期刊论文详细信息
Population Health Metrics
Correcting and estimating HIV mortality in Thailand based on 2005 verbal autopsy data focusing on demographic factors, 1996-2009
Virasakdi Chongsuvivatwong1  Kanitta Bundhamcharoen2  Phattrawan Tongkumchum3  Amornrat Chutinantakul3 
[1] Epidemiology Unit, Faculty of Medicine, Prince of Songkla University, Hat Yai, Songkhla, Thailand;International Health Policy Program (IHPP), Bureau of Policy and Strategy, Ministry of Public Health, Nonthaburi, Thailand;Department of Mathematics and Computer Science, Faculty of Science and Technology, Prince of Songkla University, Muang, Pattani, Thailand
关键词: Estimation;    Misclassification;    Under-reporting;    Death registry;    Verbal autopsy;    HIV death;   
Others  :  1139675
DOI  :  10.1186/s12963-014-0025-x
 received in 2013-12-02, accepted in 2014-09-24,  发布年份 2014
PDF
【 摘 要 】

Background

It is known that death registry (DR) underestimates HIV deaths. The objectives of this study were to examine under-reporting/misclassification and to estimate HIV mortality in Thailand during 1996-2009 from a model based on 2005 verbal autopsy (VA) data.

Methods

Logistic regression was used to predict HIV deaths from the VA dataset with and without demographic covariates. This full model was then used to predict individual HIV deaths from the DR dataset of provinces in which VA was conducted. The proportions in the remaining provinces were predicted from spatial interpolation based on coefficients of the VA provinces.

Results

Area under Receiver Operating Characteristic curve of the full model was 0.969 compared to 0.879 of the simple cross-referencing model when demographic covariates were not included. DR-reported HIV deaths accounted for only one-third of all VA-estimated HIV deaths. The most misclassified HIV deaths were those registered as tuberculosis and mental and nervous system. Under-reporting was most common among females and people aged 20-39 years, and effect of province was highest in the upper north and upper south regions.

Conclusions

For approximately two-thirds of all HIV deaths estimated by the full model, the causes were reported under other categories, not HIV. Demographic variables are essential for accurately correcting causes of death from death registries.

【 授权许可】

   
2014 Chutinantakul et al.; licensee BioMed Central Ltd.

【 预 览 】
附件列表
Files Size Format View
20150322082148750.pdf 1201KB PDF download
Figure 4. 77KB Image download
Figure 3. 83KB Image download
Figure 2. 24KB Image download
Figure 1. 60KB Image download
【 图 表 】

Figure 1.

Figure 2.

Figure 3.

Figure 4.

【 参考文献 】
  • [1]Taffa N, Will JC, Bodika S, Packel L, Motlapele D, Stein E, Roels TH, Kennedy G, Shenaaz EH: Validation of AIDS-related mortality in Botswana. JIAS 2009, 12:24. BioMed Central Full Text
  • [2]Fazito E, Cuchi P, Fat DM, Ghys PD, Pereira MG, Vasconcelos AMN, Pascom ARP: Identifying and quantifying misclassified and under-reported AIDS deaths in Brazil: a retrospective analysis from 1985 to 2009. Sex Transm Infect 2012, 88(Suppl 2):i86-i94.
  • [3]Pacheco AG, Saraceni V, Tuboi SH, Lauria LM, Moulton LH, Faulhaber JC, King B, Golub JE, Durovni B, Cavalcante S, Harrison LH, Chaisson RE, Schechter M: Estimating the extent of underreporting of mortality among HIV-infected individuals in Rio de Janeiro, Brazil. AIDS Res Hum Retroviruses 2011, 27(1):25-28.
  • [4]Yudkin PL, Burger EH, Bradshaw D, Groenewald P, Ward AM, Volmink J: Deaths caused by HIV disease under-reported in South Africa. AIDS 2009, 23(12):1600-1602.
  • [5]Birnbaum JK, Murray CJL, Lozano R: Exposing misclassification HIV/AIDS deaths in South Africa. Bull World Health Organ 2011, 89:278-285.
  • [6]Tangcharoensathien V, Faramnuayphol P, Teokul W, Bundhamcharoen K, Wibulpholprasert S: A critical assessment of mortality statistics in Thailand: potential for improvements. Bull World Health Organ 2006, 84(3):233-238.
  • [7]Khonhan K: Quality of mortality data of HIV/AIDS surveillance reporting system in Mukdahan Province, Thailand (in Thai). Thai Popul J 2009, 1(1):125-135.
  • [8]Rao C, Porapakkham Y, Pattaraarchachai J, Polprasert W, Swampunyalert N, Lopez AD: Verifying causes of death in Thailand: rationale and methods for empirical investigation. Popul Health Metr 2010, 8:11. BioMed Central Full Text
  • [9]Mathers CD, Fat DM, Inoue M, Rao C, Lopez AD: Counting the dead and what they died from: an assessment of the global status of cause of death data. Bull World Health Organ 2005, 83(3):171-177.
  • [10]Prasartkul P, Vapattanawong P: The completeness of death registration in Thailand: evidence from demographic surveillance system of the Kanchanaburi project. World Health Popul 2006, 8:43-51.
  • [11]Hill K, Vapattanawong P, Prasartkul P, Porapakkham Y, Lim SS, Lopez AD: Epidemiologic transition interrupted: a reassessment of mortality trends in Thailand, 1980¿2000. Int J Epidemiol 2007, 36:374-384.
  • [12]Prasartkul P, Porapakham Y, Vapattanawong P, Rittirong J: Development of a verbal autopsy tool for investigating cause of death: the Kanchanaburi project. JPSS 2007, 15(2):1-22.
  • [13]Vapattanawong P, Prasartkul P: Under-registration of deaths in Thailand in 2005-2006: results of cross-matching data from two sources. Bull World Health Organ 2011, 89:806-812.
  • [14]Lopez AD, Lozano R, Murray CJL, Shibuya K: Verbal autopsy: innovations, applications, opportunities improving cause of death measurement. In Popul Health Metr 2011, 9:128-254.
  • [15]Choprapawon C, Porapakkham Y, Sablon O, Panjajaru R, Jhantharatat B: Thailand¿s national death registration reform: verifying the causes of death between July 1997 and December 1999. Asia Pac J Public Health 2005, 17(2):110-116.
  • [16]Pattaraarchachai J, Rao C, Polprasert W, Porapakkham Y, Poa-in W, Singwerathum N, Lopez AD: Cause-specific mortality patterns among hospital deaths in Thailand: validating routine death certification. Popul Health Metr 2010, 8:12. BioMed Central Full Text
  • [17]Polprasert W, Rao C, Adair T, Pattaraachachai J, Porapakkham Y, Lopez AD: Cause-of-death ascertainment for deaths that occur outside hospitals in Thailand: application of verbal autopsy methods. Popul Health Metr 2010, 8:13. BioMed Central Full Text
  • [18]Porapakkham Y, Rao C, Pattaraachachai J, Polprasert W, Vos T, Adair T, Lopez AD: Estimated causes of death in Thailand, 2005: implications for health policy. Popul Health Metr 2010, 8:14. BioMed Central Full Text
  • [19]ICD-10 International Statistical Classification of Diseases and Related Health Problems. WHO, Geneva; 2004.
  • [20]McNeil D: Epidemiological Research Methods. John Wiley & Sons Ltd, New York; 1996.
  • [21]Venables WN, Ripley BD: Modern Applied Statistics with S. Springer, New York; 2002.
  • [22]Chongsuvivatwong V: Graphs, Tables and Equations for Health Research (in Thai). Chulalongkorn University Press, Bangkok; 2007.
  • [23]Tongkumchum P, McNeil D: Confidence intervals using contrasts for regression model. Songklanakarin J Sci Technol 2009, 31(2):151-156.
  • [24]Kongchouy N, Sampantarak U: Confidence intervals for adjusted proportions using logistic regression. Mod Appl Sci 2010, 4(6):2-7.
  • [25]Fan J, Upadhye S, Worster A: Understanding receiver operating characteristic (ROC) curves. Can J Emerg Med 2006, 8(1):19-20.
  • [26]Sakar S, Midi H: Importance of assessing the model adequacy of binary logistic regression. J of Appl Sci 2010, 10(6):479-486.
  • [27]Takahashi K, Uchiyama H, Yanagisawa S, Kamae I: The logistic regression and ROC analysis of group-based screening for predicting diabetes incidence in four years. Kobe J Med Sci 2006, 52(6):171-180.
  • [28]Li J, Heap AD: A Review of Spatial Interpolation Methods for Environmental Scientists. Geoscience Australia, Record 2008/23, Canberra; 2008.
  • [29][http://www.isprs.org/proceedings/XXXV/congress/comm2/comm2.aspx] webcite Yang CS, Kao SP, Lee FB, Hung PS: Twelve Different Interpolation Methods: A Case Study of SURFER 8.0.? ?, ?:? []
  • [30][http:/ / www.ehow.com/ info_12002607_advantages-kriging-vs -triangulation-contour-mapping-meth ods.html] webcite Murphy M: The Advantages of Kriging vs Triangulation Contour Mapping Methods.? ?, ?:? []
  • [31][http://cran.r-project.org/bin/windows/base/old/2.15.2/] webcite R Development Core Team: R program: A Language and Environment for Statistical Computing and Graphics []
  • [32]Punyacharoensin N, Viwatwongkasem C: Trends in three decades of HIV/AIDS epidemic in Thailand by nonparametric backcalculation method. AIDS 2009, 23(9):1143-1152.
  • [33]Kerr S, Phanuphak P: An Asian perspective on HIV/AIDS. Asian Biomed 2009, 3(1):9-14.
  • [34]The Asian Epidemic Model (AEM) Projections for HIV/AIDS in Thailand: 2005-2025. Family Health International (FHI) and Bureau of AIDS,TB and STIs, Department of Disease Control, Ministry of Public Health, Bangkok; 2008.
  • [35]Kantipong P, Murakami K, Moolphate S, Aung MN, Yamada N: Causes of mortality among tuberculosis and HIV co-infected patients in Chiang Rai, Northern Thailand. HIV AIDS Res Palliat Care 2012, 4:159-168.
  • [36]Cain KP, Anekthananon T, Burapat C, Akksilp S, Mankhatitham W, Srinak C, Nateniyom S, Sattayawuthipong W, Tasaneeyapan T, Varma JK: Caused of death in HIV-infected persons who have Tuberculosis. Thailand Emerg Infect Dis 2009, 15(2):258-264.
  • [37]Kitkungvan D, Apisarnthanasak A, Plengpart P, Mundy LM: Fever of unknown origin in patients with HIV infection in Thailand: an observational study and review of the literature. Int J STD AIDS 2008, 19:232-235.
  • [38]Likittanasombut P: Opportunistic central nervous system infection in human immunodeficiency virus infected patients in Thammasat hospital, Thailand. Neurology Asia 2004, 9:29-32.
  • [39]Surasiengsunk S, Kiranandana S, Wongboonsin K, Garnett GP, Anderson RM, Griensven GJP: Demographic impact of the HIV epidemic in Thailand. AIDS 1998, 12(7):775-784.
  • [40]AIDS Situation. 2010.
  • [41]Chariyalertsak S, Sirisanthana T, Saengwonloey O, Nelson KE: Clinical presentation and risk behaviors of patients with acquired immunodeficiency syndrome in Thailand, 1994-1998: regional variation and temporal trends. Clin Infect Dis 2001, 32:955-962.
  • [42]Jones H, Pardthaisong L: Demographic interactions and developmental implications in the era of AIDS: findings from Northern Thailand. Appl Geography 2000, 20(3):255-275.
  • [43]Faramnuayphol P, Chongsuvivatwong V, Pannarunothai S: Geographical variation of mortality in Thailand. J Med Assoc Thai 2008, 91(9):1455-1460.
  • [44]Odton P, Choonpradub C, Bundhamcharoen K: Geographical variations in all-cause mortality in Thailand. Southeast Asian J Trop Med Public Health 2010, 41(5):1209-1219.
  • [45]Mayanja BN, Baisley K, Nalweyiso N, Kibengo FM, Mugisha JO, Van der Paal L, Maher D, Kaleebu P: Using verbal autopsy to assess the prevalence of HIV infection among deaths in ART period in rural Uganda: a prospective cohort study, 2006-2008. Popul Health Metr 2011, 9:36. BioMed Central Full Text
  • [46]2012 Thailand AIDS Response Progress Report. National AIDS Management Center, Department of Disease Control, Ministry of Public Health, Bangkok; 2013.
  文献评价指标  
  下载次数:24次 浏览次数:17次