Nephrology, Rabindranath Tagore International Institute of Cardiac Sciences (RNTIICS), Kolkata, West Bengal, India
| | - Ashay Shingare
- Department of Nephrology, Jaslok Hospital and Research Centre, Mumbai, Maharashtra, India
| | - Anil Kumar Bt
- Department of Nephrology, BGS Global Hospital, Bengaluru, Karnataka, India
| | - Benil Hafeeq
- Department of Nephrology, IQRAA International Hospital and Research Centre, Kozhikode, Kerala, India
| | - Feroz Aziz
- Department of Nephrology, IQRAA International Hospital and Research Centre, Kozhikode, Kerala, India
| | | | - Jyotish Chalil Gopinathan
- Department of Nephrology, IQRAA International Hospital and Research Centre, Kozhikode, Kerala, India
| | - Rutul M Dave
- Department of Nephrology, Gujarat Kidney Foundation, Ahmedabad, India
| | - Dinesh Bansal
- Department of Nephrology, Medanta Institute of Kidney and Urology, Medanta-The Medicity, Gurugram, Haryana, India
| | - Urmila Anandh
- Department of Nephrology, Amrita Hospitals, Faridabad, Delhi, India
| | - Sarbpreet Singh
- Department of Renal Transplant Surgery, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Jai Kriplani
- Department of Nephrology, Choithram Hospital and Research Center, Indore, Madhya Pradesh, India
| | - Suhas Bavikar
- Department of Nephrology, MIT Hospital and Research Institute, Aurangabad, Maharashtra, India
| | | | - Satish Balan
- Department of Nephrology, KIMS Hospital Anayara, Thiruvananthapuram, Kerala, India
| | - Manish Singla
- Department of Nephrology, Max Super Specialty Hospital, Mohali, India
| | - Munish Chauhan
- Department of Nephrology, Max Super Specialty Hospital, Mohali, India
| | | | - Devang Patwari
- Department of Nephrology, Zydus Hospitals, Ahmedabad, Gujarat, India
| | - Abi M Abraham
- Department of Nephrology, VPS Lakeshore Hospital, Kochi, Kerala, India
| | - Sanshriti Chauhan
- Department of Nephrology, Institute of Kidney Diseases and Research Center, Dr H.L. Trivedi Institute of Transplantation Sciences (IKDRC-ITS), Ahmedabad, Gujarat, India
- Saveetha Institute of Medical and Technical Sciences, Chennai, Tamil Nadu, India
| | - Hari Shankar Meshram
- Department of Nephrology, Institute of Kidney Diseases and Research Center, Dr H.L. Trivedi Institute of Transplantation Sciences (IKDRC-ITS), Ahmedabad, Gujarat, India
- Saveetha Institute of Medical and Technical Sciences, Chennai, Tamil Nadu, India
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