Innovative non-invasive model for screening reduced estimated glomerular filtration rate in a working population
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作者:
Wu, Lan
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Peoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R ChinaPeoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R China
Wu, Lan
[1
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Guo, Vivian Yawei
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Univ Hong Kong, Dept Family Med & Primary Care, Hong Kong, Hong Kong, Peoples R ChinaPeoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R China
Guo, Vivian Yawei
[2
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Wong, Carlos King Ho
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Univ Hong Kong, Dept Family Med & Primary Care, Hong Kong, Hong Kong, Peoples R ChinaPeoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R China
Wong, Carlos King Ho
[2
]
Kung, Kenny
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Univ Hong Kong, Dept Family Med & Primary Care, Hong Kong, Hong Kong, Peoples R ChinaPeoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R China
Kung, Kenny
[2
]
Han, Li
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Peoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R ChinaPeoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R China
Han, Li
[1
]
Wang, XinLing
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Peoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R ChinaPeoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R China
Wang, XinLing
[1
]
Luo, Yunzhi
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Peoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R ChinaPeoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R China
Luo, Yunzhi
[1
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机构:
[1] Peoples Hosp Xinjiang Uygur Autonomous Reg, Dept Endocrinol, Xinjiang, Peoples R China
[2] Univ Hong Kong, Dept Family Med & Primary Care, Hong Kong, Hong Kong, Peoples R China
AimMost of the existing risk scores for identifying people with reduced estimated glomerular filtration rate (eGFR) involve laboratory-based factors, which are not convenient and cost-effective to use in a large population-based screening programme. We aimed at using non-invasive variables to identify subjects with reduced eGFR in a Chinese working population. MethodsTwo study populations were recruited in 2012 and 2015, respectively. The 2012 study population (n=14374) was randomly separated as the training dataset (n=9621) or the internal testing dataset (n=4753) at a ratio of 2:1, and the 2015 study population (n=4371) was used as the external testing dataset. Stepwise logistic regression analysis with age, gender, hypertension and body mass index (BMI) status were first performed in the training dataset and then validated in both internal and external testing dataset. A nomogram was further developed based on the final model. ResultsResults showed that older females with higher BMI status were more likely to have reduced eGFR. The model had excellent discrimination (AUC: 0.887 [95%CI: 0.865, 0.909] in the internal validation and 0.880 [95%CI: 0.829, 0.931] in the external validation) and calibration (Hosmer-Lemeshow test, P=0.798 and 0.397 for internal and external dataset, respectively). The probability of having reduced eGFR increased gradually from <0.1% at a total score of 0 to 26% at a total score of 58 shown in the nomogram. ConclusionNon-invasive variables could help identify individuals at high risk of reduced eGFR for further kidney function testing or intervention, aiding in decision-making and resource allocation in large population screening. Summary at a Glance In this study conducted in a working Chinese population, the authors show that advanced age, female sex and higher body mass index are associated with the likelihood of having reduced eGFR
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Great Ormond St Hosp Sick Children, London WC1N 3JH, EnglandUniv Bath, Dept Pharm & Pharmacol, Bath BA1 7AY, Avon, England
van't Hoff, William
Brock, Penelope
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Great Ormond St Hosp Sick Children, London WC1N 3JH, EnglandUniv Bath, Dept Pharm & Pharmacol, Bath BA1 7AY, Avon, England
Brock, Penelope
Wong, Ian C. K.
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Univ Hong Kong, Li Ka Shing Fac Med, Dept Pharmacol & Pharm, Ctr Safe Medicat Practice & Res, Pokfulam, Hong Kong, Peoples R ChinaUniv Bath, Dept Pharm & Pharmacol, Bath BA1 7AY, Avon, England
机构:
Univ Queensland, Sch Biomed Sci, St Lucia, Qld, Australia
UQ Translat Res Inst, Mater Res Inst, Woollongabba, AustraliaUniv Queensland, Sch Biomed Sci, St Lucia, Qld, Australia
Mullins, T.
Tan, W. Sheng
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Univ Queensland, Sch Biomed Sci, St Lucia, Qld, AustraliaUniv Queensland, Sch Biomed Sci, St Lucia, Qld, Australia
Tan, W. Sheng
Gallo, L.
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Univ Queensland, Sch Biomed Sci, St Lucia, Qld, Australia
UQ Translat Res Inst, Mater Res Inst, Woollongabba, AustraliaUniv Queensland, Sch Biomed Sci, St Lucia, Qld, Australia
机构:
Univ Cambridge, Canc Res UK Cambridge Inst, Cambridge, EnglandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Williams, Edward H.
Connell, Claire M.
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Univ Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Cambridge Univ Hosp NHS Trust, Cambridge, England
Univ Cambridge, Dept Oncol, Cambridge, EnglandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Connell, Claire M.
Weaver, James M. J.
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Christie NHS Fdn Trust, Manchester, Lancs, EnglandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Weaver, James M. J.
Beh, Ian
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Western Gen Hosp, Edinburgh, Midlothian, ScotlandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Beh, Ian
Potts, Harry
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Univ Cambridge, Sch Clin Med, Cambridge, EnglandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Potts, Harry
Whitley, Cameron T.
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Univ Cambridge, Sch Clin Med, Cambridge, EnglandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Whitley, Cameron T.
Bird, Nicholas
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Cambridge Univ Hosp NHS Trust, Cambridge, EnglandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Bird, Nicholas
Al-Sayed, Tamer
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Christie NHS Fdn Trust, Manchester, Lancs, EnglandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Al-Sayed, Tamer
Monaghan, Phillip J.
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Christie NHS Fdn Trust, Christie Pathol Partnership, Manchester, Lancs, England
Univ Manchester, Inst Inflammat & Repair, Fac Med & Human Sci, Manchester, Lancs, EnglandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Monaghan, Phillip J.
Fehr, Martin
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Cantonal Hosp St Gallen, Clin Med Oncol & Hematol, St Gallen, SwitzerlandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Fehr, Martin
Cathomas, Richard
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Cantonal Hosp Graubunden, Div Oncol Hematol, Chur, SwitzerlandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Cathomas, Richard
Bertelli, Gianfilippo
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Brighton & Sussex Univ Hosp NHS Trust, Sussex Canc Ctr, Brighton, E Sussex, EnglandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Bertelli, Gianfilippo
Quinton, Amy
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Velindre Canc Ctr, Cardiff, S Glam, WalesUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Quinton, Amy
Lewis, Paul
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Swansea Univ, Inst Life Sci, Med Sch, Swansea, W Glam, WalesUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Lewis, Paul
Shamash, Jonathan
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St Bartholomews Hosp, Dept Med Oncol, London, EnglandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Shamash, Jonathan
Wilson, Peter
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St Bartholomews Hosp, Dept Med Oncol, London, EnglandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Wilson, Peter
Dooley, Michael
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Alfred Hlth, Melbourne, Vic, Australia
Monash Univ, Melbourne, Vic, AustraliaUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Dooley, Michael
Poole, Susan
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Alfred Hlth, Melbourne, Vic, Australia
Monash Univ, Melbourne, Vic, AustraliaUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Poole, Susan
Mark, Patrick B.
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Univ Glasgow, Inst Cardiovasc & Med Sci, Glasgow, Lanark, ScotlandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Mark, Patrick B.
Bookman, Michael A.
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Kaiser Permanente San Francisco, San Francisco, CA USAUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Bookman, Michael A.
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Earl, Helena
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Jodrell, Duncan
Tavare, Simon
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Univ Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Columbia Univ, New York, NY USAUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Tavare, Simon
Lynch, Andy G.
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Univ Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Univ St Andrews, Sch Med, Sch Math & Stat, St Andrews, Fife, ScotlandUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Lynch, Andy G.
Janowitz, Tobias
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Univ Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
Cold Spring Harbor Lab, New York, NY USA
Northwell Hlth, New York, NY USAUniv Cambridge, Canc Res UK Cambridge Inst, Cambridge, England