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Anees M, Pervaiz MS, Aziz S, Elahi I. Predictors of cognitive impairment and its association with mortality in maintenance hemodialysis patients: A prospective follow-up study. Pak J Med Sci 2024; 40:933-938. [PMID: 38827868 PMCID: PMC11140350 DOI: 10.12669/pjms.40.5.7836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2023] [Revised: 01/18/2024] [Accepted: 02/05/2024] [Indexed: 06/05/2024] Open
Abstract
Objective To determine predictors of cognitive impairment (CI) and its association with mortality in maintenance haemodialysis (MHD) patients. Methods This prospective follow up study was conducted at HD Department, Mayo Hospital, Lahore from September, 2021 to November, 2022. All patients undergoing MHD for more than three months and having age between 18-65 years were included while those with dialysis duration less than three months, history of neuropsychiatric illness was excluded. Cognitive function was assessed using British Columbia Cognitive Complaints Inventory (BC-CCI) questionnaire. CI was defined on Likert scale as mild, moderate, and severe. Patients were followed up to one year regarding outcome measures. Results One hundred and four patients were included in the study. Mean age was 45.86±11.11 years and Diabetes Mellitus (DM) was the most common cause of End Stage Renal Disease (ESRD) in 39(37.5%) patients. CI was found in 86(82.7%) patients in following order of severity: mild 61(58.7%), moderate 19(18.3%) and severe 6(5.9%). Increasing age (≥50 years), gender (female), Diabetes Mellitus (DM), unemployment and education <10th grade were found as significant predictors of CI (p<0.05). Significant positive correlations of CI score with age (r=0.338, p<0.001) and MHD duration (r=0.211, p=0.032) were found. However, the CI was not significantly associated with mortality (p=0.302). Conclusion CI was common in MHD patients. Factors affecting CI were increasing age, female gender, DM, unemployment and low education level. CI was not associated with mortality in MHD patients.
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Affiliation(s)
- Muhammad Anees
- Muhammad Anees, MBBS, FCPS, Head of Nephrology Department, King Edward Medical University, Mayo Hospital, Lahore, Pakistan
| | - Muhammad Shahbaz Pervaiz
- Muhammad Shahbaz Pervaiz, MBBS, FCPS, Senior Registrar of Nephrology Department, King Edward Medical University, Mayo Hospital, Lahore, Pakistan
| | - Samreen Aziz
- Samreen Aziz, MBBS, Post Graduate Resident, Nephrology Department, King Edward Medical University, Mayo Hospital, Lahore, Pakistan
| | - Irfan Elahi
- Irfan Elahi, MBBS, FCPS, Assistant Professor of Nephrology Department, King Edward Medical University, Mayo Hospital, Lahore, Pakistan
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Duan X, Wang L, Wei W, Wang Z, Zhang X, Liu J, Ding D. Chronic kidney disease and functional impairment in a longitudinal study of older adults in China. BMJ Open 2023; 13:e074819. [PMID: 38011971 PMCID: PMC10685976 DOI: 10.1136/bmjopen-2023-074819] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Accepted: 08/07/2023] [Indexed: 11/29/2023] Open
Abstract
OBJECTIVES To examine the associations of chronic kidney disease (CKD) with dynamic functional impairment among older Chinese adults. DESIGN This was a prospective longitudinal study. SETTING Data were derived from the Chinese Longitudinal Healthy Longevity Study. PARTICIPANTS All adults aged ≥60 years were potentially eligible. This study included 2970 participants. PRIMARY OUTCOME MEASURES CKD was defined as an estimated glomerular filtration rate <60 mL/min/1.73 m2. Functional performances included instrumental activities of daily living (IADL) and basic activities of daily living (BADL), which were measured using six daily activities, including eating, dressing, transferring, using the toilet, bathing and continence, and eight daily activities, including visiting neighbours, shopping, cooking, washing clothes, walking 1 km, lifting 5 kg, crouching and standing up three times and taking public transportation, respectively. RESULTS This study included 2970 participants, including 988 (33.60%) participants with CKD. Participants with CKD had higher IADL scores than those without CKD (β=0.895, 95% CI: 0.761 to 1.029). Furthermore, there was a significant linear trend in the association of CKD severity with the IADL score (p<0.001). Similarly, CKD was significantly associated with higher BADL scores (β=0.067, 95% CI: 0.017 to 0.118). However, only participants with moderate and advanced CKD had a higher BADL score (β=0.088 and 0.152, 95% CI: 0.006 to 0.171 and 0.019 to 0.286, respectively). CONCLUSIONS CKD was associated with worse functional impairment. Furthermore, there was a significant linear trend in the association of the severity of CKD with the IADL score. However, only participants with moderate and advanced CKD had higher BADL scores.
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Affiliation(s)
- Xiaoyu Duan
- Department of Urology, Henan Provincial People's Hospital, Zhengzhou, China
| | - Lingdian Wang
- Department of Urology, Henan Provincial People's Hospital, Zhengzhou, China
| | - Wei Wei
- Department of Urology, Henan Provincial People's Hospital, Zhengzhou, China
| | - Zhifeng Wang
- Department of Urology, Henan Provincial People's Hospital, Zhengzhou, China
| | - Xiaoli Zhang
- Department of Urology, Henan Provincial People's Hospital, Zhengzhou, China
| | - Jianjun Liu
- Department of Urology, Henan Provincial People's Hospital, Zhengzhou, China
| | - Degang Ding
- Department of Urology, Henan Provincial People's Hospital, Zhengzhou, China
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Lu YC, Wang CP, Hung WC, Wu CC, Yu TH, Hsu CC, Wei CT, Chung FM, Lee YJ, Tang WH. Interactive effect of obesity and cognitive function decline on the risk of chronic kidney disease progression in patients with type 2 diabetes mellitus: a 9.1-year cohort study. Int J Med Sci 2022; 19:1660-1671. [PMID: 36237991 PMCID: PMC9553862 DOI: 10.7150/ijms.75824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2022] [Accepted: 08/30/2022] [Indexed: 11/16/2022] Open
Abstract
Background: Obesity and cognitive function decline are independent risk factors for chronic kidney disease (CKD). However, few studies have examined the combined effects of obesity status and cognitive function on change in CKD risk. We aimed to evaluate the association between obesity status, cognitive function and CKD risk change in patients with type 2 diabetes mellitus (T2DM). Methods: Data on 3399 T2DM patients were extracted from a diabetes disease management program between 2006 and 2018. Univariate and multivariate analyses were used to assess the association between obesity, cognitive decline, and CKD risk change. Three indexes, including the relative excess risk of interaction (RERI), attributable proportion of interaction (API), and synergy index (SI), were used to analyze interactions. CKD risk was classified according to the KDIGO 2012 CKD definition. Results: In multivariate analysis, the hazard ratio (HR, 95%Cis) for CKD risk progression was 1.34 (1.12-1.61) times higher in the moderate and severely obese patients compared with the normal weight patients, and 1.34 (1.06-1.67) times higher in the patients with a Mini-Mental State Examination (MMSE) score ≤18 compared to those with an MMSE score ≥24. There was a synergistic interaction between moderate and severe obesity and MMSE score ≤18 on CKD risk progression (SI=4.461; 95% CI: 1.998-9.962), and the proportion of CKD risk progression caused by this interaction was 52.7% (API=0.527; 95% CI: 0.295-0.759). However, normal weight and MMSE score ≥24 were not beneficial on CKD risk improvement in the patients with a moderate risk and very high-risk stage of CKD. Conclusion: There may be a synergistic interaction between obesity and cognitive function decline, and the synergistic interaction may increase the risk of CKD progression.
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Affiliation(s)
- Yung-Chuan Lu
- Division of Endocrinology and Metabolism, Department of Internal Medicine, E-Da Hospital, Kaohsiung 82445 Taiwan.,School of Medicine for International Students, College of Medicine, I-Shou University, Kaohsiung 82445 Taiwan
| | - Chao-Ping Wang
- School of Medicine for International Students, College of Medicine, I-Shou University, Kaohsiung 82445 Taiwan.,Division of Cardiology, Department of Internal Medicine, E-Da Hospital, Kaohsiung 82445 Taiwan
| | - Wei-Chin Hung
- Division of Cardiology, Department of Internal Medicine, E-Da Hospital, Kaohsiung 82445 Taiwan.,School of Medicine, College of Medicine, I-Shou University, Kaohsiung 82445 Taiwan
| | - Cheng-Ching Wu
- Division of Cardiology, Department of Internal Medicine, E-Da Hospital, Kaohsiung 82445 Taiwan.,School of Medicine, College of Medicine, I-Shou University, Kaohsiung 82445 Taiwan
| | - Teng-Hung Yu
- Division of Cardiology, Department of Internal Medicine, E-Da Hospital, Kaohsiung 82445 Taiwan.,School of Medicine, College of Medicine, I-Shou University, Kaohsiung 82445 Taiwan
| | - Chia-Chang Hsu
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, E-Da Hospital, Kaohsiung, 82445 Taiwan.,The School of Chinese Medicine for Post Baccalaureate, College of Medicine, I-Shou University, Kaohsiung, 82445 Taiwan
| | - Ching-Ting Wei
- The School of Chinese Medicine for Post Baccalaureate, College of Medicine, I-Shou University, Kaohsiung, 82445 Taiwan.,Division of General Surgery, Department of Surgery, E-Da Hospital, Kaohsiung, 82445 Taiwan.,Department of Biomedical Engineering, I-Shou University, Kaohsiung, 82445 Taiwan.,Department of Electrical Engineering, I-Shou University, Kaohsiung, 82445 Taiwan
| | - Fu-Mei Chung
- Division of Cardiology, Department of Internal Medicine, E-Da Hospital, Kaohsiung 82445 Taiwan
| | | | - Wei-Hua Tang
- Division of Cardiology, Department of Internal Medicine, Taipei Veterans General Hospital, Yuli Branch, Hualien 98142 Taiwan.,Faculty of Medicine, School of Medicine, National Yang Ming Chiao Tung University, Taipei 112304 Taiwan
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Otobe Y, Yamada M, Hiraki K, Onari S, Taki Y, Sumi H, Hachisuka R, Han W, Takahashi M, Suzuki M, Kimura Y, Koyama S, Masuda H, Shibagaki Y, Tominaga N. Physical Exercise Improves Cognitive Function in Older Adults with Stage 3-4 Chronic Kidney Disease: A Randomized Controlled Trial. Am J Nephrol 2021; 52:929-939. [PMID: 34847564 DOI: 10.1159/000520230] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 10/09/2021] [Indexed: 01/04/2023]
Abstract
INTRODUCTION Patients with chronic kidney disease (CKD) exhibit a higher probability of having cognitive impairment or dementia than those without CKD. The beneficial effects of physical exercise on cognitive function are known in the general older population, but more research is required in older adults with CKD. METHODS Eighty-one outpatients (aged ≥65 years) with CKD stage G3-G4 were assessed for eligibility. Among them, 60 were randomized (single-center, unblinded, and stratified) and 53 received the allocated intervention (exercise n = 27, control n = 26). Patients in the exercise group undertook group-exercise training at our facility once weekly and independent exercises at home twice weekly or more, for 24 weeks. Patients in the control group received general care. General and specific cognitive functions (memory, attention, executive, and verbal) were measured, and differences in their scores at baseline and at the 24-week follow-up visit were assessed between the 2 groups. RESULTS Forty-four patients completed the follow-up at 24 weeks (exercise n = 23, control n = 21). Patients in the exercise group showed significantly greater changes in Wechsler Memory Scale-Revised Logical Memory delayed recall (exercise effect: 2.82, 95% CI: 0.46-5.19, p = 0.03), and immediate and delayed recall (exercise effect: 5.97, 95% CI: 1.13-10.81, p = 0.02) scores than those in the control group. CONCLUSIONS The 24-week exercise intervention significantly improved the memory function in older adults with pre-dialysis CKD. This randomized controlled trial suggests that physical exercise is a useful nonpharmacological strategy for preventing cognitive decline in these patients.
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Affiliation(s)
- Yuhei Otobe
- Department of Rehabilitation Medicine, Kawasaki Municipal Tama Hospital, Kawasaki, Japan
- Graduate School of Comprehensive Human Sciences, University of Tsukuba, Tokyo, Japan
| | - Minoru Yamada
- Faculty of Human Sciences, University of Tsukuba, Tokyo, Japan
| | - Koji Hiraki
- Rehabilitation Center, St. Marianna University School of Medicine Hospital, Kawasaki, Japan
| | - Satoshi Onari
- Department of Rehabilitation Medicine, Kawasaki Municipal Tama Hospital, Kawasaki, Japan
| | - Yasuhiro Taki
- Division of Nephrology and Hypertension, Department of Internal Medicine, Kawasaki Municipal Tama Hospital, Kawasaki, Japan
- Division of Nephrology and Hypertension, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Hirofumi Sumi
- Division of Nephrology and Hypertension, Department of Internal Medicine, Kawasaki Municipal Tama Hospital, Kawasaki, Japan
- Division of Nephrology and Hypertension, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Rina Hachisuka
- Division of Nephrology and Hypertension, Department of Internal Medicine, Kawasaki Municipal Tama Hospital, Kawasaki, Japan
- Division of Nephrology and Hypertension, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Wei Han
- Division of Nephrology and Hypertension, Department of Internal Medicine, Kawasaki Municipal Tama Hospital, Kawasaki, Japan
- Division of Nephrology and Hypertension, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Masaki Takahashi
- Department of Medical Informatics, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Mizue Suzuki
- Graduate School of Comprehensive Human Sciences, University of Tsukuba, Tokyo, Japan
| | - Yosuke Kimura
- Graduate School of Comprehensive Human Sciences, University of Tsukuba, Tokyo, Japan
- Department of Electrical Engineering, Health and Sports Technology Course, Kanto Gakuin University, Yokohama, Japan
| | - Shingo Koyama
- Graduate School of Comprehensive Human Sciences, University of Tsukuba, Tokyo, Japan
| | - Hiroaki Masuda
- Graduate School of Comprehensive Human Sciences, University of Tsukuba, Tokyo, Japan
| | - Yugo Shibagaki
- Division of Nephrology and Hypertension, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Naoto Tominaga
- Division of Nephrology and Hypertension, Department of Internal Medicine, Kawasaki Municipal Tama Hospital, Kawasaki, Japan
- Division of Nephrology and Hypertension, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
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Soraci L, Corica F, Corsonello A, Remelli F, Abete P, Bellelli G, Bo M, Cherubini A, Di Bari M, Maggio M, Martone AM, Rizzo MR, Manca GM, Rossi AP, Zambon A, Volpato S, Landi F. Prognostic interplay of kidney function with sarcopenia, anemia, disability and cognitive impairment. The GLISTEN study. Eur J Intern Med 2021; 93:57-63. [PMID: 34253448 DOI: 10.1016/j.ejim.2021.06.031] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/22/2021] [Revised: 06/01/2021] [Accepted: 06/29/2021] [Indexed: 12/18/2022]
Abstract
BACKGROUND Interactions between chronic kidney disease (CKD) and several comorbidities may potentially affect prognosis of older hospitalized patients. This study aims at evaluating the prognostic interactions between estimated glomerular filtration rate (eGFR), anemia, sarcopenia, functional and cognitive dysfunction, and 3-year mortality among older patients discharged from acute care hospitals. METHODS Our series consisted of 504 older adults enrolled in a multicenter observational study carried out in twelve Acute Geriatric and Internal Medicine wards throughout Italy. CKD was defined as an eGFR< 60 ml/min/1.73 m2. Anemia, Short Portable Status Mental Questionnaire (SPMSQ), Basic Activities of Daily Living (BADL), sarcopenia, and Charlson index were considered in the analysis. 3-year survival was investigated by Cox regression and prognostic interactions among study variables were assessed by survival tree analysis. Accuracy of different survival models was investigated by C-index. RESULTS eGFR < 30 mL/min/1.73 m2, anemia, sarcopenia, SPMSQ ≥ 5, and impairment in 1 or more BADL were significantly associated with mortality. Survival tree analysis showed that patients with eGFR < 35.32 ml/min/1.73 m2 and SPMSQ ≥ 5 had the highest risk of mortality [hazard ratio (HR): 5.49, 95%CI: 3.04-9.94] followed by those with eGFR < 35.32 ml/min/1.73 m2, hemoglobin < 11.95 g/dL and SPMSQ < 5 (HR:3.65; 95%CI: 2.21-6.02) and those with eGFR 35.32-47.99 ml/min/1.73 m2 and sarcopenia (HR:3.65; 95%CI: 1.99-6.69). Survival tree leaf node membership had good accuracy in predicting the study outcome (C-index: 0.73, 95%CI:0.70-0.76). CONCLUSIONS Interactions among study risk factors designed distinct risk profiles in older patients discharged from acute care hospitals, that may help identify patients needing targeted interventions and appropriate follow-up after discharge.
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Affiliation(s)
- Luca Soraci
- Unit of Geriatric Medicine, IRCCS INRCA, Cosenza, Italy
| | - Francesco Corica
- Department of Clinical and Experimental Medicine, University of Messina, University of Messina, Messina, Italy.
| | - Andrea Corsonello
- Unit of Geriatric Medicine, IRCCS INRCA, Cosenza, Italy; Unit of Geriatric Pharmacoepidemiology and Biostatistics, IRCCS INRCA, Ancona and Cosenza, Italy
| | - Francesca Remelli
- Department of Medical Sciences, University of Ferrara, Ferrara, Italy; Center for Clinical Epidemiology, School of Medicine, University of Ferrara, Ferrara, Italy
| | - Pasquale Abete
- Department of Translational Medical Sciences, University of Naples Federico II, Naples, Italy
| | - Giuseppe Bellelli
- School of Medicine and Surgery, University of Milan-Bicocca, Milan, Italy; Acute Geriatric Unit, S. Gerardo Hospital, Monza, Italy
| | - Mario Bo
- Section of Geriatrics, Department of Medical Sciences, University of Turin, Città della Salute e della Scienza, Molinette, Turin, Italy
| | - Antonio Cherubini
- Geriatria, Accettazione Geriatrica e Centro di ricerca per l'invecchiamento, IRCCS INRCA, Ancona, Italy
| | - Mauro Di Bari
- Research Unit of Medicine of Aging, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy; Geriatric Intensive Care Unit, Department of Geriatrics and Medicine, Azienda Ospedaliero-Universitaria Careggi, Florence, Italy
| | - Marcello Maggio
- Department of Medicine and Surgery, Geriatric Rehabilitation Department, University of Parma, Parma, Italy
| | - Anna Maria Martone
- Department of Geriatrics, Neurosciences and Orthopaedics, Catholic University of the Sacred Heart, Rome, Italy
| | - Maria Rosaria Rizzo
- Department of Medical, Surgical, Neurological, Metabolic and Geriatric Sciences, Second University of Naples, Naples, Italy
| | | | - Andrea P Rossi
- Department of Medicine, Geriatric Division, University of Verona, Verona, Italy
| | - Antonella Zambon
- Department of Statistics and Quantitative Methods, Unit of Biostatistics, Epidemiology and Public Health, University of Milan-Bicocca, Milan, Italy; IRCCS Istituto Auxologico Italiano, Biostatistics Unit, Milan, Italy
| | - Stefano Volpato
- Department of Medical Sciences, University of Ferrara, Ferrara, Italy; Center for Clinical Epidemiology, School of Medicine, University of Ferrara, Ferrara, Italy
| | - Francesco Landi
- Department of Geriatrics, Neurosciences and Orthopaedics, Catholic University of the Sacred Heart, Rome, Italy
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Bai K, Chen R, Lu F, Zhao Y, Pan Y, Wang F, Zhang L. Blood Pressure is Associated with Rapid Kidney Function Decline in a Very Elderly Hypertensive Chinese Population. Clin Interv Aging 2020; 15:1317-1323. [PMID: 32848372 PMCID: PMC7428315 DOI: 10.2147/cia.s255640] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Accepted: 07/19/2020] [Indexed: 11/23/2022] Open
Abstract
Purpose In prior analyses, blood pressure (BP) was related to rapid kidney function decline (RKFD). However, studies of this relationship in populations of advanced age are lacking. In the present study, we therefore examined the relationship between BP and RKFD in a population of 284 hypertensive Chinese individuals over the age of 80. Patients and Methods All study participants were diagnosed with hypertension (systolic BP [SBP] 160–200 mmHg; diastolic BP [DBP] <110 mmHg). RKFD was defined based upon a decline in estimated glomerular filtration rate (eGFR) >5mL/min per 1.73 m2 per year during follow-up. The Cox regression models (competing risk models) were used for calculating hazard ratios (HRs) to examine the relationship between SBP, DBP, pulse pressure (PP) and RKFD. Results Over a 3.3-year median follow-up period, 68 study participants (23.9%) were diagnosed with RKFD, while 35 (12.3%) died. After adjusting for confounding variables, we determined that each 10 mmHg rise in SBP and PP was associated with a 34% and 110% increase, respectively, in RKFD risk (adjusted HR: 1.34, 95% confidence interval [CI]: 1.05–1.71 for SBP, p=0.02; HR: 2.10, 95% CI: 0.87–5.08 for PP, p=0.10). In addition, we determined that each 10 mmHg increase in DBP was linked to a 10% reduction in RKFD risk (adjusted HR: 0.90, 95% CI: 0.70–1.14, p=0.37). Conclusion Our results indicate that SBP, but not DBP or PP, is positively correlated with RKFD risk in a very elderly hypertensive Chinese population.
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Affiliation(s)
- Kunhao Bai
- Department of Endoscopy, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, People's Republic of China.,Renal Division, Department of Medicine, Peking University First Hospital, Beijing, People's Republic of China
| | - Rui Chen
- Renal Division, Department of Medicine, Peking University First Hospital, Beijing, People's Republic of China
| | - Fanghong Lu
- Cardio-Cerebrovascular Control and Research Center, Institute of Basic Medicine, Shandong Academy of Medical Sciences, Jinan, Shandong, People's Republic of China
| | - Yingxin Zhao
- Cardio-Cerebrovascular Control and Research Center, Institute of Basic Medicine, Shandong Academy of Medical Sciences, Jinan, Shandong, People's Republic of China
| | - Yujing Pan
- Renal Division, Department of Medicine, Peking University International Hospital, Beijing, China
| | - Fang Wang
- Renal Division, Department of Medicine, Peking University First Hospital, Beijing, People's Republic of China
| | - Luxia Zhang
- Renal Division, Department of Medicine, Peking University First Hospital, Beijing, People's Republic of China.,National Institute of Health Data Science at Peking University, Beijing, People's Republic of China.,Peking University, Center for Data Science in Health and Medicine, Beijing, People's Republic of China
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