Development and validation of a risk score for chronic kidney disease in HIV infection using prospective cohort data from the D:A:D study.

Abstract:

BACKGROUND:Chronic kidney disease (CKD) is a major health issue for HIV-positive individuals, associated with increased morbidity and mortality. Development and implementation of a risk score model for CKD would allow comparison of the risks and benefits of adding potentially nephrotoxic antiretrovirals to a treatment regimen and would identify those at greatest risk of CKD. The aims of this study were to develop a simple, externally validated, and widely applicable long-term risk score model for CKD in HIV-positive individuals that can guide decision making in clinical practice. METHODS AND FINDINGS:A total of 17,954 HIV-positive individuals from the Data Collection on Adverse Events of Anti-HIV Drugs (D:A:D) study with ≥3 estimated glomerular filtration rate (eGFR) values after 1 January 2004 were included. Baseline was defined as the first eGFR > 60 ml/min/1.73 m2 after 1 January 2004; individuals with exposure to tenofovir, atazanavir, atazanavir/ritonavir, lopinavir/ritonavir, other boosted protease inhibitors before baseline were excluded. CKD was defined as confirmed (>3 mo apart) eGFR ≤ 60 ml/min/1.73 m2. Poisson regression was used to develop a risk score, externally validated on two independent cohorts. In the D:A:D study, 641 individuals developed CKD during 103,185 person-years of follow-up (PYFU; incidence 6.2/1,000 PYFU, 95% CI 5.7-6.7; median follow-up 6.1 y, range 0.3-9.1 y). Older age, intravenous drug use, hepatitis C coinfection, lower baseline eGFR, female gender, lower CD4 count nadir, hypertension, diabetes, and cardiovascular disease (CVD) predicted CKD. The adjusted incidence rate ratios of these nine categorical variables were scaled and summed to create the risk score. The median risk score at baseline was -2 (interquartile range -4 to 2). There was a 1:393 chance of developing CKD in the next 5 y in the low risk group (risk score < 0, 33 events), rising to 1:47 and 1:6 in the medium (risk score 0-4, 103 events) and high risk groups (risk score ≥ 5, 505 events), respectively. Number needed to harm (NNTH) at 5 y when starting unboosted atazanavir or lopinavir/ritonavir among those with a low risk score was 1,702 (95% CI 1,166-3,367); NNTH was 202 (95% CI 159-278) and 21 (95% CI 19-23), respectively, for those with a medium and high risk score. NNTH was 739 (95% CI 506-1462), 88 (95% CI 69-121), and 9 (95% CI 8-10) for those with a low, medium, and high risk score, respectively, starting tenofovir, atazanavir/ritonavir, or another boosted protease inhibitor. The Royal Free Hospital Clinic Cohort included 2,548 individuals, of whom 94 individuals developed CKD (3.7%) during 18,376 PYFU (median follow-up 7.4 y, range 0.3-12.7 y). Of 2,013 individuals included from the SMART/ESPRIT control arms, 32 individuals developed CKD (1.6%) during 8,452 PYFU (median follow-up 4.1 y, range 0.6-8.1 y). External validation showed that the risk score predicted well in these cohorts. Limitations of this study included limited data on race and no information on proteinuria. CONCLUSIONS:Both traditional and HIV-related risk factors were predictive of CKD. These factors were used to develop a risk score for CKD in HIV infection, externally validated, that has direct clinical relevance for patients and clinicians to weigh the benefits of certain antiretrovirals against the risk of CKD and to identify those at greatest risk of CKD.

journal_name

PLoS Med

journal_title

PLoS medicine

authors

Mocroft A,Lundgren JD,Ross M,Law M,Reiss P,Kirk O,Smith C,Wentworth D,Neuhaus J,Fux CA,Moranne O,Morlat P,Johnson MA,Ryom L,D:A:D study group.,Royal Free Hospital Clinic Cohort.,INSIGHT study group.,SMART study group.,

doi

10.1371/journal.pmed.1001809

subject

Has Abstract

pub_date

2015-03-31 00:00:00

pages

e1001809

issue

3

eissn

1549-1277

issn

1549-1676

pii

PMEDICINE-D-14-02722

journal_volume

12

pub_type

杂志文章
  • Triple-antiretroviral prophylaxis to prevent mother-to-child HIV transmission through breastfeeding--the Kisumu Breastfeeding Study, Kenya: a clinical trial.

    abstract:BACKGROUND:Effective strategies are needed for the prevention of mother-to-child HIV transmission (PMTCT) in resource-limited settings. The Kisumu Breastfeeding Study was a single-arm open label trial conducted between July 2003 and February 2009. The overall aim was to investigate whether a maternal triple-antiretrovi...

    journal_title:PLoS medicine

    pub_type: 临床试验,杂志文章

    doi:10.1371/journal.pmed.1001015

    authors: Thomas TK,Masaba R,Borkowf CB,Ndivo R,Zeh C,Misore A,Otieno J,Jamieson D,Thigpen MC,Bulterys M,Slutsker L,De Cock KM,Amornkul PN,Greenberg AE,Fowler MG,KiBS Study Team.

    更新日期:2011-03-01 00:00:00

  • Bioequivalence of twice-daily oral tacrolimus in transplant recipients: More evidence for consensus?

    abstract::In this Perspective on the clinical trial by Rita Alloway and colleagues, Simon Ball explains the benefits to healthcare systems and individual patients of the bioequivalence established between generic and brand-name formulations of an immunosuppressive drug in transplant recipients. ...

    journal_title:PLoS medicine

    pub_type: 评论,杂志文章

    doi:10.1371/journal.pmed.1002429

    authors: Ball S

    更新日期:2017-11-14 00:00:00

  • Risk of hospitalization with neurodegenerative disease after moderate-to-severe traumatic brain injury in the working-age population: A retrospective cohort study using the Finnish national health registries.

    abstract:BACKGROUND:Previous epidemiological studies suggest that working-aged persons with a history of moderate-to-severe traumatic brain injury (TBI) may have an increased risk for developing neurodegenerative disease (NDD) while persons with a history of mild TBI do not. In this comprehensive nationwide study in Finland, we...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.1002316

    authors: Raj R,Kaprio J,Korja M,Mikkonen ED,Jousilahti P,Siironen J

    更新日期:2017-07-05 00:00:00

  • Integrating HIV prevention and treatment: from slogans to impact.

    abstract:BACKGROUND:Through major efforts to reduce costs and expand access to antiretroviral therapy worldwide, widespread delivery of effective treatment to people living with HIV/AIDS is now conceivable even in severely resource-constrained settings. However, the potential epidemiologic impact of treatment in the context of ...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.0020016

    authors: Salomon JA,Hogan DR,Stover J,Stanecki KA,Walker N,Ghys PD,Schwartländer B

    更新日期:2005-01-01 00:00:00

  • The use of machine learning to understand the relationship between IgE to specific allergens and asthma.

    abstract::Thomas Platts-Mills and Matthew Perzanowski provide their expert Perspective on a translational study from Custovic and colleagues that identifies pairings of IgE that show value in estimating risk of concurrent asthma. ...

    journal_title:PLoS medicine

    pub_type: 评论,杂志文章

    doi:10.1371/journal.pmed.1002696

    authors: Platts-Mills TAE,Perzanowski M

    更新日期:2018-11-20 00:00:00

  • Integrated Delivery of Antiretroviral Treatment and Pre-exposure Prophylaxis to HIV-1-Serodiscordant Couples: A Prospective Implementation Study in Kenya and Uganda.

    abstract:BACKGROUND:Antiretroviral-based interventions for HIV-1 prevention, including antiretroviral therapy (ART) to reduce the infectiousness of HIV-1 infected persons and pre-exposure prophylaxis (PrEP) to reduce the susceptibility of HIV-1 uninfected persons, showed high efficacy for HIV-1 protection in randomized clinical...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.1002099

    authors: Baeten JM,Heffron R,Kidoguchi L,Mugo NR,Katabira E,Bukusi EA,Asiimwe S,Haberer JE,Morton J,Ngure K,Bulya N,Odoyo J,Tindimwebwa E,Hendrix C,Marzinke MA,Ware NC,Wyatt MA,Morrison S,Haugen H,Mujugira A,Donnell D,Ce

    更新日期:2016-08-23 00:00:00

  • Excess long-term mortality following non-variceal upper gastrointestinal bleeding: a population-based cohort study.

    abstract:BACKGROUND:It is unclear whether an upper gastrointestinal bleed is an isolated gastrointestinal event or an indicator of a deterioration in a patient's overall health status. Therefore, we investigated the excess causes of death in individuals after a non-variceal bleed compared with deaths in a matched sample of the ...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.1001437

    authors: Crooks CJ,Card TR,West J

    更新日期:2013-01-01 00:00:00

  • IL28B, HLA-C, and KIR variants additively predict response to therapy in chronic hepatitis C virus infection in a European Cohort: a cross-sectional study.

    abstract:BACKGROUND:To date, drug response genes have not proved as useful in clinical practice as was anticipated at the start of the genomic era. An exception is in the treatment of chronic hepatitis C virus (HCV) genotype 1 infection with pegylated interferon-alpha and ribavirin (PegIFN/R). Viral clearance is achieved in 40%...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.1001092

    authors: Suppiah V,Gaudieri S,Armstrong NJ,O'Connor KS,Berg T,Weltman M,Abate ML,Spengler U,Bassendine M,Dore GJ,Irving WL,Powell E,Hellard M,Riordan S,Matthews G,Sheridan D,Nattermann J,Smedile A,Müller T,Hammond E,Dunn D

    更新日期:2011-09-01 00:00:00

  • Sexually transmitted infections-Research priorities for new challenges.

    abstract::In an Editorial, Guest Editors Nicola Low and Nathalie Broutet discuss the Collection on sexually transmitted infections in the context of research priorities in the field. ...

    journal_title:PLoS medicine

    pub_type: 社论

    doi:10.1371/journal.pmed.1002481

    authors: Low N,Broutet NJ

    更新日期:2017-12-27 00:00:00

  • Effects of single and integrated water, sanitation, handwashing, and nutrition interventions on child soil-transmitted helminth and Giardia infections: A cluster-randomized controlled trial in rural Kenya.

    abstract:BACKGROUND:Helminth and protozoan infections affect more than 1 billion children globally. Improving water quality, sanitation, handwashing, and nutrition could be more sustainable control strategies for parasite infections than mass drug administration, while providing other quality of life benefits. METHODS AND FIND...

    journal_title:PLoS medicine

    pub_type: 杂志文章,随机对照试验

    doi:10.1371/journal.pmed.1002841

    authors: Pickering AJ,Njenga SM,Steinbaum L,Swarthout J,Lin A,Arnold BF,Stewart CP,Dentz HN,Mureithi M,Chieng B,Wolfe M,Mahoney R,Kihara J,Byrd K,Rao G,Meerkerk T,Cheruiyot P,Papaiakovou M,Pilotte N,Williams SA,Colford JM

    更新日期:2019-06-26 00:00:00

  • Erythrocyte G protein as a novel target for malarial chemotherapy.

    abstract:BACKGROUND:Malaria remains a serious health problem because resistance develops to all currently used drugs when their parasite targets mutate. Novel antimalarial drug targets are urgently needed to reduce global morbidity and mortality. Our prior results suggested that inhibiting erythrocyte Gs signaling blocked invas...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.0030528

    authors: Murphy SC,Harrison T,Hamm HE,Lomasney JW,Mohandas N,Haldar K

    更新日期:2006-12-01 00:00:00

  • Modelling the strategic use of antiretroviral therapy for the treatment and prevention of HIV.

    abstract::Nathan Ford and Gottfried Hirnschall reflect on recent research by Jan Hontelez and colleagues published in this week's PLOS Medicine. The authors argue that the future HIV modeling efforts should focus on helping programs make choices about which interventions need to be prioritized in order to achieve the levels of ...

    journal_title:PLoS medicine

    pub_type: 评论,杂志文章

    doi:10.1371/journal.pmed.1001535

    authors: Ford N,Hirnschall G

    更新日期:2013-10-01 00:00:00

  • Reporting guidelines for survey research: an analysis of published guidance and reporting practices.

    abstract:BACKGROUND:Research needs to be reported transparently so readers can critically assess the strengths and weaknesses of the design, conduct, and analysis of studies. Reporting guidelines have been developed to inform reporting for a variety of study designs. The objective of this study was to identify whether there is ...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.1001069

    authors: Bennett C,Khangura S,Brehaut JC,Graham ID,Moher D,Potter BK,Grimshaw JM

    更新日期:2010-08-01 00:00:00

  • Translating pharmacogenomics: challenges on the road to the clinic.

    abstract::Pharmacogenomics is one of the first clinical applications of the postgenomic era. It promises personalized medicine rather than the established "one size fits all" approach to drugs and dosages. The expected reduction in trial and error should ultimately lead to more efficient and safer drug therapy. In recent years,...

    journal_title:PLoS medicine

    pub_type: 杂志文章,评审

    doi:10.1371/journal.pmed.0040209

    authors: Swen JJ,Huizinga TW,Gelderblom H,de Vries EG,Assendelft WJ,Kirchheiner J,Guchelaar HJ

    更新日期:2007-08-01 00:00:00

  • Sugary drink warnings: A meta-analysis of experimental studies.

    abstract:BACKGROUND:Policymakers worldwide are considering requiring warnings for sugary drinks. A growing number of experimental studies have examined sugary drink warnings' impacts, but no research to our knowledge has synthesized this literature. To inform ongoing policy debates, this study aimed to identify the effects of s...

    journal_title:PLoS medicine

    pub_type: 杂志文章,meta分析

    doi:10.1371/journal.pmed.1003120

    authors: Grummon AH,Hall MG

    更新日期:2020-05-20 00:00:00

  • Novel community health worker strategy for HIV service engagement in a hyperendemic community in Rakai, Uganda: A pragmatic, cluster-randomized trial.

    abstract:BACKGROUND:Effective implementation strategies are needed to increase engagement in HIV services in hyperendemic settings. We conducted a pragmatic cluster-randomized trial in a high-risk, highly mobile fishing community (HIV prevalence: approximately 38%) in Rakai, Uganda, to assess the impact of a community health wo...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.1003475

    authors: Chang LW,Mbabali I,Hutton H,Amico KR,Kong X,Mulamba J,Anok A,Ssekasanvu J,Long A,Thomas AG,Thomas K,Bugos E,Pollard R,van Wickle K,Kennedy CE,Nalugoda F,Serwadda D,Bollinger RC,Quinn TC,Reynolds SJ,Gray RH,Wawer

    更新日期:2021-01-06 00:00:00

  • The effect of alpha+-thalassaemia on the incidence of malaria and other diseases in children living on the coast of Kenya.

    abstract:BACKGROUND:The alpha-thalassaemias are the commonest genetic disorders of humans. It is generally believed that this high frequency reflects selection through a survival advantage against death from malaria; nevertheless, the epidemiological description of the relationships between alpha-thalassaemia, malaria, and othe...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.0030158

    authors: Wambua S,Mwangi TW,Kortok M,Uyoga SM,Macharia AW,Mwacharo JK,Weatherall DJ,Snow RW,Marsh K,Williams TN

    更新日期:2006-05-01 00:00:00

  • Association between Regimen Composition and Treatment Response in Patients with Multidrug-Resistant Tuberculosis: A Prospective Cohort Study.

    abstract:BACKGROUND:For treating multidrug-resistant tuberculosis (MDR TB), the World Health Organization (WHO) recommends a regimen of at least four second-line drugs that are likely to be effective as well as pyrazinamide. WHO guidelines indicate only marginal benefit for regimens based directly on drug susceptibility testing...

    journal_title:PLoS medicine

    pub_type: 杂志文章,多中心研究

    doi:10.1371/journal.pmed.1001932

    authors: Yuen CM,Kurbatova EV,Tupasi T,Caoili JC,Van Der Walt M,Kvasnovsky C,Yagui M,Bayona J,Contreras C,Leimane V,Ershova J,Via LE,Kim H,Akksilp S,Kazennyy BY,Volchenkov GV,Jou R,Kliiman K,Demikhova OV,Vasilyeva IA,Dalto

    更新日期:2015-12-29 00:00:00

  • Ovarian cancer and body size: individual participant meta-analysis including 25,157 women with ovarian cancer from 47 epidemiological studies.

    abstract:BACKGROUND:Only about half the studies that have collected information on the relevance of women's height and body mass index to their risk of developing ovarian cancer have published their results, and findings are inconsistent. Here, we bring together the worldwide evidence, published and unpublished, and describe th...

    journal_title:PLoS medicine

    pub_type: 杂志文章,meta分析

    doi:10.1371/journal.pmed.1001200

    authors: Collaborative Group on Epidemiological Studies of Ovarian Cancer.

    更新日期:2012-01-01 00:00:00

  • Opportunistic screening for atrial fibrillation by clinical pharmacists in UK general practice during the influenza vaccination season: A cross-sectional feasibility study.

    abstract:BACKGROUND:Growing prevalence of atrial fibrillation (AF) in the ageing population and its associated life-changing health and resource implications have led to a need to improve its early detection. Primary care is an ideal place to screen for AF; however, this is limited by shortages in general practitioner (GP) reso...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.1003197

    authors: Savickas V,Stewart AJ,Rees-Roberts M,Short V,Bhamra SK,Corlett SA,Mathie A,Veale EL

    更新日期:2020-07-17 00:00:00

  • Association of body mass index and cardiotoxicity related to anthracyclines and trastuzumab in early breast cancer: French CANTO cohort study.

    abstract:BACKGROUND:In patients treated with cardiotoxic chemotherapies, the presence of cardiovascular risk factors and previous cardiac disease have been strongly correlated to the onset of cardiotoxicity. The influence of overweight and obesity as risk factors in the development of treatment-related cardiotoxicity in breast ...

    journal_title:PLoS medicine

    pub_type: 临床试验,杂志文章

    doi:10.1371/journal.pmed.1002989

    authors: Kaboré EG,Guenancia C,Vaz-Luis I,Di Meglio A,Pistilli B,Coutant C,Cottu P,Lesur A,Petit T,Dalenc F,Rouanet P,Arnaud A,Arsene O,Ibrahim M,Wassermann J,Boileau-Jolimoy G,Martin AL,Lemonnier J,André F,Arveux P

    更新日期:2019-12-23 00:00:00

  • Poor diet in shift workers: a new occupational health hazard?

    abstract::The PLoS Medicine Editors discuss the link between shift work, diet, and type 2 diabetes, and argue that unhealthy eating should be considered a new form of occupational hazard. ...

    journal_title:PLoS medicine

    pub_type: 评论,社论

    doi:10.1371/journal.pmed.1001152

    authors: PLoS Medicine Editors.

    更新日期:2011-12-01 00:00:00

  • A Core Outcome Set for the Benefits and Adverse Events of Bariatric and Metabolic Surgery: The BARIACT Project.

    abstract:BACKGROUND:Bariatric and metabolic surgery is used as a treatment for patients with severe and complex obesity. However, there is a need to improve outcome selection and reporting in bariatric surgery trials. A Core Outcome Set (COS), an agreed minimum set of outcomes reported in all studies of a specific condition, ma...

    journal_title:PLoS medicine

    pub_type: 指南,杂志文章

    doi:10.1371/journal.pmed.1002187

    authors: Coulman KD,Hopkins J,Brookes ST,Chalmers K,Main B,Owen-Smith A,Andrews RC,Byrne J,Donovan JL,Mazza G,Reeves BC,Rogers CA,Thompson JL,Welbourn R,Wordsworth S,Blazeby JM,BARIACT working group.

    更新日期:2016-11-29 00:00:00

  • The global burden of snakebite: a literature analysis and modelling based on regional estimates of envenoming and deaths.

    abstract:BACKGROUND:Envenoming resulting from snakebites is an important public health problem in many tropical and subtropical countries. Few attempts have been made to quantify the burden, and recent estimates all suffer from the lack of an objective and reproducible methodology. In an attempt to provide an accurate, up-to-da...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.0050218

    authors: Kasturiratne A,Wickremasinghe AR,de Silva N,Gunawardena NK,Pathmeswaran A,Premaratna R,Savioli L,Lalloo DG,de Silva HJ

    更新日期:2008-11-04 00:00:00

  • Estimated health benefits, costs, and cost-effectiveness of eliminating industrial trans-fatty acids in Australia: A modelling study.

    abstract:BACKGROUND:trans-fatty acids (TFAs) are a well-known risk factor of ischemic heart disease (IHD). In Australia, the highest TFA intake is concentrated to the most socioeconomically disadvantaged groups. Elimination of industrial TFA (iTFA) from the Australian food supply could result in reduced IHD mortality and morbid...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.1003407

    authors: Marklund M,Zheng M,Veerman JL,Wu JHY

    更新日期:2020-11-02 00:00:00

  • Secular trends in incidence of type 1 and type 2 diabetes in Hong Kong: A retrospective cohort study.

    abstract:BACKGROUND:There is very limited data on the time trend of diabetes incidence in Asia. Using population-level data, we report the secular trend of the incidence of type 1 and type 2 diabetes in Hong Kong between 2002 and 2015. METHODS AND FINDINGS:The Hong Kong Diabetes Surveillance Database hosts clinical information...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.1003052

    authors: Luk AOY,Ke C,Lau ESH,Wu H,Goggins W,Ma RCW,Chow E,Kong APS,So WY,Chan JCN

    更新日期:2020-02-20 00:00:00

  • Vaccination to prevent human papillomavirus infections: From promise to practice.

    abstract::In an essay, Paul Bloem and Ikechukwu Ogbuanu discuss the public health implications of HPV vaccination. ...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.1002325

    authors: Bloem P,Ogbuanu I

    更新日期:2017-06-27 00:00:00

  • Major radiodiagnostic imaging in pregnancy and the risk of childhood malignancy: a population-based cohort study in Ontario.

    abstract:BACKGROUND:The association between fetal exposure to major radiodiagnostic testing in pregnancy-computed tomography (CT) and radionuclide imaging-and the risk of childhood cancer is not established. METHODS AND FINDINGS:We completed a population-based study of 1.8 million maternal-child pairs in the province of Ontari...

    journal_title:PLoS medicine

    pub_type: 杂志文章

    doi:10.1371/journal.pmed.1000337

    authors: Ray JG,Schull MJ,Urquia ML,You JJ,Guttmann A,Vermeulen MJ

    更新日期:2010-09-07 00:00:00

  • Induction of labour at 41 weeks or expectant management until 42 weeks: A systematic review and an individual participant data meta-analysis of randomised trials.

    abstract:BACKGROUND:The risk of perinatal death and severe neonatal morbidity increases gradually after 41 weeks of pregnancy. Several randomised controlled trials (RCTs) have assessed if induction of labour (IOL) in uncomplicated pregnancies at 41 weeks will improve perinatal outcomes. We performed an individual participant da...

    journal_title:PLoS medicine

    pub_type: 杂志文章,meta分析

    doi:10.1371/journal.pmed.1003436

    authors: Alkmark M,Keulen JKJ,Kortekaas JC,Bergh C,van Dillen J,Duijnhoven RG,Hagberg H,Mol BW,Molin M,van der Post JAM,Saltvedt S,Wikström AK,Wennerholm UB,de Miranda E

    更新日期:2020-12-08 00:00:00

  • Financial risk protection and universal health coverage: evidence and measurement challenges.

    abstract::Financial risk protection is a key component of universal health coverage (UHC), which is defined as access to all needed quality health services without financial hardship. As part of the PLOS Medicine Collection on measurement of UHC, the aim of this paper is to examine and to compare and contrast existing measures ...

    journal_title:PLoS medicine

    pub_type: 杂志文章,评审

    doi:10.1371/journal.pmed.1001701

    authors: Saksena P,Hsu J,Evans DB

    更新日期:2014-09-22 00:00:00