Skip to main content
Top
Published in: BMC Public Health 1/2018

Open Access 01-12-2018 | Research article

Impact of geographic distance on appraisal delay for active TB treatment seeking in Uganda: a network analysis of the Kawempe Community Health Cohort Study

Authors: Kyle Fluegge, LaShaunda L. Malone, Mary Nsereko, Brenda Okware, Christian Wejse, Hussein Kisingo, Ezekiel Mupere, W. Henry Boom, Catherine M. Stein

Published in: BMC Public Health | Issue 1/2018

Login to get access

Abstract

Background

Appraisal delay is the time a patient takes to consider a symptom as not only noticeable, but a sign of illness. The study’s objective was to determine the association between appraisal delay in seeking tuberculosis (TB) treatment and geographic distance measured by network travel (driving and pedestrian) time (in minutes) and distance (Euclidean and self-reported) (in kilometers) and to identify other risk factors from selected covariates and how they modify the core association between delay and distance.

Methods

This was part of a longitudinal cohort study known as the Kawempe Community Health Study based in Kampala, Uganda. The study enrolled households from April 2002 to July 2012. Multivariable interval regression with multiplicative heteroscedasticity was used to assess the impact of time and distance on delay. The delay interval outcome was defined using a comprehensive set of 28 possible self-reported symptoms. The main independent variables were network travel time (in minutes) and Euclidean distance (in kilometers). Other covariates were organized according to the Andersen utilization conceptual framework.

Results

A total of 838 patients with both distance and delay data were included in the network analysis. Bivariate analyses did not reveal a significant association of any distance metric with the delay outcome. However, adjusting for patient characteristics and cavitary disease status, the multivariable model indicated that each minute of driving time to the clinic significantly (p = 0.02) and positively predicted 0.25 days’ delay. At the median distance value of 47 min, this represented an additional delay of about 12 (95% CI: [3, 21]) days to the mean of 40 days (95% CI: [25, 56]). Increasing Euclidean distance significantly predicted (p = 0.02) reduced variance in the delay outcome, thereby increasing precision of the mean delay estimate. At the median Euclidean distance of 2.8 km, the variance in the delay was reduced by more than 25%.

Conclusion

Of the four geographic distance measures, network travel driving time was a better and more robust predictor of mean delay in this setting. Including network travel driving time with other risk factors may be important in identifying populations especially vulnerable to delay.
Appendix
Available only for authorised users
Literature
2.
go back to reference Gebreegziabher SB, Bjune GA, Yimer SA. Total delay is associated with unfavorable treatment outcome among pulmonary tuberculosis patients in west Gojjam zone, Northwest Ethiopia: a prospective cohort study. PLoS One. 2016;11(7):e0159579.CrossRefPubMedPubMedCentral Gebreegziabher SB, Bjune GA, Yimer SA. Total delay is associated with unfavorable treatment outcome among pulmonary tuberculosis patients in west Gojjam zone, Northwest Ethiopia: a prospective cohort study. PLoS One. 2016;11(7):e0159579.CrossRefPubMedPubMedCentral
3.
go back to reference Van der Werf MJ, Chechulin Y, Yegorova OB, Marcinuk T, Stopolyanskiy A, Voloschuk V, Zlobinec M, Vassall A, Veen J, Hasker E, Turchenko LV. Health care seeking behaviour for tuberculosis symptoms in Kiev City, Ukraine. Int J Tuberc Lung Dis. 2006;10(4):390–5.PubMed Van der Werf MJ, Chechulin Y, Yegorova OB, Marcinuk T, Stopolyanskiy A, Voloschuk V, Zlobinec M, Vassall A, Veen J, Hasker E, Turchenko LV. Health care seeking behaviour for tuberculosis symptoms in Kiev City, Ukraine. Int J Tuberc Lung Dis. 2006;10(4):390–5.PubMed
4.
go back to reference Paz-Soldan VA, Alban RE, Dimos Jones C, Powell AR, Oberhelman RA. Patient reported delays in seeking treatment for tuberculosis among adult and pediatric TB patients and TB patients co-infected with HIV in Lima, Peru: a qualitative study. Front Public Health. 2014;2:281.CrossRefPubMedPubMedCentral Paz-Soldan VA, Alban RE, Dimos Jones C, Powell AR, Oberhelman RA. Patient reported delays in seeking treatment for tuberculosis among adult and pediatric TB patients and TB patients co-infected with HIV in Lima, Peru: a qualitative study. Front Public Health. 2014;2:281.CrossRefPubMedPubMedCentral
5.
go back to reference Watkins RE, Plant AJ. Pathways to treatment for tuberculosis in Bali: patient perspectives. Qual Health Res. 2004;14(5):691–703.CrossRefPubMed Watkins RE, Plant AJ. Pathways to treatment for tuberculosis in Bali: patient perspectives. Qual Health Res. 2004;14(5):691–703.CrossRefPubMed
6.
go back to reference Safer MA, Tharps QJ, Jackson TC, Levknthal H. Determinants of three stages of delay in seeking care at a medical clinic. Med Care. 1979;17(1):11–29.CrossRefPubMed Safer MA, Tharps QJ, Jackson TC, Levknthal H. Determinants of three stages of delay in seeking care at a medical clinic. Med Care. 1979;17(1):11–29.CrossRefPubMed
7.
go back to reference Dobson CM, Russell AJ, Rubin GP. Patient delay in cancer diagnosis: what do we really mean and can we be more specific? BMC Health Serv Res. 2014;14(1):387.CrossRefPubMedPubMedCentral Dobson CM, Russell AJ, Rubin GP. Patient delay in cancer diagnosis: what do we really mean and can we be more specific? BMC Health Serv Res. 2014;14(1):387.CrossRefPubMedPubMedCentral
9.
go back to reference Demissie M, Lindtjorn B, Berhane Y. Patient and health service delay in the diagnosis of pulmonary tuberculosis in Ethiopia. BMC Public Health. 2002;2(1):23.CrossRefPubMedPubMedCentral Demissie M, Lindtjorn B, Berhane Y. Patient and health service delay in the diagnosis of pulmonary tuberculosis in Ethiopia. BMC Public Health. 2002;2(1):23.CrossRefPubMedPubMedCentral
10.
go back to reference Nair DM, George A, Chacko KT. Tuberculosis in Bombay: new insights from poor urban patients. Health Policy Plan. 1997;12(1):77–85.CrossRefPubMed Nair DM, George A, Chacko KT. Tuberculosis in Bombay: new insights from poor urban patients. Health Policy Plan. 1997;12(1):77–85.CrossRefPubMed
11.
go back to reference Hannay DR. The symptom iceberg. In: A study of community health. London: Boston and Henley; 1979. Hannay DR. The symptom iceberg. In: A study of community health. London: Boston and Henley; 1979.
12.
go back to reference Giordano TP, Soini H, Teeter LD, Adams GJ, Musser JM, Graviss EA. Relating the size of molecularly defined clusters of tuberculosis to the duration of symptoms. Clin Infect Dis. 2004;38(1):10–6.CrossRefPubMed Giordano TP, Soini H, Teeter LD, Adams GJ, Musser JM, Graviss EA. Relating the size of molecularly defined clusters of tuberculosis to the duration of symptoms. Clin Infect Dis. 2004;38(1):10–6.CrossRefPubMed
13.
go back to reference Ayuo PO, Diero LO, Owino-Ong’or WD, Mwangi AW. Causes of delay in diagnosis of pulmonary tuberculosis in patients attending a referral hospital in western Kenya. East Afr Med J. 2008;85(6):263–8.CrossRefPubMed Ayuo PO, Diero LO, Owino-Ong’or WD, Mwangi AW. Causes of delay in diagnosis of pulmonary tuberculosis in patients attending a referral hospital in western Kenya. East Afr Med J. 2008;85(6):263–8.CrossRefPubMed
15.
go back to reference Sreeramareddy CT, Qin ZZ, Satyanarayana S, Subbaraman R, Pai M. Delays in diagnosis and treatment of pulmonary tuberculosis in India: a systematic review. Int J Tuberc Lung Dis. 2014;18(3):255–66.CrossRefPubMedPubMedCentral Sreeramareddy CT, Qin ZZ, Satyanarayana S, Subbaraman R, Pai M. Delays in diagnosis and treatment of pulmonary tuberculosis in India: a systematic review. Int J Tuberc Lung Dis. 2014;18(3):255–66.CrossRefPubMedPubMedCentral
16.
go back to reference Takarinda KC, Harries AD, Nyathi B, Ngwenya M, Mutasa-Apollo T, Sandy C. Tuberculosis treatment delays and associated factors within the Zimbabwe national tuberculosis programme. BMC Public Health. 2015;15(1):29.CrossRefPubMedPubMedCentral Takarinda KC, Harries AD, Nyathi B, Ngwenya M, Mutasa-Apollo T, Sandy C. Tuberculosis treatment delays and associated factors within the Zimbabwe national tuberculosis programme. BMC Public Health. 2015;15(1):29.CrossRefPubMedPubMedCentral
17.
go back to reference Stock R. Distance and the utilization of health facilities in rural Nigeria. Soc Sci Med. 1983;17(9):563–70.CrossRefPubMed Stock R. Distance and the utilization of health facilities in rural Nigeria. Soc Sci Med. 1983;17(9):563–70.CrossRefPubMed
18.
go back to reference World Health Organization (WHO). Global Tuberculosis Control: Surveillance, Planning and Financing. WHO/HTM/TB/2006.362. Geneva: WHO; 2006. World Health Organization (WHO). Global Tuberculosis Control: Surveillance, Planning and Financing. WHO/HTM/TB/2006.362. Geneva: WHO; 2006.
19.
go back to reference Virenfeldt J, Rudolf F, Camara C, Furtado A, Gomes V, Aaby P, Petersen E, Wejse C. Treatment delay affects clinical severity of tuberculosis: a longitudinal cohort study. BMJ Open. 2014;4(6):e004818.CrossRefPubMedPubMedCentral Virenfeldt J, Rudolf F, Camara C, Furtado A, Gomes V, Aaby P, Petersen E, Wejse C. Treatment delay affects clinical severity of tuberculosis: a longitudinal cohort study. BMJ Open. 2014;4(6):e004818.CrossRefPubMedPubMedCentral
20.
go back to reference Allen DW. GIS tutorial 2: spatial analysis workbook. New York: ESRI Press; 2010. Allen DW. GIS tutorial 2: spatial analysis workbook. New York: ESRI Press; 2010.
21.
go back to reference Stein C, Hall NB, Malone L, Mupere E. The household contact study design for genetic epidemiological studies of infectious diseases. Front Genet. 2013;4:61.CrossRefPubMedPubMedCentral Stein C, Hall NB, Malone L, Mupere E. The household contact study design for genetic epidemiological studies of infectious diseases. Front Genet. 2013;4:61.CrossRefPubMedPubMedCentral
24.
go back to reference ESRI. ArcGIS Desktop Help, Release 9.2. Redlands, CA, USA: Environmental Systems Research Institute; 2007. ESRI. ArcGIS Desktop Help, Release 9.2. Redlands, CA, USA: Environmental Systems Research Institute; 2007.
25.
go back to reference Andersen RM. Revisiting the behavioral model and access to medical care: does it matter? J Health Soc Behav. 1995;36(1):1–10.CrossRefPubMed Andersen RM. Revisiting the behavioral model and access to medical care: does it matter? J Health Soc Behav. 1995;36(1):1–10.CrossRefPubMed
26.
go back to reference Guwatudde D, Nakakeeto M, Jones-Lopez EC, Maganda A, Chiunda A, Mugerwa RD, Ellner JJ, Bukenya G, Whalen CC. Tuberculosis in household contacts of infectious cases in Kampala, Uganda. Am J Epidemiol. 2003;158(9):887–98.CrossRefPubMedPubMedCentral Guwatudde D, Nakakeeto M, Jones-Lopez EC, Maganda A, Chiunda A, Mugerwa RD, Ellner JJ, Bukenya G, Whalen CC. Tuberculosis in household contacts of infectious cases in Kampala, Uganda. Am J Epidemiol. 2003;158(9):887–98.CrossRefPubMedPubMedCentral
27.
go back to reference Péus D, Newcomb N, Hofer S. Appraisal of the Karnofsky performance status and proposal of a simple algorithmic system for its evaluation. BMC Med Inform Decis Mak. 2013;13(1):72.CrossRefPubMedPubMedCentral Péus D, Newcomb N, Hofer S. Appraisal of the Karnofsky performance status and proposal of a simple algorithmic system for its evaluation. BMC Med Inform Decis Mak. 2013;13(1):72.CrossRefPubMedPubMedCentral
28.
go back to reference Harvey AC. Estimating regression models with multiplicative heteroscedasticity. Econometrica. 1976;44(3):461–5.CrossRef Harvey AC. Estimating regression models with multiplicative heteroscedasticity. Econometrica. 1976;44(3):461–5.CrossRef
29.
go back to reference Schuirmann DJ. A comparison of the two one-sided tests procedure and the power approach for assessing the equivalence of average bioavailability. J Pharmacokinet Pharmacodyn. 1987;15(6):657–80.CrossRef Schuirmann DJ. A comparison of the two one-sided tests procedure and the power approach for assessing the equivalence of average bioavailability. J Pharmacokinet Pharmacodyn. 1987;15(6):657–80.CrossRef
30.
go back to reference Miller RG Jr. Beyond ANOVA: basics of applied statistics: CRC Press; 1997. Miller RG Jr. Beyond ANOVA: basics of applied statistics: CRC Press; 1997.
31.
go back to reference StataCorp. Stata statistical software: release 13. College Station, TX: StataCorp LP; 2013. StataCorp. Stata statistical software: release 13. College Station, TX: StataCorp LP; 2013.
32.
go back to reference Mesfin MM, Newell JN, Walley JD, Gessessew A, Madeley RJ. Delayed consultation among pulmonary tuberculosis patients: a cross sectional study of 10 DOTS districts of Ethiopia. BMC Public Health. 2009;9(1):53.CrossRefPubMedPubMedCentral Mesfin MM, Newell JN, Walley JD, Gessessew A, Madeley RJ. Delayed consultation among pulmonary tuberculosis patients: a cross sectional study of 10 DOTS districts of Ethiopia. BMC Public Health. 2009;9(1):53.CrossRefPubMedPubMedCentral
33.
go back to reference Godfrey-Faussett P, Kaunda H, Kamanga J, Van Beers S, Van Cleeff M, Kumwenda-Phiri R, Tihon V. Why do patients with a cough delay seeking care at Lusaka urban health centres? A health systems research approach. Int J Tuberc Lung Dis. 2002;6(9):796–805.PubMed Godfrey-Faussett P, Kaunda H, Kamanga J, Van Beers S, Van Cleeff M, Kumwenda-Phiri R, Tihon V. Why do patients with a cough delay seeking care at Lusaka urban health centres? A health systems research approach. Int J Tuberc Lung Dis. 2002;6(9):796–805.PubMed
35.
go back to reference Phibbs CS, Luft HS. Correlation of travel time on roads versus straight line distance. Med Care Res Rev. 1995;52(4):532–42.CrossRefPubMed Phibbs CS, Luft HS. Correlation of travel time on roads versus straight line distance. Med Care Res Rev. 1995;52(4):532–42.CrossRefPubMed
36.
go back to reference Lin X, Chongsuvivatwong V, Geater A, Lijuan R. The effect of geographical distance on TB patient delays in a mountainous province of China. Int J Tuberc Lung Dis. 2008;12(3):288–93.PubMed Lin X, Chongsuvivatwong V, Geater A, Lijuan R. The effect of geographical distance on TB patient delays in a mountainous province of China. Int J Tuberc Lung Dis. 2008;12(3):288–93.PubMed
37.
go back to reference Gokce C, Gokce O, Erdogmus Z, Arisoy E, Arisoy S, Koldas O, Altinisik ME, Tola M, Goral F, Asikoglu H, Arslan N. Problems in running a tuberculosis dispensary in a developing country: Turkey. Tubercle. 1991;72(4):268–76.CrossRefPubMed Gokce C, Gokce O, Erdogmus Z, Arisoy E, Arisoy S, Koldas O, Altinisik ME, Tola M, Goral F, Asikoglu H, Arslan N. Problems in running a tuberculosis dispensary in a developing country: Turkey. Tubercle. 1991;72(4):268–76.CrossRefPubMed
38.
39.
go back to reference Kiwuwa MS, Charles K, Harriet MK. Patient and health service delay in pulmonary tuberculosis patients attending a referral hospital: a cross-sectional study. BMC Public Health. 2005;5(1):122.CrossRefPubMedPubMedCentral Kiwuwa MS, Charles K, Harriet MK. Patient and health service delay in pulmonary tuberculosis patients attending a referral hospital: a cross-sectional study. BMC Public Health. 2005;5(1):122.CrossRefPubMedPubMedCentral
40.
go back to reference Rudolf F, Haraldsdottir TL, Mendes MS, Wagner AJ, Gomes VF, Aaby P, Østergaard L, Eugen-Olsen J, Wejse C. Can tuberculosis case finding among health-care seeking adults be improved? Observations from Bissau. Int J Tuberc Lung Dis. 2014;18(3):277–85.CrossRefPubMed Rudolf F, Haraldsdottir TL, Mendes MS, Wagner AJ, Gomes VF, Aaby P, Østergaard L, Eugen-Olsen J, Wejse C. Can tuberculosis case finding among health-care seeking adults be improved? Observations from Bissau. Int J Tuberc Lung Dis. 2014;18(3):277–85.CrossRefPubMed
41.
go back to reference Ayles H, Schaap A, Nota A, Sismanidis C, Tembwe R, De Haas P, Muyoyeta M, Beyers N. Prevalence of tuberculosis, HIV and respiratory symptoms in two Zambian communities: implications for tuberculosis control in the era of HIV. PLoS One. 2009;4(5):e5602.CrossRefPubMedPubMedCentral Ayles H, Schaap A, Nota A, Sismanidis C, Tembwe R, De Haas P, Muyoyeta M, Beyers N. Prevalence of tuberculosis, HIV and respiratory symptoms in two Zambian communities: implications for tuberculosis control in the era of HIV. PLoS One. 2009;4(5):e5602.CrossRefPubMedPubMedCentral
Metadata
Title
Impact of geographic distance on appraisal delay for active TB treatment seeking in Uganda: a network analysis of the Kawempe Community Health Cohort Study
Authors
Kyle Fluegge
LaShaunda L. Malone
Mary Nsereko
Brenda Okware
Christian Wejse
Hussein Kisingo
Ezekiel Mupere
W. Henry Boom
Catherine M. Stein
Publication date
01-12-2018
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2018
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-018-5648-6

Other articles of this Issue 1/2018

BMC Public Health 1/2018 Go to the issue