Skip to main content
Top
Published in: Emerging Themes in Epidemiology 1/2010

Open Access 01-12-2010 | Methodology

Sampling strategies to measure the prevalence of common recurrent infections in longitudinal studies

Authors: Wolf-Peter Schmidt, Bernd Genser, Mauricio L Barreto, Thomas Clasen, Stephen P Luby, Sandy Cairncross, Zaid Chalabi

Published in: Emerging Themes in Epidemiology | Issue 1/2010

Login to get access

Abstract

Background

Measuring recurrent infections such as diarrhoea or respiratory infections in epidemiological studies is a methodological challenge. Problems in measuring the incidence of recurrent infections include the episode definition, recall error, and the logistics of close follow up. Longitudinal prevalence (LP), the proportion-of-time-ill estimated by repeated prevalence measurements, is an alternative measure to incidence of recurrent infections. In contrast to incidence which usually requires continuous sampling, LP can be measured at intervals. This study explored how many more participants are needed for infrequent sampling to achieve the same study power as frequent sampling.

Methods

We developed a set of four empirical simulation models representing low and high risk settings with short or long episode durations. The model was used to evaluate different sampling strategies with different assumptions on recall period and recall error.

Results

The model identified three major factors that influence sampling strategies: (1) the clustering of episodes in individuals; (2) the duration of episodes; (3) the positive correlation between an individual's disease incidence and episode duration. Intermittent sampling (e.g. 12 times per year) often requires only a slightly larger sample size compared to continuous sampling, especially in cluster-randomized trials. The collection of period prevalence data can lead to highly biased effect estimates if the exposure variable is associated with episode duration. To maximize study power, recall periods of 3 to 7 days may be preferable over shorter periods, even if this leads to inaccuracy in the prevalence estimates.

Conclusion

Choosing the optimal approach to measure recurrent infections in epidemiological studies depends on the setting, the study objectives, study design and budget constraints. Sampling at intervals can contribute to making epidemiological studies and trials more efficient, valid and cost-effective.
Appendix
Available only for authorised users
Literature
1.
go back to reference Luby SP, Agboatwalla M, Feikin DR, et al: Effect of handwashing on child health: a randomised controlled trial. Lancet. 2005, 366 (9481): 225-33. 10.1016/S0140-6736(05)66912-7CrossRefPubMed Luby SP, Agboatwalla M, Feikin DR, et al: Effect of handwashing on child health: a randomised controlled trial. Lancet. 2005, 366 (9481): 225-33. 10.1016/S0140-6736(05)66912-7CrossRefPubMed
2.
go back to reference Strina A, Cairncross S, Prado MS, Teles CA, Barreto ML: Childhood diarrhoea symptoms, management and duration: observations from a longitudinal community study. Trans R Soc Trop Med Hyg. 2005, 99 (6): 407-16. 10.1016/j.trstmh.2004.07.007CrossRefPubMed Strina A, Cairncross S, Prado MS, Teles CA, Barreto ML: Childhood diarrhoea symptoms, management and duration: observations from a longitudinal community study. Trans R Soc Trop Med Hyg. 2005, 99 (6): 407-16. 10.1016/j.trstmh.2004.07.007CrossRefPubMed
3.
go back to reference Clasen T, Brown J, Suntura O, Collin S: Safe household water treatment and storage using ceramic drip filters: a randomised controlled trial in Bolivia. Water Sci Technol. 2004, 50 (1): 111-5.PubMed Clasen T, Brown J, Suntura O, Collin S: Safe household water treatment and storage using ceramic drip filters: a randomised controlled trial in Bolivia. Water Sci Technol. 2004, 50 (1): 111-5.PubMed
4.
go back to reference Schmidt WP, Luby SP, Genser B, Barreto ML, Clasen T: Estimating the Longitudinal Prevalence of Diarrhea and Other Episodic Diseases: Continuous Versus Intermittent Surveillance. Epidemiology. 2007, 18 (5): 537-43. 10.1097/EDE.0b013e318093f3ceCrossRefPubMed Schmidt WP, Luby SP, Genser B, Barreto ML, Clasen T: Estimating the Longitudinal Prevalence of Diarrhea and Other Episodic Diseases: Continuous Versus Intermittent Surveillance. Epidemiology. 2007, 18 (5): 537-43. 10.1097/EDE.0b013e318093f3ceCrossRefPubMed
5.
go back to reference Crump JA, Otieno PO, Slutsker L, et al: Household based treatment of drinking water with flocculant-disinfectant for preventing diarrhoea in areas with turbid source water in rural western Kenya: cluster randomised controlled trial. BMJ. 2005, 331 (7515): 478. 10.1136/bmj.38512.618681.E0PubMedCentralCrossRefPubMed Crump JA, Otieno PO, Slutsker L, et al: Household based treatment of drinking water with flocculant-disinfectant for preventing diarrhoea in areas with turbid source water in rural western Kenya: cluster randomised controlled trial. BMJ. 2005, 331 (7515): 478. 10.1136/bmj.38512.618681.E0PubMedCentralCrossRefPubMed
6.
go back to reference Morris SS, Cousens SN, Kirkwood BR, Arthur P, Ross DA: Is prevalence of diarrhea a better predictor of subsequent mortality and weight gain than diarrhea incidence?. Am J Epidemiol. 1996, 144 (6): 582-8.CrossRefPubMed Morris SS, Cousens SN, Kirkwood BR, Arthur P, Ross DA: Is prevalence of diarrhea a better predictor of subsequent mortality and weight gain than diarrhea incidence?. Am J Epidemiol. 1996, 144 (6): 582-8.CrossRefPubMed
7.
go back to reference Torres AM, Peterson KE, de Souza AC, Orav EJ, Hughes M, Chen LC: Association of diarrhoea and upper respiratory infections with weight and height gains in Bangladeshi children aged 5 to 11 years. Bull World Health Organ. 2000, 78 (11): 1316-23.PubMedCentralPubMed Torres AM, Peterson KE, de Souza AC, Orav EJ, Hughes M, Chen LC: Association of diarrhoea and upper respiratory infections with weight and height gains in Bangladeshi children aged 5 to 11 years. Bull World Health Organ. 2000, 78 (11): 1316-23.PubMedCentralPubMed
8.
go back to reference Kirkwood B, Sterne J: Medical Statistics. Malden: Blackwell Science, 2 2003. Kirkwood B, Sterne J: Medical Statistics. Malden: Blackwell Science, 2 2003.
9.
go back to reference Schmidt WP, Genser B, Chalabi Z: A simulation model for diarrhoea and other common recurrent infections: a tool for exploring epidemiological methods. Epidemiol Infect. 2009, 137 (5): 644-53. 10.1017/S095026880800143XPubMedCentralCrossRefPubMed Schmidt WP, Genser B, Chalabi Z: A simulation model for diarrhoea and other common recurrent infections: a tool for exploring epidemiological methods. Epidemiol Infect. 2009, 137 (5): 644-53. 10.1017/S095026880800143XPubMedCentralCrossRefPubMed
10.
go back to reference Barreto ML, Santos LM, Assis AM, et al: Effect of vitamin A supplementation on diarrhoea and acute lower-respiratory-tract infections in young children in Brazil. Lancet. 1994, 344 (8917): 228-31. 10.1016/S0140-6736(94)92998-XCrossRefPubMed Barreto ML, Santos LM, Assis AM, et al: Effect of vitamin A supplementation on diarrhoea and acute lower-respiratory-tract infections in young children in Brazil. Lancet. 1994, 344 (8917): 228-31. 10.1016/S0140-6736(94)92998-XCrossRefPubMed
11.
go back to reference Genser B, Strina A, Teles CA, Prado MS, Barreto ML: Risk factors for childhood diarrhea incidence: dynamic analysis of a longitudinal study. Epidemiology. 2006, 17 (6): 658-67. 10.1097/01.ede.0000239728.75215.86CrossRefPubMed Genser B, Strina A, Teles CA, Prado MS, Barreto ML: Risk factors for childhood diarrhea incidence: dynamic analysis of a longitudinal study. Epidemiology. 2006, 17 (6): 658-67. 10.1097/01.ede.0000239728.75215.86CrossRefPubMed
12.
go back to reference Lima AA, Moore SR, Barboza MS, et al: Persistent diarrhea signals a critical period of increased diarrhea burdens and nutritional shortfalls: a prospective cohort study among children in northeastern Brazil. J Infect Dis. 2000, 181 (5): 1643-51. 10.1086/315423CrossRefPubMed Lima AA, Moore SR, Barboza MS, et al: Persistent diarrhea signals a critical period of increased diarrhea burdens and nutritional shortfalls: a prospective cohort study among children in northeastern Brazil. J Infect Dis. 2000, 181 (5): 1643-51. 10.1086/315423CrossRefPubMed
13.
go back to reference Reller ME, Mendoza CE, Lopez MB, et al: A randomized controlled trial of household-based flocculant-disinfectant drinking water treatment for diarrhea prevention in rural Guatemala. Am J.Trop Med Hyg. 2003, 69 (4): 411-9.PubMed Reller ME, Mendoza CE, Lopez MB, et al: A randomized controlled trial of household-based flocculant-disinfectant drinking water treatment for diarrhea prevention in rural Guatemala. Am J.Trop Med Hyg. 2003, 69 (4): 411-9.PubMed
14.
go back to reference Vitamin A supplementation in northern Ghana: effects on clinic attendances, hospital admissions, and child mortality. Ghana VAST Study Team. Lancet. 1993, 342 (8862): 7-12.CrossRef Vitamin A supplementation in northern Ghana: effects on clinic attendances, hospital admissions, and child mortality. Ghana VAST Study Team. Lancet. 1993, 342 (8862): 7-12.CrossRef
15.
go back to reference Alam N, Henry FJ, Rahaman MM: Reporting errors in one-week diarrhoea recall surveys: experience from a prospective study in rural Bangladesh. Int J Epidemiol. 1989, 18 (3): 697-700. 10.1093/ije/18.3.697CrossRefPubMed Alam N, Henry FJ, Rahaman MM: Reporting errors in one-week diarrhoea recall surveys: experience from a prospective study in rural Bangladesh. Int J Epidemiol. 1989, 18 (3): 697-700. 10.1093/ije/18.3.697CrossRefPubMed
16.
go back to reference Boerma JT, Black RE, Sommerfelt AE, Rutstein SO, Bicego GT: Accuracy and completeness of mothers' recall of diarrhoea occurrence in pre-school children in demographic and health surveys. Int J Epidemiol. 1991, 20 (4): 1073-80. 10.1093/ije/20.4.1073CrossRefPubMed Boerma JT, Black RE, Sommerfelt AE, Rutstein SO, Bicego GT: Accuracy and completeness of mothers' recall of diarrhoea occurrence in pre-school children in demographic and health surveys. Int J Epidemiol. 1991, 20 (4): 1073-80. 10.1093/ije/20.4.1073CrossRefPubMed
17.
go back to reference Ramakrishnan R, Venkatarao T, Koya PK, Kamaraj P: Influence of recall period on estimates of diarrhoea morbidity in infants in rural Tamilnadu. Indian J Public Health. 1999, 43 (4): 136-9.PubMed Ramakrishnan R, Venkatarao T, Koya PK, Kamaraj P: Influence of recall period on estimates of diarrhoea morbidity in infants in rural Tamilnadu. Indian J Public Health. 1999, 43 (4): 136-9.PubMed
18.
go back to reference Luby SP, Agboatwalla M, Painter J, et al: Combining drinking water treatment and hand washing for diarrhoea prevention, a cluster randomised controlled trial. Trop Med Int Health. 2006, 11 (4): 479-89. 10.1111/j.1365-3156.2006.01592.xCrossRefPubMed Luby SP, Agboatwalla M, Painter J, et al: Combining drinking water treatment and hand washing for diarrhoea prevention, a cluster randomised controlled trial. Trop Med Int Health. 2006, 11 (4): 479-89. 10.1111/j.1365-3156.2006.01592.xCrossRefPubMed
19.
go back to reference Mäusezahl D, Christen A, Pacheco G, et al: A cluster-randomized, controlled trial of solar drinking water disinfection (SODIS) to reduce childhood diarrhoea in rural Bolivia. PLoS Medicine. 2009, 6 (8): e1000125. 10.1371/journal.pmed.1000125PubMedCentralCrossRefPubMed Mäusezahl D, Christen A, Pacheco G, et al: A cluster-randomized, controlled trial of solar drinking water disinfection (SODIS) to reduce childhood diarrhoea in rural Bolivia. PLoS Medicine. 2009, 6 (8): e1000125. 10.1371/journal.pmed.1000125PubMedCentralCrossRefPubMed
20.
go back to reference van der Hoek W, Feenstra SG, Konradsen F: Availability of irrigation water for domestic use in Pakistan: its impact on prevalence of diarrhoea and nutritional status of children. J Health Popul Nutr. 2002, 20 (1): 77-84.PubMed van der Hoek W, Feenstra SG, Konradsen F: Availability of irrigation water for domestic use in Pakistan: its impact on prevalence of diarrhoea and nutritional status of children. J Health Popul Nutr. 2002, 20 (1): 77-84.PubMed
21.
go back to reference Emerson PM, Lindsay SW, Alexander N, et al: Role of flies and provision of latrines in trachoma control: cluster-randomised controlled trial. Lancet. 2004, 363 (9415): 1093-8. 10.1016/S0140-6736(04)15891-1CrossRefPubMed Emerson PM, Lindsay SW, Alexander N, et al: Role of flies and provision of latrines in trachoma control: cluster-randomised controlled trial. Lancet. 2004, 363 (9415): 1093-8. 10.1016/S0140-6736(04)15891-1CrossRefPubMed
22.
go back to reference Tiwari SS, Schmidt WP, Darby J, Kariuki ZG, Jenkins MW: Intermittent slow sand filtration for preventing diarrhoea among children in Kenyan households using unimproved water sources: randomized controlled trial. Trop Med Int Health. 2009, 14 (11): 1374-82. 10.1111/j.1365-3156.2009.02381.xCrossRefPubMed Tiwari SS, Schmidt WP, Darby J, Kariuki ZG, Jenkins MW: Intermittent slow sand filtration for preventing diarrhoea among children in Kenyan households using unimproved water sources: randomized controlled trial. Trop Med Int Health. 2009, 14 (11): 1374-82. 10.1111/j.1365-3156.2009.02381.xCrossRefPubMed
23.
go back to reference Black RE, Morris SS, Bryce J: Where and why are 10 million children dying every year?. Lancet. 2003, 361 (9376): 2226-34. 10.1016/S0140-6736(03)13779-8CrossRefPubMed Black RE, Morris SS, Bryce J: Where and why are 10 million children dying every year?. Lancet. 2003, 361 (9376): 2226-34. 10.1016/S0140-6736(03)13779-8CrossRefPubMed
24.
go back to reference Ross DA, Huttly SR, Dollimore N, Binka FN: Measurement of the frequency and severity of childhood acute respiratory infections through household surveys in northern Ghana. Int J Epidemiol. 1994, 23 (3): 608-16. 10.1093/ije/23.3.608CrossRefPubMed Ross DA, Huttly SR, Dollimore N, Binka FN: Measurement of the frequency and severity of childhood acute respiratory infections through household surveys in northern Ghana. Int J Epidemiol. 1994, 23 (3): 608-16. 10.1093/ije/23.3.608CrossRefPubMed
25.
go back to reference Boisson S, Schmidt WP, Berhanu T, Gezahegn H, Clasen T: A randomised controlled trial in rural Ethiopia to test a portable water treatment device. Environ Sci Technol. 2009, 43 (15): 5934-9. 10.1021/es9000664CrossRefPubMed Boisson S, Schmidt WP, Berhanu T, Gezahegn H, Clasen T: A randomised controlled trial in rural Ethiopia to test a portable water treatment device. Environ Sci Technol. 2009, 43 (15): 5934-9. 10.1021/es9000664CrossRefPubMed
26.
go back to reference Lee G, Cama V, Gilman RH, Cabrera L, Saito M, Checkley W: Comparison of two types of epidemiological surveys aimed at collecting daily clinical symptoms in community-based longitudinal studies. Ann Epidemiol. 2010, 20 (2): 151-8. 10.1016/j.annepidem.2009.10.004PubMedCentralCrossRefPubMed Lee G, Cama V, Gilman RH, Cabrera L, Saito M, Checkley W: Comparison of two types of epidemiological surveys aimed at collecting daily clinical symptoms in community-based longitudinal studies. Ann Epidemiol. 2010, 20 (2): 151-8. 10.1016/j.annepidem.2009.10.004PubMedCentralCrossRefPubMed
27.
go back to reference Sutra S, Srisontrisuk S, Panpurk W, et al: The pattern of diarrhea in children in Khon Kaen, northeastern Thailand: I. The incidence and seasonal variation of diarrhea. Southeast Asian. J Trop Med Public Health. 1990, 21 (4): 586-93. Sutra S, Srisontrisuk S, Panpurk W, et al: The pattern of diarrhea in children in Khon Kaen, northeastern Thailand: I. The incidence and seasonal variation of diarrhea. Southeast Asian. J Trop Med Public Health. 1990, 21 (4): 586-93.
28.
go back to reference Checkley W, Gilman RH, Black RE, et al: Effects of nutritional status on diarrhea in Peruvian children. J Pediatr. 2002, 140 (2): 210-8. 10.1067/mpd.2002.121820CrossRefPubMed Checkley W, Gilman RH, Black RE, et al: Effects of nutritional status on diarrhea in Peruvian children. J Pediatr. 2002, 140 (2): 210-8. 10.1067/mpd.2002.121820CrossRefPubMed
29.
go back to reference van der HW, Konradsen F, Ensink JH, Mudasser M, Jensen PK: Irrigation water as a source of drinking water: is safe use possible?. Trop Med Int Health. 2001, 6 (1): 46-54. 10.1046/j.1365-3156.2001.00671.xCrossRef van der HW, Konradsen F, Ensink JH, Mudasser M, Jensen PK: Irrigation water as a source of drinking water: is safe use possible?. Trop Med Int Health. 2001, 6 (1): 46-54. 10.1046/j.1365-3156.2001.00671.xCrossRef
Metadata
Title
Sampling strategies to measure the prevalence of common recurrent infections in longitudinal studies
Authors
Wolf-Peter Schmidt
Bernd Genser
Mauricio L Barreto
Thomas Clasen
Stephen P Luby
Sandy Cairncross
Zaid Chalabi
Publication date
01-12-2010
Publisher
BioMed Central
Published in
Emerging Themes in Epidemiology / Issue 1/2010
Electronic ISSN: 1742-7622
DOI
https://doi.org/10.1186/1742-7622-7-5

Other articles of this Issue 1/2010

Emerging Themes in Epidemiology 1/2010 Go to the issue