A Systematic Review of Published Respondent-Driven Sampling Surveys Collecting Behavioral and Biologic Data

Reporting key details of respondent-driven sampling (RDS) survey implementation and analysis is essential for assessing the quality of RDS surveys. RDS is both a recruitment and analytic method and, as such, it is important to adequately describe both aspects in publications. We extracted data from peer-reviewed literature published through September, 2013 that reported collected biological specimens using RDS. We identified 151 eligible peer-reviewed articles describing 222 surveys conducted in seven regions throughout the world. Most published surveys reported basic implementation information such as survey city, country, year, population sampled, interview method, and final sample size. However, many surveys did not report essential methodological and analytical information for assessing RDS survey quality, including number of recruitment sites, seeds at start and end, maximum number of waves, and whether data were adjusted for network size. Understanding the quality of data collection and analysis in RDS is useful for effectively planning public health service delivery and funding priorities.

[1]  Matthew J. Salganik,et al.  Assessing respondent-driven sampling , 2010, Proceedings of the National Academy of Sciences.

[2]  R. Garfein,et al.  Prevalence of hepatitis C virus and HIV infection among injection drug users in two Mexican cities bordering the U . S . , 2007 .

[3]  Elizabeth M. Albuquerque,et al.  Antiretroviral Drug Resistance in a Respondent-Driven Sample of HIV-Infected Men Who Have Sex With Men in Brazil , 2011, Journal of acquired immune deficiency syndromes.

[4]  Douglas D. Heckathorn,et al.  Effectiveness of Respondent-Driven Sampling for Recruiting Drug Users in New York City: Findings from a Pilot Study , 2006, Journal of Urban Health.

[5]  A. A. Turki,et al.  New Evidence on the HIV Epidemic in Libya: Why Countries Must Implement Prevention Programs Among People Who Inject Drugs , 2013, Journal of acquired immune deficiency syndromes.

[6]  A. Mirzazadeh,et al.  HIV, HSV2 and Syphilis Prevalence in Female Sex Workers in Kerman, South-East Iran; Using Respondent-Driven Sampling , 2012, Iranian journal of public health.

[7]  W. Mcfarland,et al.  HIV-related risk behaviors among Roma youth in Serbia: results of two community-based surveys. , 2013, The Journal of adolescent health : official publication of the Society for Adolescent Medicine.

[8]  Matthew J. Salganik,et al.  5. Sampling and Estimation in Hidden Populations Using Respondent-Driven Sampling , 2004 .

[9]  Erik M Volz,et al.  Using Respondent-Driven Sampling in a Hidden Population at Risk of HIV Infection: Who Do HIV-Positive Recruiters Recruit? , 2009, Sexually transmitted diseases.

[10]  Kimberly C. Brouwer,et al.  Shooting Gallery Attendance among IDUs in Tijuana and Ciudad Juarez, Mexico: Correlates, Prevention Opportunities, and the Role of the Environment , 2008, AIDS and Behavior.

[11]  Douglas D. Heckathorn,et al.  Respondent-driven sampling II: deriving valid population estimates from chain-referral samples of hi , 2002 .

[12]  S. Adebayo,et al.  A profile on HIV prevalence and risk behaviors among injecting drug users in Nigeria: should we be alarmed? , 2013, Drug and alcohol dependence.

[13]  E. Dinenno,et al.  Estimating Design Effect and Calculating Sample Size for Respondent-Driven Sampling Studies of Injection Drug Users in the United States , 2012, AIDS and Behavior.

[14]  H. Fisher Raymond,et al.  Possible Increase in HIV and Syphilis Prevalence Among Men Who Have Sex with Men in Guangzhou, China: Results from a Respondent-Driven Sampling Survey , 2011, AIDS and Behavior.

[15]  L. Johnston,et al.  An Empirical Examination of Respondent Driven Sampling Design Effects Among HIV Risk Groups from Studies Conducted Around the World , 2013, AIDS and Behavior.

[16]  R. Paranjape,et al.  Injecting and sexual risk behaviours, sexually transmitted infections and HIV prevalence in injecting drug users in three states in India , 2008, AIDS.

[17]  C. Kendall,et al.  Analysis of Data Collected by RDS Among Sex Workers in 10 Brazilian Cities, 2009: Estimation of the Prevalence of HIV, Variance, and Design Effect , 2011, Journal of acquired immune deficiency syndromes.

[18]  R. Afifi,et al.  Hepatitis B virus and hepatitis C virus infections among female sex workers and men who have sex with men in Lebanon: prevalence, risk behaviour and immune status. , 2011, Sexual health.

[19]  Courtney McKnight,et al.  Respondent-Driven Sampling in a Study of Drug Users in New York City: Notes from the Field , 2006, Journal of Urban Health.

[20]  Cyprian Wejnert,et al.  3. An Empirical Test of Respondent-Driven Sampling: Point Estimates, Variance, Degree Measures, and Out-of-Equilibrium Data , 2009, Sociological methodology.

[21]  David R. Holtgrave,et al.  Smoking, HIV status, and HIV risk behaviors in a respondent-driven sample of injection drug users in Baltimore, Maryland: The BeSure Study. , 2012, AIDS education and prevention : official publication of the International Society for AIDS Education.

[22]  L. Johnston,et al.  Evaluating Recruitment among Female Sex Workers and Injecting Drug Users at Risk for HIV Using Respondent-driven Sampling in Estonia , 2010, Journal of Urban Health.

[23]  L. Johnston,et al.  Correlates of HIV Risk Among Injecting Drug Users in Sixteen Ukrainian Cities , 2010, AIDS and Behavior.

[24]  W. Mcfarland,et al.  HIV Prevalence and Correlates of Unprotected Anal Intercourse Among Men Who Have Sex with Men, Jinan, China , 2008, AIDS and Behavior.

[25]  M. Poljak,et al.  Prevalence of HIV and sexually transmitted infections and patterns of recent HIV testing among men who have sex with , 2013 .

[26]  C. Magis-Rodríguez,et al.  Spatial Epidemiology of HIV Among Injection Drug Users in Tijuana, Mexico , 2012, Annals of the Association of American Geographers. Association of American Geographers.

[27]  B. Afolabi,et al.  HIV prevalence and risk behaviours among men having sex with men in Nigeria , 2010, Sexually Transmitted Infections.

[28]  L. A. Miller,et al.  HIV and Related Risk Behavior Among Men Who Have Sex with Men in Zanzibar, Tanzania: Results of a Behavioral Surveillance Survey , 2009, AIDS and Behavior.

[29]  T. Patterson,et al.  Polydrug Use among IDUs in Tijuana, Mexico: Correlates of Methamphetamine Use and Route of Administration by Gender , 2009, Journal of Urban Health.

[30]  J. Tappero,et al.  HIV Infection among Men Who Have Sex with Men in Kampala, Uganda–A Respondent Driven Sampling Survey , 2012, PloS one.

[31]  C. Magis-Rodríguez,et al.  Barriers and missed opportunities to HIV testing among injection drug users in two Mexico--US border cities. , 2008, Drug and alcohol review.

[32]  J. Creswell,et al.  HIV and STI control in El Salvador: results from an integrated behavioural survey among men who have sex with men , 2012, Sexually Transmitted Infections.

[33]  Masud Reza,et al.  The Effectiveness of Respondent Driven Sampling for Recruiting Males Who have Sex with Males in Dhaka, Bangladesh , 2008, AIDS and Behavior.

[34]  Carl Kendall,et al.  Formative research to optimize respondent-driven sampling surveys among hard-to-reach populations in HIV behavioral and biological surveillance: lessons learned from four case studies , 2010, AIDS care.

[35]  Elizabeth M. Albuquerque,et al.  Reliability of Self-Report of HIV Status Among Men Who Have Sex With Men in Brazil , 2011, Journal of acquired immune deficiency syndromes.

[36]  V. Patel,et al.  The burden and determinants of HIV and sexually transmitted infections in a population-based sample of female sex workers in Goa, India , 2008, Sexually Transmitted Infections.

[37]  J. Busza,et al.  Injecting behaviour and service use among young injectors in Albania, Moldova, Romania and Serbia. , 2013, The International journal on drug policy.

[38]  A. Mason-Jones,et al.  Estimating HIV Prevalence and HIV-Related Risk Behaviors Among Heterosexual Women Who Have Multiple Sex Partners Using Respondent-Driven Sampling in a High-Risk Community in South Africa , 2013, Journal of acquired immune deficiency syndromes.

[39]  R. Weiss,et al.  Bridging Sexual Boundaries: Men Who Have Sex with Men and Women in a Street-Based Sample in Los Angeles , 2009, Journal of Urban Health.

[40]  R. Garfein,et al.  High prevalence of latent tuberculosis infection among injection drug users in Tijuana, Mexico. , 2009, The international journal of tuberculosis and lung disease : the official journal of the International Union against Tuberculosis and Lung Disease.

[41]  L. Johnston,et al.  HIV, hepatitis B/C and syphilis prevalence and risk behaviors among gay, transsexuals and men who have sex with men, Dominican Republic , 2013, International journal of STD & AIDS.

[42]  Yan Li,et al.  Detoxification Center-Based Sampling Missed a Subgroup of Higher Risk Drug Users, a Case from Guangdong, China , 2012, PloS one.

[43]  S. Seedat,et al.  HIV , 2018, The Lancet.

[44]  C. Beyrer,et al.  Risk Factors for HIV and Unprotected Anal Intercourse among Men Who Have Sex with Men (MSM) in Almaty, Kazakhstan , 2012, PloS one.

[45]  J. Parry,et al.  High HIV prevalence among injecting drug users in Estonia: implications for understanding the risk environment , 2006, AIDS.

[46]  Ann M. Dennis,et al.  Social Network–Based Recruitment Successfully Reveals HIV-1 Transmission Networks Among High-Risk Individuals in El Salvador , 2013, Journal of acquired immune deficiency syndromes.

[47]  J. Parry,et al.  Measuring the incidence, prevalence and genetic relatedness of hepatitis C infections among a community recruited sample of injecting drug users, using dried blood spots , 2011, Journal of viral hepatitis.

[48]  Douglas D. Heckathorn,et al.  Effectiveness of Respondent–Driven Sampling for Recruiting Drug Users in New York City: Findings from a Pilot Study , 2007, Journal of Urban Health.

[49]  H. Hagan,et al.  Unprotected anal intercourse and sexually transmitted diseases in high-risk heterosexual women. , 2011, American journal of public health.

[50]  C. Kendall,et al.  HIV among MSM in a large middle-income country , 2013, AIDS.

[51]  D. Allman,et al.  Prevalence of internalized homophobia and HIV associated risks among men who have sex with men in Nigeria. , 2012, African Journal of Reproductive Health.

[52]  S. Whitehead,et al.  Unexpectedly high HIV prevalence among female sex workers in Bangkok, Thailand in a respondent-driven sampling survey , 2013, International journal of STD & AIDS.

[53]  L. Johnston,et al.  Respondent Driven Sampling for HIV Biological and Behavioral Surveillance in Latin America and the Caribbean , 2013, AIDS and Behavior.

[54]  I. Bozicevic,et al.  HIV prevalence and characteristics of sex work among female sex workers in Hargeisa, Somaliland, Somalia , 2010, AIDS.

[55]  W. Mcfarland,et al.  Rising HIV Prevalence Among Married and Unmarried Among Men Who Have Sex with Men: Jinan, China , 2009, AIDS and Behavior.

[56]  C. Kendall,et al.  Travestis, an unexplored population at risk of HIV in a large metropolis of northeast Brazil: A respondent-driven sampling survey , 2013, AIDS care.

[57]  L. Johnston,et al.  High prevalence of Mycoplasma genitalium among female sex workers in Honduras: implications for the spread of HIV and other sexually transmitted infections , 2012, International journal of STD & AIDS.

[58]  W. Zheng,et al.  HIV infection and mental health of "money boys": a pilot study in Shandong Province, China. , 2010, The Southeast Asian journal of tropical medicine and public health.

[59]  S. Strathdee,et al.  Seroprevalence of select bloodborne pathogens and associated risk behaviors among injection drug users in the Paso del Norte region of the United States – Mexico border , 2008, Harm reduction journal.

[60]  Simon C. Potter,et al.  A Genome-Wide Association Search for Type 2 Diabetes Genes in African Americans , 2012, PLoS ONE.

[61]  R. Detels,et al.  Prevalence of HIV and STIs and Associated Risk Factors Among Female Sex Workers in Guangdong Province, China , 2010, Journal of acquired immune deficiency syndromes.

[62]  C. Parry,et al.  Associations between alcohol misuse and risks for HIV infection among men who have multiple female sexual partners in Cape Town, South Africa , 2010, AIDS care.

[63]  S. Reisner,et al.  Sexual Mixing Patterns and Partner Characteristics of Black MSM in Massachusetts at Increased Risk for HIV Infection and Transmission , 2009, Journal of Urban Health.

[64]  A. Carballo-Diéguez,et al.  HIV and Other Sexually Transmitted Infections among Men Who Have Sex with Men Recruited by RDS in Buenos Aires, Argentina: High HIV and HPV Infection , 2012, PloS one.

[65]  A. Abdul-Quader,et al.  Convergence of HIV seroprevalence among injecting and non-injecting drug users in New York City , 2007, AIDS.

[66]  V. Baćak,et al.  Hepatitis C Virus Infection and Related Risk Factors among Injection Drug Users in Montenegro , 2012, European Addiction Research.

[67]  A. Štulhofer,et al.  Erratum to: The Prevalence of HIV, HBV, HCV, and HIV-Related Risk-Taking Behaviors among Palestinian Injecting Drug Users in the East Jerusalem Governorate , 2012, Journal of Urban Health.

[68]  R. Garfein,et al.  HCV Infection Prevalence Lower Than Expected among 18–40-Year-Old Injection Drug Users in San Diego, CA , 2013, Journal of Urban Health.

[69]  Jessie K. Edwards,et al.  A comparison of respondent-driven and venue-based sampling of female sex workers in Liuzhou, China , 2012, Sexually Transmitted Infections.

[70]  Karen Shiu,et al.  Improving the Efficiency of HIV Testing With Peer Recruitment, Financial Incentives, and the Involvement of Persons Living With HIV Infection , 2013, Journal of acquired immune deficiency syndromes.

[71]  W. Mcfarland,et al.  Behavioral and serologic survey of men who have sex with men in Beijing, China: implication for HIV intervention. , 2012, AIDS patient care and STDs.

[72]  M. Poljak,et al.  Phylogenetic analysis of HIV sequences obtained in a respondent-driven sampling study of men who have sex with men. , 2009, AIDS research and human retroviruses.

[73]  S. Reisner,et al.  Health system and personal barriers resulting in decreased utilization of HIV and STD testing services among at-risk black men who have sex with men in Massachusetts. , 2009, AIDS patient care and STDs.

[74]  Min Xu,et al.  Trends in Prevalence of HIV, Syphilis, Hepatitis C, Hepatitis B, and Sexual Risk Behavior Among Men Who Have Sex With Men: Results of 3 Consecutive Respondent-Driven Sampling Surveys in Beijing, 2004 Through 2006 , 2007, Journal of acquired immune deficiency syndromes.

[75]  Mark S Handcock,et al.  7. Respondent-Driven Sampling: An Assessment of Current Methodology , 2009, Sociological methodology.

[76]  Krista Gile Improved Inference for Respondent-Driven Sampling Data With Application to HIV Prevalence Estimation , 2010, 1006.4837.

[77]  Douglas D. Heckathorn,et al.  Respondent-driven sampling : A new approach to the study of hidden populations , 1997 .

[78]  O. Levina,et al.  HIV prevalence and risk behavior among injection drug users and their sex partners in two Russian cities. , 2013, AIDS research and human retroviruses.

[79]  Norah A. Terrault Parnassus Ave. Sexual activity as a risk factor for hepatitis C , 2002 .

[80]  V. Patel,et al.  A Study Comparing Sexually Transmitted Infections and HIV Among Ex-Red-Light District and Non-Red-Light District Sex Workers After the Demolition of Baina Red-Light District , 2009, Journal of acquired immune deficiency syndromes.

[81]  A. Thorson,et al.  Predictors of Inconsistent Condom Use among a Hard to Reach Population of Young Women with Multiple Sexual Partners in Peri-Urban South Africa , 2012, PloS one.

[82]  L. Johnston,et al.  HIV, hepatitis and syphilis prevalence and correlates of condom use during anal sex among men who have sex with men in the Republic of Moldova , 2013, International journal of STD & AIDS.

[83]  H. Hagan,et al.  Herpes simplex virus type 2 associated with HIV infection among New York heterosexuals living in high-risk areas , 2010, International journal of STD & AIDS.

[84]  K. Fischer,et al.  A study on HIV and hepatitis C virus among commercial sex workers in Tallinn , 2008, Sexually Transmitted Infections.

[85]  N. Nurjannah,et al.  HIV prevalence and risk behaviours among injecting drug users in six indonesian cities implications for future HIV prevention programs , 2012, Harm Reduction Journal.

[86]  Andrew J Copas,et al.  Evaluation of Respondent-driven Sampling , 2012, Epidemiology.

[87]  L. Johnston,et al.  Unexpectedly High Injection Drug Use, HIV and Hepatitis C Prevalence Among Female Sex Workers in the Republic of Mauritius , 2013, AIDS and Behavior.

[88]  W. Mcfarland,et al.  Reaching black men who have sex with men: a comparison between respondent-driven sampling and time-location sampling , 2012, Sexually Transmitted Infections.

[89]  L. Johnston,et al.  Assessment of Respondent Driven Sampling for Recruiting Female Sex Workers in Two Vietnamese Cities: Reaching the Unseen Sex Worker , 2006, Journal of Urban Health.

[90]  H. Thiede,et al.  Evaluating consistency in repeat surveys of injection drug users recruited by respondent-driven sampling in the Seattle area: results from the NHBS-IDU1 and NHBS-IDU2 surveys. , 2012, Annals of epidemiology.

[91]  S. Shawky,et al.  HIV prevalence and risk behaviors of male injection drug users in Cairo, Egypt , 2010, AIDS.

[92]  Kai-lih Liu,et al.  Missed Opportunities for HIV Testing Among High-Risk Heterosexuals , 2009, Sexually transmitted diseases.

[93]  M. Kals,et al.  Expanded syringe exchange programs and reduced HIV infection among new injection drug users in Tallinn, Estonia , 2011, BMC public health.

[94]  J. Havens,et al.  Predictors of alcohol use among rural drug users after disclosure of hepatitis C virus status. , 2013, Journal of studies on alcohol and drugs.

[95]  L. Johnston,et al.  Estimating HIV Prevalence and Risk Behaviors Among High-Risk Heterosexual Men With Multiple Sex Partners: Use of Respondent-Driven Sampling , 2009, Journal of acquired immune deficiency syndromes.

[96]  D. D. Des Jarlais,et al.  Comparison of injecting drug users who obtain syringes from pharmacies and syringe exchange programs in Tallinn, Estonia , 2009, Harm reduction journal.

[97]  J. Lau,et al.  The incidence of syphilis, HIV and HCV and associated factors in a cohort of men who have sex with men in Nanjing, China , 2011, Sexually Transmitted Infections.

[98]  A. Lansky,et al.  Assessing the Assumptions of Respondent-Driven Sampling in the National HIV Behavioral Surveillance System among Injecting Drug Users , 2012, The open AIDS journal.

[99]  S. Adebajo,et al.  High HIV Prevalence Among Men Who Have Sex With Men in Nigeria: Implications for Combination Prevention , 2013, Journal of acquired immune deficiency syndromes.

[100]  L. Johnston,et al.  Prevalence of Sexually Transmitted Infections Among Men Who Have Sex with Men in Zagreb, Croatia , 2009, AIDS and Behavior.

[101]  Matthew J. Salganik,et al.  Diagnostics for respondent‐driven sampling , 2012, Journal of the Royal Statistical Society. Series A,.

[102]  O. Levina,et al.  An Analysis of Respondent Driven Sampling with Injection Drug Users (IDU) in Albania and the Russian Federation , 2006, Journal of Urban Health.

[103]  G. Henderson,et al.  Systematic Differences in Risk Behaviors and Syphilis Prevalence Across Types of Female Sex Workers: A Preliminary Study in Liuzhou, China , 2012, Sexually transmitted diseases.

[104]  S. Vermund,et al.  Predictors of HIV and Syphilis among Men Who Have Sex with Men in a Chinese Metropolitan City: Comparison of Risks among Students and Non-Students , 2012, PloS one.

[105]  V. Reddy,et al.  HIV Prevalence and Risk Practices Among Men Who Have Sex With Men in Two South African Cities , 2011, Journal of acquired immune deficiency syndromes.

[106]  A. A. Turki,et al.  Filling the Knowledge Gap: Measuring HIV Prevalence and Risk Factors among Men Who Have Sex with Men and Female Sex Workers in Tripoli, Libya , 2013, PloS one.

[107]  W. Mcfarland,et al.  Untested and undiagnosed: barriers to HIV testing among men who have sex with men, Beijing, China , 2011, Sexually Transmitted Infections.

[108]  T. Rhodes,et al.  Knowledge of HIV serostatus and risk behaviour among injecting drug users in Estonia , 2009, AIDS care.

[109]  Jinkou Zhao,et al.  Consistently Low Prevalence of Syphilis among Female Sex Workers in Jinan, China: Findings from Two Consecutive Respondent Driven Sampling Surveys , 2012, PloS one.

[110]  L. Johnston,et al.  Determinants of HIV Infection Among Female Sex Workers in Two Cities in the Republic of Moldova: The Role of Injection Drug Use and Sexual Risk , 2013, AIDS and Behavior.

[111]  J. Ioannidis,et al.  Trends in Citations to Books on Epidemiological and Statistical Methods in the Biomedical Literature , 2013, PloS one.

[112]  L. Johnston,et al.  Improving survey methods in sero-epidemiological studies of injecting drug users: a case example of two cross sectional surveys in Serbia and Montenegro , 2009, BMC infectious diseases.

[113]  Rebeca Ramos,et al.  Respondent-Driven Sampling of Injection Drug Users in Two U.S.–Mexico Border Cities: Recruitment Dynamics and Impact on Estimates of HIV and Syphilis Prevalence , 2006, Journal of Urban Health.

[114]  T. Rhodes,et al.  HIV infection and risk behaviour of primary fentanyl and amphetamine injectors in Tallinn, Estonia: implications for intervention. , 2010, The International journal on drug policy.

[115]  W. Tun,et al.  Sexual risk behaviours and HIV seroprevalence among male sex workers who have sex with men and non-sex workers in Campinas, Brazil , 2008, Sexually Transmitted Infections.

[116]  R. Heimer,et al.  The Potential for Bridging of HIV Transmission in the Russian Federation: Sex Risk Behaviors and HIV Prevalence among Drug Users (DUs) and their Non-DU Sex Partners , 2009, Journal of Urban Health.

[117]  Erik M. Volz,et al.  Probability based estimation theory for respondent driven sampling , 2008 .

[118]  Lisa G Johnston,et al.  Analyzing data in RDS , 2014 .

[119]  D. Colby,et al.  Down on the farm: homosexual behaviour, HIV risk and HIV prevalence in rural communities in Khanh Hoa province, Vietnam , 2008, Sexually Transmitted Infections.

[120]  W. Risser,et al.  Relationship between heterosexual anal sex, injection drug use and HIV infection among black men and women , 2009, International journal of STD & AIDS.

[121]  A. Štulhofer,et al.  The Prevalence of HIV, HBV, HCV, and HIV-Related Risk-Taking Behaviors among Palestinian Injecting Drug Users in the East Jerusalem Governorate , 2012, Journal of Urban Health.

[122]  L. Johnston,et al.  Effectiveness of Respondent-Driven Sampling to Recruit High Risk Heterosexual Men Who Have Multiple Female Sexual Partners: Differences in HIV Prevalence and Sexual Risk Behaviours Measured at Two Time Points , 2010, AIDS and Behavior.

[123]  P Vickerman,et al.  Respondent driven sampling and community structure in a population of injecting drug users, Bristol, UK. , 2012, Drug and alcohol dependence.

[124]  W. Mcfarland,et al.  High HIV Prevalence Among Men Who have Sex with Men in Soweto, South Africa: Results from the Soweto Men’s Study , 2009, AIDS and Behavior.

[125]  D. Heckathorn 6. Extensions of Respondent-Driven Sampling: Analyzing Continuous Variables and Controlling for Differential Recruitment , 2007 .

[126]  T. Patterson,et al.  High-Risk Sexual and Drug Using Behaviors Among Male Injection Drug Users Who Have Sex With Men in 2 Mexico-US Border Cities , 2008, Sexually transmitted diseases.

[127]  S. Shoptaw,et al.  Factors Associated with HIV Viral Load in a Respondent Driven Sample in Los Angeles , 2009, AIDS and Behavior.

[128]  E. Golub,et al.  Socio-behavioral and geographic correlates of prevalent hepatitis C virus infection among young injection drug users in metropolitan Baltimore and Chicago. , 2010, Drug and alcohol dependence.

[129]  Matthew J. Salganik Variance Estimation, Design Effects, and Sample Size Calculations for Respondent-Driven Sampling , 2006, Journal of Urban Health.

[130]  H. Hagan,et al.  Estimated HIV Incidence Among High-Risk Heterosexuals in New York City, 2007 , 2011, Journal of acquired immune deficiency syndromes.

[131]  W. Mcfarland,et al.  Understanding the HIV/AIDS Epidemic in Transgender Women of Lima, Peru: Results from a Sero-Epidemiologic Study Using Respondent Driven Sampling , 2012, AIDS and Behavior.

[132]  Matthew J. Salganik,et al.  Strengthening the Reporting of Observational Studies in Epidemiology for respondent-driven sampling studies: “STROBE-RDS” statement , 2015, Journal of clinical epidemiology.

[133]  L. A. Miller,et al.  HIV risk and the overlap of injecting drug use and high-risk sexual behaviours among men who have sex with men in Zanzibar (Unguja), Tanzania. , 2010, The International journal on drug policy.

[134]  R. Garfein,et al.  Prevalence of hepatitis C virus and HIV infection among injection drug users in two Mexican cities bordering the U.S. , 2007, Salud publica de Mexico.

[135]  Alan Neaigus,et al.  Heterosexual HIV and sexual partnerships between injection drug users and noninjection drug users. , 2010, AIDS patient care and STDs.

[136]  H. Hagan,et al.  Patterns of Exchange Sex and HIV Infection in High-Risk Heterosexual Men and Women , 2011, Journal of Urban Health.

[137]  D. Celentano,et al.  The Emerging HIV Epidemic among Men Who have Sex with Men in Tamil Nadu, India: Geographic Diffusion and Bisexual Concurrency , 2010, AIDS and Behavior.

[138]  R. Heimer,et al.  Hepatitis C virus infection among drug injectors in St Petersburg, Russia: social and molecular epidemiology of an endemic infection. , 2009, Addiction.

[139]  N. Rizvi,et al.  HIV and other sexually transmitted infections among men, transgenders and women selling sex in two cities in Pakistan: a cross-sectional prevalence survey , 2009, Sexually Transmitted Infections.

[140]  Douglas D. Heckathorn,et al.  Simultaneous Recruitment of Drug Users and Men Who Have Sex with Men in the United States and Russia Using Respondent-Driven Sampling: Sampling Methods and Implications , 2009, Journal of Urban Health.

[141]  J. Vulule,et al.  Prevalence of HIV and Other Sexually Transmitted Infections among Female Sex Workers in Kisumu, Western Kenya, 1997 and 2008 , 2013, PloS one.

[142]  L. Johnston,et al.  The Associations of Voluntary Counseling and Testing Acceptance and the Perceived Likelihood of Being HIV-Infected Among Men with Multiple Sex Partners in a South African Township , 2010, AIDS and Behavior.

[143]  R. Weiss,et al.  Homonegativity, Substance Use, Sexual Risk Behaviors, and HIV Status in Poor and Ethnic Men Who Have Sex with Men in Los Angeles , 2009, Journal of Urban Health.

[144]  Mohsen Malekinejad,et al.  Implementation Challenges to Using Respondent-Driven Sampling Methodology for HIV Biological and Behavioral Surveillance: Field Experiences in International Settings , 2008, AIDS and Behavior.

[145]  A. Greenberg,et al.  Risk factors driving the emergence of a generalized heterosexual HIV epidemic in Washington, District of Columbia networks at risk , 2009, AIDS.

[146]  H. Hagan,et al.  Sexual and injection-related risks in Puerto Rican-born injection drug users living in New York City: A mixed-methods analysis , 2011, Harm reduction journal.

[147]  A. Greenberg,et al.  Differing HIV Risks and Prevention Needs among Men and Women Injection Drug Users (IDU) in the District of Columbia , 2012, Journal of Urban Health.

[148]  Xiong He,et al.  [Epidemiological study on the status of HIV/STDs and relative behaviors among MSM in Beijing]. , 2007, Zhonghua liu xing bing xue za zhi = Zhonghua liuxingbingxue zazhi.

[149]  L. Johnston,et al.  HIV, syphilis and sexual risk behaviours among men who have sex with men in Agadir and Marrakesh, Morocco , 2013, Sexually Transmitted Infections.

[150]  Lisa G. Johnston,et al.  An Empirical Comparison of Respondent-driven Sampling, Time Location Sampling, and Snowball Sampling for Behavioral Surveillance in Men Who Have Sex with Men, Fortaleza, Brazil , 2008, AIDS and Behavior.

[151]  Mohammed Sidahmed Abdelrahim HIV prevalence and risk behaviors of female sex workers in Khartoum, north Sudan , 2010, AIDS.

[152]  Kimberly C. Brouwer,et al.  Differential Effects of Migration and Deportation on HIV Infection among Male and Female Injection Drug Users in Tijuana, Mexico , 2008, PloS one.

[153]  Mohsen Malekinejad,et al.  Using Respondent-Driven Sampling Methodology for HIV Biological and Behavioral Surveillance in International Settings: A Systematic Review , 2008, AIDS and Behavior.

[154]  Z. Mahfoud,et al.  HIV/AIDS among female sex workers, injecting drug users and men who have sex with men in Lebanon: results of the first biobehavioral surveys , 2010, AIDS.

[155]  L. Johnston,et al.  High HIV and hepatitis C prevalence amongst injecting drug users in Mauritius: findings from a population size estimation and respondent driven sampling survey. , 2011, The International journal on drug policy.

[156]  C. Szwarcwald,et al.  Risk Factors Associated With HIV Prevalence Among Female Sex Workers in 10 Brazilian Cities , 2011, Journal of acquired immune deficiency syndromes.