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Using Respondent-Driven Sampling Methodology for HIV Biological and Behavioral Surveillance in International Settings: A Systematic Review
Abstract
To determine operational and analytical characteristics of respondent-driven sampling (RDS) in international settings and to explore factors that may affect recruitment of most-at-risk populations using RDS, we reviewed HIV biological and behavioral surveillance studies that used this method outside of the United States. We identified 123 eligible studies, 59 from Europe, 40 from Asia and the Pacific, 14 from Latin America, seven from Africa and three from Oceania. Studies collectively recruited 32,298 participants between 2003 and 2007; 53% of studies were conducted among injecting drug users, which generally had faster recruitment compared with studies among sex workers. All but 13 studies reached > or = 90% of their intended sample size, and six studies failed to reach equilibrium for key variables. This review has shown that RDS is an effective technique, when designed and implemented appropriately, to sample most-at-risk populations for HIV biological and behavioral surveys.
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“The most common intervention has been the respondent driven sampling (RDS) approach in which IDUs who have received a behavioral intervention are then given coupons to distribute within their social networks so these peers can then also receive the intervention [61].”
From Social Network Analysis for Program Implementation (2015) · cites this paper as [61]
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Cites
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Review of sampling hard-to-reach and hidden populations for HIV surveillance
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Variance Estimation, Design Effects, and Sample Size Calculations for Respondent-Driven Sampling
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Items 101–200 of 433
Les méthodes d'enquêtes auprès des populations difficiles à joindre: Introduction au numéro spécial
Marpsat, M., & Razafindratsima, N. (2010) · Methodological Innovations Online · doi:10.4256/mio.2010.0014a · Cited by 35
Lachowsky, N. J., Sorge, J., Raymond, H. F., Cui, Z., Sereda, P., Rich, A. J., Roth, E. A., Hogg, R. S., & Moore, D. M. (2016) · BMC Medical Research Methodology · doi:10.1186/s12874-016-0258-4 · Cited by 35
“Although the theoretical strengths of RDS are well known, implementation success of RDS varies [10, 12, 20, 21].”
BackgroundLi, J.-H., Valente, T., Shin, H., Weeks, M. R., Zelenev, A., Moothi, G., Mosher, H. I., Heimer, R., Robles, E., Palmer, G., et al. (2018) · Aids and Behavior · doi:10.1007/s10461-017-1827-1 · Cited by 36
“‘‘How many of these people use injection drugs?’’, ‘‘How many of those who injected drugs are men?’’ and so on [8, 21, 71].”
Applications and Recruitment Performance of Web-Based Respondent-Driven Sampling: Scoping Review
Helms, Y., Hamdiui, N., Kretzschmar, M., Rocha, L. E. C., van Steenbergen, J., Bengtsson, L., Thorson, A., Timen, A., & Stein, M. (2019) · Journal of Medical Internet Research · doi:10.2196/17564 · Cited by 27
“The table’s topics were iteratively identified and selected based on (1) STROBE (Strengthening the Reporting of Observational Studies in Epidemiology) RDS guidelines [15], (2) topics discussed in a literature review with a similar purpose and context (offline RDS) to this study [1], and (3) discussion between YH, MS,…”
MethodResultWirtz, A. L., Zelaya, C. E., Latkin, C. A., Stall, R. D., Peryshkina, A., Galai, N., Mogilniy, V., Dzhigun, P., Kostetskaya, I., & Beyrer, C. (2015) · AIDS and Behavior · doi:10.1007/s10461-015-1066-2 · Cited by 35
“All participants were asked personal network size questions traditionally used for RDS weighted estimates, specifically the number of MSM the participant knows and number of MSM the participant has seen in the last 6 months [22, 29].”
Armstrong, G., Humtsoe, C., & Kermode, M. (2011) · BMC Public Health · doi:10.1186/1471-2458-11-s6-s9 · Cited by 35
“RDS has previously been used to recruit participants in many HIV biological and behavioural surveillance studies [12].”
MethodNetwork quantification despite biased labels
Tang, L., Gao, H., & Liu, H. (2010) · Mining and Learning with Graphs · doi:10.1145/1830252.1830271 · Cited by 34
“This problem occurs for populations that are normally difficult to reach by random sampling, such as drug injectors [8], sex workers [16] and unregulated workers [2].”
BackgroundSTI Patients Are Effective Recruiters of Undiagnosed Cases of HIV
Rosenberg, N. E., Kamanga, G., Pettifor, A. E., Bonongwe, N., Mapanje, C., Rutstein, S. E., Ward, M., Hoffman, I., Martinson, F. E. A., & Miller, W. C. (2013) · JAIDS Journal of Acquired Immune Deficiency Syndromes · doi:10.1097/qai.0000000000000066 · Cited by 36
“Divorced/separated/ widowed 15 (20) 9 (16) 12 (13)”
Mobility and sex work: why, where, when? A typology of female-sex-worker mobility in Zimbabwe
Davey, C., Dirawo, J., Mushati, P., Magutshwa, S., Hargreaves, J., & Cowan, F. M. (2018) · Social Science & Medicine · doi:10.1016/j.socscimed.2018.11.027 · Cited by 34
LEVINE, H. D., Bartholomew, T. S., Rea-Wilson, V., Onugha, J., Arriola, D. J., Cardenas, G. A., Forrest, D. W., Kral, A. H., Metsch, L. R., Spencer, E. C., et al. (2019) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2019.04.025 · Cited by 34
“RDS has been shown to be an effective strategy for the recruitment of hidden populations involved in illegal behaviors (Lansky et al., 2007; Magnani et al., 2005; Malekinejad et al., 2008; Malekinejad et al., 2011).”
BackgroundDennis, A. M., Murillo, W., Hernández, F. D. M., Guardado, M. E., Nieto, A. I., Lorenzana, I., Eron, J. J., & Paz‐Bailey, G. (2013) · JAIDS Journal of Acquired Immune Deficiency Syndromes · doi:10.1097/qai.0b013e318288b246 · Cited by 34
“Respondent-driven sampling (RDS), a chain referral method often used to recruit hard-to-reach or “hidden” populations,(4) has been successfully implemented for HIV biological and behavioral surveillance in international settings.(5) In 2008, RDS was implemented in El Salvador to estimate the size of the MSM and FSW po…”
MethodGama, A. F., Martins, M. D. R. O., & Dias, S. (2017) · AIMS Public Health · doi:10.3934/publichealth.2017.3.221 · Cited by 34
Uusküla, A., Jarlais, D. C. D., Kals, M., Rüütel, K., Abel‐Ollo, K., Talu, A., & Sobolev, I. (2011) · BMC Public Health · doi:10.1186/1471-2458-11-517 · Cited by 33
“technique has been proven to be effective for recruiting IDUs [27,28].”
BackgroundMethodUusküla, A., Raag, M., Vorobjov, S., Rüütel, K., Lyubimova, A., Levina, O. S., & Heimer, R. (2015) · BMC Public Health · doi:10.1186/s12889-015-2604-6 · Cited by 33
“Recruitment for an interviewer-administered risk behaviour survey and HIV testing was carried out through respondent-driven sampling (RDS) as described in prior studies [27, 28].”
MethodExponential-family Random Network ModelsPreprint
Fellows, I. E., & Handcock, M. S. (2012) · arXiv (Cornell University) · doi:10.48550/arxiv.1208.0121 · Cited by 33
Risser, J., Padgett, P. M., Wolverton, M. L., & Risser, W. L. (2009) · International Journal of STD & AIDS · doi:10.1258/ijsa.2008.008394 · Cited by 32
Lansky, A., Drake, A. J., Wejnert, C., Pham, H., Cribbin, M., & Heckathorn, D. D. (2012) · The Open AIDS Journal · doi:10.2174/1874613601206010077 · Cited by 32
Potential for conflicts in recreational and artisanal billfish fisheries on the coast of Kenya
Kadagi, N. I., Wambiji, N., & Swisher, M. E. (2020) · Marine Policy · doi:10.1016/j.marpol.2020.103960 · Cited by 32
Comparing the effectiveness of respondent-driven sampling and quota sampling in migration research
Górny, A., & Napierała, J. (2015) · International Journal of Social Research Methodology · doi:10.1080/13645579.2015.1077614 · Cited by 32
Respondent-driven sampling on directed networks
Lu, X. B., Malmros, J., Liljeros, F., & Britton, T. (2013) · Electronic Journal of Statistics · doi:10.1214/13-ejs772 · Cited by 32
“each populations), such as injecting drug users (IDU), men who have sex with men (MSM), and sex workers (SW) and their sexual partners, are generally considered as critical actors in the HIV epidemic [1,2,3]. Consequently, obtaining population characteristics and risk behaviors of these populations are critical for de…”
BackgroundResultInfluentialYu, L., Jiang, C., Na, J., Li, N., Diao, W., Gu, Y., Li, Z., Zou, Y., Chen, Y., Liu, L., et al. (2013) · PLoS ONE · doi:10.1371/journal.pone.0050762 · Cited by 32
“Respondent-driven sampling (RDS), a network-based technique used to estimate traits in hard-to-reach populations, is now widely employed in the public health sector and has been used in more than 120 studies conducted in more than 20 countries [14].”
MethodAdvances and future directions in HIV surveillance in low- and middle-income countries
Diaz, T., Calleja, J. M. G., Ghys, P. D., & Sabin, K. M. (2009) · Current Opinion in HIV and AIDS · doi:10.1097/coh.0b013e32832c1898 · Cited by 31
HIV-Testing Behavior and Associated Factors Among MSM in Chongqing, China
Li, X., Wu, G., Lu, R., Feng, L., Fan, W., Xiao, Y., Sun, Z., Zhang, H., Xing, H. Q., Shao, Y., et al. (2014) · Medicine · doi:10.1097/md.0000000000000124 · Cited by 31
Truong, H. M., Grasso, M., Chen, Y., Kellogg, T. A., Robertson, T., Curotto, A., Steward, W. T., & McFarland, W. (2013) · PLoS ONE · doi:10.1371/journal.pone.0070344 · Cited by 31
“A systematic review of global RDS studies concluded this methodology can be successfully implemented to recruit populations at high risk for HIV for behavioral and biological surveys [5].”
BackgroundSalomon, C., & Hamilton, B. E. (2013) · Psychiatric Rehabilitation Journal · doi:10.1037/prj0000001 · Cited by 31
“populations (Malekinejad et al., 2008) around taboo topics such as”
BackgroundBaltazar, C. S., Boothe, M., Kellogg, T. A., Ricardo, P., Sathane, I., Fazito, E., Raymond, H. F., Temmerman, M., & Luchters, S. M. F. (2020) · BMC Public Health · doi:10.1186/s12889-020-09012-w · Cited by 31
Barros, A. B., Dias, S., & Martins, M. D. R. O. (2015) · Systematic Reviews · doi:10.1186/s13643-015-0129-9 · Cited by 31
“Our results are thus consistent with WHO suggestions and also in accordance with other studies that found FSW being mainly recruited by non-probabilistic methods [32] and MSM being primarily recruited by RDS, Internet and TLS [33, 34] methods.”
Kogan, S. M., & Brody, G. H. (2010) · Cultural Diversity & Ethnic Minority Psychology · doi:10.1037/a0018672 · Cited by 35
Wylie, J., & JOLLY, A. M. (2013) · BMC Medical Research Methodology · doi:10.1186/1471-2288-13-93 · Cited by 30
“; over a five year period, a 2008 review identified 123 RDS studies from 28 countries covering 5 continents and involving over 30,000 study participants [3].”
BackgroundMishra, R., Ganju, D., Ramesh, S., Lalmuanpuii, M., Langkham, B., Humtsoe, C., & Saggurti, N. (2014) · Harm Reduction Journal · doi:10.1186/1477-7517-11-5 · Cited by 30
“This method has been used in several HIV biological and behavioral surveillance studies [23].”
MethodZhang, Y., Wu, G., Lu, R., Xia, W., Hu, L., Xiong, Y., Xie, J., Yu, Q., & Ye, M. (2019) · BMC Public Health · doi:10.1186/s12889-019-7730-0 · Cited by 30
Mizinduko, M. M., Moen, K., Likindikoki, S. L., Mwijage, A. P., Leyna, G., Makyao, N., Leshabari, M. T., Ramadhan, A., Kambi, M., Meyrowitsch, D. W., et al. (2020) · International Journal of STD & AIDS · doi:10.1177/0956462420917848 · Cited by 30
“The RDS methodology has been well described in the past (11,12).”
MethodMerli, M. G., Moody, J. W., Smith, J., Li, J., Weir, S. S., & Chen, X. (2014) · Social Science & Medicine · doi:10.1016/j.socscimed.2014.04.022 · Cited by 30
“…networks because of spatial and demographic clustering of RDS chains, RDS samples sizes, which typically range between 300 and 700 in size (Malekinejad et al. 2008), would not be sufficiently large to detect significant differences in risk behaviors and disease prevalence in hidden…”
BackgroundInfluentialVerdery, A. M., Merli, M. G., Moody, J. W., Smith, J. A., & Fisher, J. C. (2015) · Epidemiology · doi:10.1097/ede.0000000000000335 · Cited by 29
“the bottom portion of the table presents rDS1LeN results for three measured network types: (1) invited peers who accepted the invitation, (2) all invited peers, and (3) a respondent’s whole network comprising both invited and uninvited peers.”
BackgroundShah, N., Shiraishi, R. W., Subhachaturas, W., Anand, A., Whitehead, S. J., Tanpradech, S., Manopaiboon, C., Sabin, K. M., Fox, K., & Kim, A. Y. (2011) · Journal of Urban Health · doi:10.1007/s11524-010-9542-5 · Cited by 29
Gyarmathy, V. A., Johnston, L. G., Čaplinskienė, I., Čaplinskas, S., & Latkin, C. A. (2013) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2013.11.020 · Cited by 29
Self-citationHIV risk practices by female sex workers according to workplace
Damacena, G. N., Szwarcwald, C. L., & Júnior, P. R. B. D. S. (2014) · Revista de Saúde Pública · doi:10.1590/s0034-8910.2014048004992 · Cited by 29
Rutherford, G. W., Anglemyer, A. T., Bagenda, D. S., Muyonga, M., Lindan, C., Barker, J. L., Johnston, L. G., & Hladik, W. (2014) · International Journal of Adolescent Medicine and Health · doi:10.1515/ijamh-2013-0515 · Cited by 29
“RDS is a modified chain-referral recruitment and analysis method that has been described in detail elsewhere (11) and has been used extensively for HIV surveys (12).”
MethodSelf-citationRuiseñor-Escudero, H., Wirtz, A. L., Berry, M., Njindam, I. M., Paikan, F. M., Yousufi, H. A., Yadav, R. S., Burnham, G. M., & Vu, A. (2014) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2014.07.022 · Cited by 28
Understanding sexual healthcare seeking behaviour: why a broader research perspective is needed
Mapp, F., Wellings, K., Hickson, F. C. I., & Mercer, C. H. (2017) · BMC Health Services Research · doi:10.1186/s12913-017-2420-z · Cited by 28
“Respondent-driven sampling has been widely used for biological and behavioural studies of HIV worldwide [55] but applications of this method are limited as the population need to be socially networked with clear eligibility criteria, and equilibrium (ensuring bias is not introduced because of the snowball sampling) mu…”
MethodHIV and hepatitis B and C co-infection among people who inject drugs in Zanzibar
Khatib, A., Matiko, E., Khalid, F. J., Welty, S., Ali, A., Othman, A. A., Haji, S. H., Dahoma, M., & Rutherford, G. W. (2017) · BMC Public Health · doi:10.1186/s12889-017-4933-0 · Cited by 27
“However, a particular strength of RDS is its ability to enroll a diverse range of participants from different social networks [13, 14].”
BackgroundMethodSelf-citationAdapting chain referral methods to sample new migrants
Platt, L., Luthra, R. R., & Frere-Smith, T. (2015) · Demographic Research · doi:10.4054/demres.2015.33.24 · Cited by 26
“…was developed by Douglas Heckathorn in conjunction with the AIDS prevention intervention program in the US (Heckathorn 1997), as a means of providing robust, representative information on hardto-reach groups (Johnston et al. 2008; Lansky et al. 2007; Malekinejad et al. 2008; McCreesh et al. 2012).”
MethodJacobson, J. O., Sánchez‐Gómez, A., Montoya, O., Soria, E., Tarupi, W., Urquizo, M. C., Champutiz-Ortiz, E., Miranda, S. M., Tobar, R., Gómez, B., et al. (2013) · AIDS and Behavior · doi:10.1007/s10461-013-0478-0 · Cited by 26
Wirtz, A. L., Zelaya, C. E., Latkin, C. A., Peryshkina, A., Galai, N., Mogilniy, V., Dzhigun, P., Kostetskaya, I., Mehta, S. H., & Beyrer, C. (2015) · Sexually Transmitted Infections · doi:10.1136/sextrans-2015-052076 · Cited by 26
Mendoza, M. L. R., Jacobson, J. O., Morales‐Miranda, S., Alarcón, C., & Núñez, R. L. (2015) · PLoS ONE · doi:10.1371/journal.pone.0131040 · Cited by 26
“Study participants were recruited by respondent-driven sampling (RDS), a chain referral method designed for hard-to-reach and stigmatized populations [12,13], which has been utilized widely for HIV surveillance in Latin America [14] and globally [15].”
MethodHuman rights abuses and suicidal ideation among male injecting drug users in Delhi, India
Sarin, E., Samson, L. J., Sweat, M. D., & Beyrer, C. (2011) · International Journal of Drug Policy · doi:10.1016/j.drugpo.2010.09.011 · Cited by 26
Kermode, M., Nuken, A., Medhi, G. K., Akoijam, B. S., Sharma, H., & Mahanta, J. (2016) · The Indian Journal of Medical Research · doi:10.4103/0971-5916.182626 · Cited by 26
“In brief, RDS is a probability sampling method devised for more representative recruitment of hidden populations such as PWID 20 .”
Evaluating Variance Estimators for Respondent-Driven Sampling
Spiller, M. W., Gile, K. J., Handcock, M. S., Mar, C. M., & Wejnert, C. (2017) · Journal of Survey Statistics and Methodology · doi:10.1093/jssam/smx018 · Cited by 26
“Because of the difference in how degree is elicited between Add Health and RDS studies, the degree distribution for RDS studies typically has a higher mean and higher variance than those in the Add Health school networks (Malekinejad et al. 2008; Goodreau, Kitts, and Morris 2009).”
BackgroundResultNetwork-Based Research on Rural Opioid Use: an Overview of Methods and Lessons Learned
Young, A. M., Rudolph, A. E., & Havens, J. R. (2018) · Current HIV/AIDS Reports · doi:10.1007/s11904-018-0391-2 · Cited by 26
Experiencing antipsychotic discontinuation: results from a survey of Australian consumers
Salomon, C., Hamilton, B., & Elsom, S. (2014) · Journal of Psychiatric and Mental Health Nursing · doi:10.1111/jpm.12178 · Cited by 25
Forrest, J. I., Lachowsky, N. J., Lal, A., Cui, Z., Sereda, P., Raymond, H. F., Ogilvie, G. S., Roth, E. A., Moore, D. M., & Hogg, R. S. (2016) · Journal of Urban Health · doi:10.1007/s11524-016-0032-2 · Cited by 25
“Finally, our work demonstrates that RDS is an important tool for the recruitment of marginalized MSM in settings often considered very vulnerable for participants.(3) When this vulnerability is evenly distributed across multiple sub-identities of gay communities, it can be assumed that RDS would generate samples more…”
BackgroundMethodKendall, C., Kerr, L. R. F. S., Mota, R. M. S., Guimarães, M. D. C., Leal, A. F., Merchán-Hamann, E., Dourado, I. C., Veras, M. A. D. S. M., de Brito, A. M., Pontes, A. K., et al. (2019) · Revista Brasileira de Epidemiologia · doi:10.1590/1980-549720190004 · Cited by 25
Self-citationDaniulaityte, R., Falck, R. S., Li, L., Nahhas, R. W., & Carlson, R. G. (2011) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2011.08.005 · Cited by 25
Health research among hard-to-reach people: six degrees of sampling
Aglipay, M. M. O., Wylie, J., & JOLLY, A. M. (2015) · Canadian Medical Association Journal · doi:10.1503/cmaj.141076 · Cited by 24
Ye, S., Xiao, Y., CanRui, J., Cassell, H. M., Blevins, M. L., Sun, J., Vermund, S. H., & Qian, H. (2012) · PLoS ONE · doi:10.1371/journal.pone.0050873 · Cited by 23
“Respondent-driven sampling [20] was used in the 2008 and 2009 surveys in all three Chongqing districts and in Changchun and Harbin cities.”
MethodMcCreesh, N., Tarsh, M. N., Seeley, J., Katongole, J., & White, R. G. (2012) · International Journal of Social Research Methodology · doi:10.1080/13645579.2012.661204 · Cited by 23
“To maximise the generalisability of our results, wherever possible we employed currently used RDS data collection methods (Malekinejad et al., 2008).”
MethodInfluentialWirtz, A. L., Iyer, J. R., Brooks, D., Hailey‐Fair, K., Galai, N., Beyrer, C., Celentano, D. D., Arrington‐Sanders, R., & PUSH Study Group (2021) · Journal of the International AIDS Society · doi:10.1002/jia2.25694 · Cited by 22
“Numerous international investigations demonstrate the effectiveness of RDS to engage adult SGM populations in HIV research [9,10] particularly where same-sex relationships or gender identities may be criminalized or stigmatized and communities have subsequently forged strong networks [11-13].”
BackgroundPaquette, D. M., Bryant, J., & de Wit, J. B. F. (2011) · International Journal of Drug Policy · doi:10.1016/j.drugpo.2011.03.007 · Cited by 22
“…with that of their recruiter was a useful way of organizing information to gain a more complete understanding of risk behaviour. ntroduction People who inject drugs (PWID) have a high risk for acquirng bloodborne viruses, such as hepatitis C and HIV (Abou-Saleh Foley, 2008; Mathers et al., 2008).”
BackgroundQiu, P., Yang, Y., Ma, X., Wu, F., Yuan, P., Liu, Q., & Caine, E. D. (2011) · Scandinavian Journal of Public Health · doi:10.1177/1403494811418276 · Cited by 22
“Experience to date has suggested that between six and 20 seeds is preferable, depending on the desired sample [19].”
BackgroundArmstrong, G., Medhi, G. K., Kermode, M., Mahanta, J., Goswami, P., & Paranjape, R. (2013) · BMC Public Health · doi:10.1186/1471-2458-13-476 · Cited by 22
“RDS is based on social network theory and builds on conventional snowball sampling, and has been used to recruit participants in several HIV biological and behavioural surveys [16].”
MethodCapture-recapture methods and respondent-driven sampling: their potential and limitations
Berchenko, Y., & Frost, S. D. W. (2011) · Sexually Transmitted Infections · doi:10.1136/sti.2011.049171 · Cited by 22
“Respondent-driven sampling (RDS)(7) 8 is increasingly being used to estimate HIV prevalence within hidden populations, by utilising social networks of the target population to facilitate sampling.(9) Although RDS does not directly estimate population size, by weighting individuals according to their number of acquaint…”
BackgroundChoo, M. K. K., El‐Bassel, N., Adam, P. C. G., Gilbert, L., Wu, E., West, B. S., Bazazi, A. R., de Wit, J. B. F., Ismail, R., & Kamarulzaman, A. (2015) · PLoS ONE · doi:10.1371/journal.pone.0118422 · Cited by 21
Respondent-Driven Sampling and the Recruitment of People with Small Injecting Networks
Paquette, D. M., Bryant, J., & de Wit, J. B. F. (2011) · AIDS and Behavior · doi:10.1007/s10461-011-0032-x · Cited by 21
“Respondent-driven sampling (RDS) is a relatively new method that was developed for sampling hardto-reach populations [2] and is increasingly being used as a sampling method for HIV behavioural surveillance [3].”
MethodBui, T. C., Nyoni, J. E., Ross, M. W., Mbwambo, J. K. K., Markham, C. M., & McCurdy, S. (2014) · AIDS and Behavior · doi:10.1007/s10461-014-0808-x · Cited by 21
“Yet, this method is most feasible and effective for recruiting such hidden populations as this one [29].”
Kimani, S., Watt, M. H., Merli, M. G., Skinner, D. G., MYERS, B. J., Pieterse, D., MacFarlane, J. C., & Meade, C. S. (2014) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2014.07.018 · Cited by 21
Wangroongsarb, P., Hwang, J., Thwing, J. I., Karuchit, S., Kumpetch, S., Rand, A., DRAKELEY, C. J., MacArthur, J. R., Kachur, S. P., Satimai, W., et al. (2016) · PLoS ONE · doi:10.1371/journal.pone.0168371 · Cited by 21
Fujimoto, K., Cao, M., Kuhns, L. M., Li, D. H., & Schneider, J. A. (2018) · Social Networks · doi:10.1016/j.socnet.2018.01.003 · Cited by 21
Vorobjov, S., Jarlais, D. C. D., Abel‐Ollo, K., Talu, A., Rüütel, K., & Uusküla, A. (2012) · International Journal of Drug Policy · doi:10.1016/j.drugpo.2012.08.003 · Cited by 20
Arends, R. M., van den Heuvel, T. J., Foeken-Verwoert, E. G. J., Grintjes, K. J. T., Keizer, H. J. G., Schene, A., van der Ven, A., & Schellekens, A. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.01005 · Cited by 17
Health and healthcare in North Korea: a retrospective study among defectors
Lee, H., Robinson, C., Kim, J., McKee, M., & Cha, J. (2020) · Conflict and Health · doi:10.1186/s13031-020-00284-y · Cited by 20
Baltazar, C. S., Boothe, M., Langa, D. C., Sathane, I., Horth, R., Young, P. W., Schaad, N., & Raymond, H. F. (2021) · BMC Public Health · doi:10.1186/s12889-020-10110-y · Cited by 20
Modeling and Analyzing Respondent-Driven Sampling as a Counting Process
Berchenko, Y., Rosenblatt, J. D., & Frost, S. D. W. (2017) · Biometrics · doi:10.1111/biom.12678 · Cited by 20
Correlates of Bisexual Behaviors Among Men who have Sex with Men in El Salvador
Kim, A. A., Creswell, J., Guardado, M. E., Shah, N., Kim, A. A., Nieto, A. I., Hernandez-Ayala, F. D. M., Monterroso, E., & Paz‐Bailey, G. (2012) · AIDS and Behavior · doi:10.1007/s10461-012-0152-y · Cited by 20
Determinants of unequal HIV care access among people living with HIV in Peru
Silva‐Santisteban, A., Segura, E. R., Sandoval, C., Girón, M., Petrera, M., & Cáceres, C. F. (2013) · Globalization and Health · doi:10.1186/1744-8603-9-22 · Cited by 20
“In recent years methods such as respondent-driven sampling (RDS), based on social networks, have become increasingly popular to reach hidden populations [17].”
MethodRespondent-Driven Sampling – Testing Assumptions: Sampling with Replacement
Barash, V., Cameron, C. J., Spiller, M. W., & Heckathorn, D. D. (2016) · Journal of Official Statistics · doi:10.1515/jos-2016-0002 · Cited by 20
“A 2009 survey (Malekinejad et al. 2008) analyzed the results of 128 studies drawn from more than 28 countries.”
BackgroundThe Influence of Childhood Adversity on Rural Black Men’s Sexual Risk Behavior
Kogan, S. M., Cho, J., & Oshri, A. (2016) · Annals of Behavioral Medicine · doi:10.1007/s12160-016-9807-7 · Cited by 20
“This method is preferred for sampling interconnected but hard-to-reach populations (35, 36), such as young Black men whose employment and residential situations change frequently (37).”
MethodJõgeda, E., Huik, K., Pauskar, M., Kallas, E., Karki, T., Jarlais, D. D., Uusküla, A., Lutsar, I., & Avi, R. (2016) · Journal of Medical Virology · doi:10.1002/jmv.24683 · Cited by 20
“The first group consisted of 345 Caucasian PWID (272 men) recruited by respondent-driven sampling method [Malekinejad et al., 2008] from a syringe exchange program in Tallinn in 2011 [Huik et al.”
MethodJohnston, L. G., McLaughlin, K. R., Rouhani, S. A., & Bartels, S. A. (2016) · Journal of Epidemiology and Global Health · doi:10.1016/j.jegh.2016.08.003 · Cited by 20
“…data from a respondent driven sampling (RDS) survey of women with SVRPs in South Kivu Province, DRC. Briefly, RDS is a sampling method used world-wide [9–11] to sample hidden populations whose members are connected through a network of social ties, and for which no sampling frame exists [12–14].”
Self-citationon behalf of the Kauntim mi tu Study Team, Hakim, A. J., Coy, K. C., Badman, S. G., Willie, B., Narokobi, R., Gabuzzi, J., Pekon, S., Kupul, M., Hou, P., et al. (2019) · BMC Public Health · doi:10.1186/s12889-019-6942-7 · Cited by 20
Judd, A., Rhodes, T., Johnston, L. G., Platt, L., Andjelkovic, V., Simić, D., Mugoša, B., Simić, M., Žerjav, S., Parry, R. P., et al. (2009) · BMC Infectious Diseases · doi:10.1186/1471-2334-9-14 · Cited by 20
“... insufficient recruitment waves rendering a final sample with characteristics biased by the initial participants, and widespread masking (protecting friends due to privacy concerns) and volunteerism.[10,11] Recently, a modified version of snowball sampling, known as "respondent driven sampling" (RDS), has been deve…”
BackgroundSelf-citationBazazi, A. R., Crawford, F. W., Zelenev, A., Heimer, R., Kamarulzaman, A., & Altice, F. L. (2015) · AIDS and Behavior · doi:10.1007/s10461-015-1191-y · Cited by 19
“RDS studies of PWID have often reported rapid accrual of large sample sizes [13].”
BackgroundMatiko, E., Khatib, A., Khalid, F. J., Welty, S., Said, C., Ali, A., Othman, A. A., Haji, S. H., Kibona, M., Kim, A. A., et al. (2014) · AIDS and Behavior · doi:10.1007/s10461-014-0929-2 · Cited by 19
“PWID were recruited using RDS, a social network-based recruitment methodology that allows weighted adjustment to produce unbiased representative results for hard to reach populations [13, 14].”
Townsend, L., Johnston, L. G., Flisher, A. J., Mathews, C., & Zembe, Y. (2010) · AIDS and Behavior · doi:10.1007/s10461-010-9753-5 · Cited by 19
“A recent review of 123 international studies concluded that RDS was an effective strategy to sample high-risk, hard-toreach and socially networked populations [19].”
BackgroundSelf-citationMills, H. L., Colijn, C., Vickerman, P. T., Leslie, D. S., Hope, V. D., & Hickman, M. (2012) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2012.05.036 · Cited by 19
Human Rights as Political Determinants of Health: A Retrospective Study of North Korean Refugees
Cha, J., Surkan, P. J., Kim, J., Yoon, I. A., Robinson, C., Cardozo, B. L., & Lee, H. (2018) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2018.04.006 · Cited by 20
Hequembourg, A. L., & Panagakis, C. (2019) · SAGE Open Medicine · doi:10.1177/2050312119829983 · Cited by 19
“methods results regarding the effectiveness of respondent-driven sampling in our studies, and (4) offer recommendations for”
MethodMoran, A., Scheim, A. I., Lyons, C. E., Liestman, B., Drame, F., Ketende, S. C., Diouf, D., Ba, I. O., Ezouatchi, R., Bamba, A., et al. (2019) · Annals of Epidemiology · doi:10.1016/j.annepidem.2019.11.003 · Cited by 19
Suohu, K., Humtsoe, C., Saggurti, N., Sabarwal, S., Mahapatra, B., & Kermode, M. (2012) · Harm Reduction Journal · doi:10.1186/1477-7517-9-40 · Cited by 19
“RDS is based on conventional snowball sampling and is used to recruit participants in many HIV biological and behavioral surveillance studies [27].”
MethodZimmermann, R., Marcus, U., Schäffer, D., Leicht, A., Wenz, B., Nielsen, S., Hövener, C., Roß, R. S., Stambouli, O., Ratsch, B. A., et al. (2014) · BMC Public Health · doi:10.1186/1471-2458-14-845 · Cited by 19
“PWID are known to be a well-networked group, and RDS proved to be an effective method to rapidly recruit PWID [46,50,60,61].”
Global HIV surveillance among MSM: is risk behavior seriously underestimated?
Bengtsson, L., & Thorson, A. E. (2010) · AIDS · doi:10.1097/qad.0b013e32833d207d · Cited by 19
“By 2007, more than 120 HIV-related RDS studies in at least 28 countries had been performed among hard-to-reach populations [5,6].”
BackgroundInteractive Sensing and Decision Making in Social Networks
Krishnamurthy, V. (2014) · now publishers, Inc. eBooks · doi:10.1561/9781601988133 · Cited by 19
Malekinejad, M., McFarland, W., Vaudrey, J., & Raymond, H. F. (2011) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2011.03.002 · Cited by 18
“Malekinejad et al. / Drug and Alcohol Dependence 118 (2011) 83– 91”
BackgroundSelf-citationHigh HIV Prevalence in a Respondent-Driven Sampling Survey of Injection Drug Users in Tehran, Iran
Malekinejad, M., Mohraz, M., Razani, N., Akbari, G., McFarland, W., Khairandish, P., Malekafzali, H., Gouya, M. M., Zarghami, A., & Rutherford, G. W. (2014) · AIDS and Behavior · doi:10.1007/s10461-014-0904-y · Cited by 18
“Nonetheless, we were able to recruit a large sample; the number of participants in our study was the second largest among 65 RDS-based surveys of IDU worldwide in 2006 [30].”
BackgroundSelf-citationDourado, I. C., da Silva, L. A. V., Magno, L., Lopes, M., Cerqueira, C., Prates, A., Brignol, S., & MacCarthy, S. (2016) · Cadernos de Saúde Pública · doi:10.1590/0102-311x00181415 · Cited by 18
Ngale, K., Cummings, B., & Horth, R. (2018) · Culture Health & Sexuality · doi:10.1080/13691058.2018.1524512 · Cited by 18
“The study used respondent-driven sampling, a systematic chain-referral methodology that has been widely used to sample female sex workers and other difficult-toaccess populations (Heckathorn 2002, 1997; Malekinejad et al. 2008).”
MethodKelly‐Hanku, A., Weikum, D., Badman, S. G., Willie, B., Boli‐Neo, R., Kupul, M., Hou, P., Gabuzzi, J., Ase, S., Amos, A., et al. (2020) · Sexual Health · doi:10.1071/sh19218 · Cited by 18
DeJong, J., Mahfoud, Z. R., Khouri, D., Barbir, F., & Afifi, R. (2009) · American Journal of Public Health · doi:10.2105/ajph.2008.144832 · Cited by 18
Respondent-driven sampling: A new method for studying street children with findings from Albania
Johnston, L. G., Thurman, T. R., Mock, N. B., Nano, L., & Carcani, V. (2010) · Vulnerable Children and Youth Studies · doi:10.1080/17450120903193923 · Cited by 18
“By most accounts RDS is assessed as a very effective, useful and innovative technique to obtain cross-sectional data on hard-to-reach adult populations (Abdul-Quader, Heckathorn, Sabin, & Saidel, 2006; Malekinejad et al., 2008).”
MethodResultSelf-citationThe Panama HIV EPI Group, Hakre, S., Arteaga, G. B., Núñez, A. E., Arambu, N., Aumakhan, B., Liu, M., Peel, S. A., Pascale, J. M., & Scott, P. T. (2014) · Journal of Urban Health · doi:10.1007/s11524-014-9885-4 · Cited by 18
“The RDS method was chosen as it allows recruitment of hidden populations such as MSM, drug users, and sex workers and has been used in 120 studies in more than 20 cities and with more than 32,000 individuals.(16,17) The target sample size per city was determined by sample size calculations, estimates of MSM in each ci…”
MethodHandanagić, S., Božičević, I., Civljak, M., Dominković, Z., Šević, S., Barbarić, J., Blažić, T. N., Rode, O. Đ., & Begovać, J. (2016) · International Journal of Drug Policy · doi:10.1016/j.drugpo.2016.04.007 · Cited by 18
“7 We used RDS, a chain referral sampling method that collects data on social network sizes and recruitment patterns (Heckathorn, 1997, 2002) and is widely used to sample hard-to-reach populations at risk for HIV (Malekinejad et al., 2008; White et al., 2015), to recruit PWID in the cities of Zagreb, Split and Rijeka.”
Method
Metadata
- Authors
- Malekinejad, M., Johnston, L. G., Kendall, C., Kerr, L. R. F. S., Rifkin, M. R., & Rutherford, G. W.
- Affiliations
- University of California, San Francisco (US)
- Tulane University (US)
- New Mexico State University (US)
- Corresponding author
- Malekinejad, Mohsen
- Venue
- AIDS and Behavior
- Published
- 2008-06-17
- Volume
- 12
- Issue
- S1
- Pages
- 105-130
- ISSN
- 1090-7165 (ISSN-L)
- 1573-3254
- OpenAlex
- W2123624310
- Cited by
- 433
- References
- 36
- Citations by year
- 2026: 4 · 2025: 7 · 2024: 7 · 2023: 14 · 2022: 9 · 2021: 18 · 2020: 19 · 2019: 20 · 2018: 22 · 2017: 25 · 2016: 38 · 2015: 36 · 2014: 43 · 2013: 44 · 2012: 37
- FWCI
- 3.20
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- AIDS and Behavior (publishedVersion)
- PubMed (publishedVersion)
- Funders
- World Health Organization
- Topics
- Health Sciences › Medicine › Epidemiology › HIV, Drug Use, Sexual Risk
- Physical Sciences › Mathematics › Statistics and Probability › Survey Sampling and Estimation Techniques
- Social Sciences › Sociology and Political Science › Survey Methodology and Nonresponse
- Keywords
- respondent-driven sampling, HIV surveillance, most-at-risk populations, people who inject drugs, sex workers, recruitment, HIV behavioral surveillance
- MeSH terms
- Data Collection, Female, Humans, Male, Population Surveillance, Risk-Taking, Sampling Studies, Sexual Behavior, HIV Infections, Internationality
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