Spatial Autocorrelation of HIV Cases Based on Key and Special Populations in West Sumatra 2021–2024
DOI:
https://doi.org/10.22437/jkmj.v10i1.55317Keywords:
Ecology, HIV, Key Populations, Spatial Analysis, Special PopulationsAbstract
HIV cases continue to be a public health issue in West Sumatra Province, as seen from the increasing number of cases each year. Differences in regional characteristics are suspected to contribute to the pattern of HIV spread, so a spatial approach is needed to understand the variation in case distribution more deeply. This study uses an ecological study design by analyzing 19 districts/cities in West Sumatra during the period 2021-2024. The Global Moran’s I and LISA methods were applied to identify spatial autocorrelation patterns. The research results show that there are 7,260 HIV cases with a continuously increasing trend each year. Global spatial analysis shows a significant negative autocorrelation, indicating a dispersed distribution pattern, with a dominance of Low-High clusters in most regions. High spatial heterogeneity that is not concentrated in a single cluster was identified in West Sumatra province. Health policy interventions based on regional characteristics are needed to optimize resource allocation and future HIV prevention strategies.
References
1. Masrizal. Survival of HIV AIDS Patients. (Ketahanan Hidup Pasien HIV AIDS). Media Literasi Indonesia. 2025.
2. World Health Organization (WHO). HIV and AIDS [Internet]. World Health Organisation. 2024 [dikutip 5 November 2024]. https://www.who.int/news-room/fact-sheets/detail/hiv-aids
3. UNAIDS. FACT SHEET 2025 Global HIV statistics. 2024. https://r.search.yahoo.com/_ylt=AwrKDgLY2hNqPwIAYMPLQwx.;_ylu=Y29sbwNzZzMEcG9zAzEEdnRpZAMEc2VjA3Ny/RV=2/RE=1780895705/RO=10/RU=https%3a%2f%2fwww.unaids.org%2fsites%2fdefault%2ffiles%2f2025-07%2f2025_Global_HIV_Factsheet_en.pdf/RK=2/RS=z_XWaej.KjebEhFHVV_S7AQqRAQ-
4. Pencegahan dan Pengendalian Penyakit (P2P). HIV-AIDS and Sexually Transmitted Infections (STIs) Development Report _PIMS_ Quarter 1 - January-March 2022. (Laporan Perkembangan HIV-AIDS dan Penyakit Infeksi Menular Seksual _PIMS_ Triwulan 1 -januari-Maret 2022). Kemenkes. 2022. https://id.scribd.com/document/654605183/Laporan-TW-12022#google_vignette
5. Kementerian Kesehatan RI. HIV/AIDS and Sexually Transmitted Infections (STIs) Developments in the Fourth Quarter of 2022. (Perkembangan HIV AIDS dan Penyakit Infeksi Menular Seksual (PIMS) Triwulan IV Tahun 2022). Kemenkes RI [Internet]. 2022;7:1–15. https://siha.kemkes.go.id/portal/files_upload/Laporan_TW_3_2022.pdf
6. Gordis L. Epidemiology Fifth Edition [Internet]. 2014 [dikutip 12 Februari 2026]. 416 hal. https://books.google.co.id/books?id=7YX6AQAAQBAJ&printsec=frontcover&hl=id#v=onepage&q&f=false
7. Kementerian Kesehatan RI. Regulation of the Minister of Health of the Republic of Indonesia Number 23 of 2022 concerning the Management of Human Immunodeficiency Virus, Acquired Immunodeficiency Syndrome, and Sexually Transmitted Infections. 2022;69(555):1–53. https://jdih.kemkes.go.id/documents/peraturan-menteri-kesehatan-nomor-23-tahun-2022
8. Efendi RF, Yetti H. Hubungan Pengetahuan dan Sikap tentang HIV / AIDS dengan Kejadian HIV pada LSL. :225–32. https://doi.org/10.25077/jikesi.v3i3.861
9. Qianqian Qin, Wei Guo, Weiming Tang, Tanmay Mahapatra, Liyan Wang, Nanci Zhang, Zhengwei Ding, Chang Cai, Yan Cui JS. Spatial Analysis of the Human Immunodeficiency Virus Epidemic among Men Who Have Sex with Men in China , 2006-2015. 2017;64:956–63. https://pmc.ncbi.nlm.nih.gov/articles/PMC5439342/
10. Qamariyah S, Tahta A, Utomo B, Bitari D, Yuana M, Nurul A. Characterization of spatial and temporal transmission of HIV infection in Surabaya , Indonesia : Geographic information system ( GIS ) cluster detection analysis ( 2016 – 2020 ). Heliyon [Internet]. 2023;9(9):e19528. https://doi.org/10.1016/j.heliyon.2023.e19528
11. Alnidi Sarafach Bratanegara, Aldi Maulana Yusuf FAA. Spatial Analysis of HIV Case Distribution and Key Population Distribution In Bandung City. J Tunas Geogr Unimed. 2022;11(2):130–43. https://r.search.yahoo.com/_ylt=Awrx_kfq1bnqmaia2dllqwx.;_ylu=y29sbwnzzzmecg9zazeednrpzamec2vja3ny/RV=2/RE=1780894160/RO=10/RU=https%3a%2f%2fjurnal.unimed.ac.id%2f2012%2f%2findex.php%2ftgeo%2farticle%2fdownload%2f40046%2f20010/RK=2/RS=e0cwp633wrltohu9m5ht30mu2tw-
12. Sarita SM. Spatial Autocorrelation Analysis of the Distribution of HIV and AIDS in East Java Province in 2020. (Analisis Autokorelasi Spasial Pada Persebaran Penyakit HIV dan AIDS di Provinsi Jawa Timur Tahun 2020). Jurnal Universitas Islam Indonesia. 2020;2020.https://dspace.uii.ac.id/bitstream/handle/123456789/40887/18611111.pdf?sequence=3&isAllowed=y
13. Xie Z, Chen B, Duan Z. Spatiotemporal Analysis of HIV/AIDS Incidence in China From 2009 to 2019 and Its Association With Socioeconomic Factors: Geospatial Study. JMIR Public Heal Surveill [Internet]. Juni 2024;10:e56229. https://doi.org/10.2196/56229
14. Aldila Lareina Nahiza Permata Sari FSR. Spatial Analysis of Population Density, Productive Age, and HIV/AIDS Cases in Gresik Regency 2021-2023. Jurnal Kesmas Untika Luwuk Public Health Journal. 2025;16. https://garuda.kemdiktisaintek.go.id/documents/detail/5894616
15. Sembiring AA, Niat I, Gulo H, Pangaribuan RS, Imanuel Z, Girsang VI. Spatial Distribution of HIV and Environmental Factors : A Study Of Population Density, Proper Sanitation, and Health Infrastructure in North Sumatera Province. 2025;6(2):141–51. https://r.search.yahoo.com/_ylt=awrprhhm1hnqjwiayijlqwx.;_ylu=y29sbwnzzzmecg9zazeednrpzamec2vja3ny/RV=2/RE=1780894668/RO=10/RU=https%3a%2f%2fe-journal.shj.ac.id%2fojs%2findex.php%2fPWH%2farticle%2fdownload%2f101%2f91%2f523/RK=2/RS=LXUf6mStnCakqO_l9kCo8o6DVHc-
16. Seabra IL, Pedroso AO, Rodrigues TB, Roberta G, Naiff O, Lucia A, et al. Temporal trend and spatial analysis of the HIV epidemic in young men who have sex with men in the second largest Brazilian Amazonian province. BMC Infect Dis [Internet]. 2022;1–12. https://doi.org/10.1186/s12879-022-07177-w
17. Simela SR, Kelepile M, Sebobi TI. Spatial analysis and associated risk factors of HIV prevalence in Botswana : insights from the 2021 Botswana AIDS Impact Survey ( BAIS V ). 2025. https://link.springer.com/article/10.1186/s12879-025-10464-x
18. Melo GC De, Carolle E, Oliveira A De, Leal IB, Piedade C, Freitas M De, et al. Spatial and temporal analysis of the human immunodeficiency virus in an area of social vulnerability in Northeast Brazil. 2020;15. https://doi.org/10.4081/gh.2020.863
19. Violin Irene Ninef, Sulistiyani, Lamria Situmeang ADC. Stigma and Social Discrimination Against People with HIV-AIDS : The Role of Communities in Eastern Indonesia. HIJP Heal Inf J Penelit Stigma. 2023;15(2). https://r.search.yahoo.com/_ylt=AwrPqC1o2BNqWAIAkLvLQwx.;_ylu=Y29sbwNzZzMEcG9zAzEEdnRpZAMEc2VjA3Ny/RV=2/RE=1780895081/RO=10/RU=https%3a%2f%2fmyjurnal.poltekkes-kdi.ac.id%2findex.php%2fhijp%2farticle%2fdownload%2f1385%2f1580%2f9161/RK=2/RS=EQs.j5zGjkAe.mXV4RuVu6p5zB4-
20. Nutor JJ, Duah HO, Agbadi P, Duodu PA, Gondwe KW. Spatial analysis of factors associated with HIV infection in Malawi : indicators for effective prevention. 2020;1–14. https://link.springer.com/article/10.1186/s12889-020-09278-0
21. Khairunisa SQ, Indriati DW, Luh N, Megasari A, Ueda S, Kotaki T, et al. Spatial – temporal transmission dynamics of HIV ‑ 1 CRF01 _ AE in Indonesia. Sci Rep [Internet]. 2024;1–10. https://doi.org/10.1038/s41598-024-59820-y
22. Tegegne AS, Yenesew MA, Asemahagn MA, Enquobahrie DA, Awoke W, Minas TZ, et al. Trends and spatio temporal distribution of HIV related programmatic indicators in North West Ethiopia from July 2018 up to June 2024. 2025;1–14. https://pmc.ncbi.nlm.nih.gov/articles/PMC12044070/ PMID: 40307336
23. Hanum H, Dwi R, Yana Y, Andriani Y, Setyawan D. Spatial Regression Analysis on Factors Influencing Number of HIV / AIDS Cases in Indonesia. 2024;XI(2321):730–8. https://doi.org/10.51244/IJRSI.2024.11150052P
24. Badan Pusat Statistik, Provinsi Sumatera Barat. West Sumatra in figures 2022. (Sumatera Barat dalam Angka 2022). 2022.https://sumbar.bps.go.id/id/publication/2022/02/25/c0af471ae1affc68f4093771/provinsi-sumatera-barat-dalam-angka-2022.html
25. Badan Pusat Statistik, Provinsi Sumatera Barat. West Sumatra in figures 2023. (Sumatera Barat Dalam Angka 2023). Vol. 54, Badan Pusat Statistik Sumatera Barat. 2023. https://sumbar.bps.go.id/id/publication/2023/02/28/873d22882726e76b9d86b105/provinsi-sumatera-barat-dalam-angka-2023.html
26. Badan Pusat Statistik, Provinsi Sumatera Barat. West Sumatra in figures 2024. (Sumatera Barat dalam Angka 2024). Resmi Badan Pusat Statistik. 2024;54. https://sumbar.bps.go.id/id/publication/2024/02/28/1b9d2796de6ef7fdcac6ae79/provinsi-sumatera-barat-dalam-angka-2024.html
27. Badan Pusat Statistik, Provinsi Sumatera Barat. West Sumatra Province in figures 2025. (Provinsi sumatera barat dalam angka 2025). Badan Statistik Provinsi Sumatera Barat [Internet]. 2025;54:282–3. https://sumbar.bps.go.id/id/publication/2025/02/28/a757962d2ef9b6ce8943ed73/provinsi-sumatera-barat-dalam-angka-2025.html
28. Qamariyah S, Tahta A, Utomo B, Bitari D, Yuana M, Nurul A. Characterization of spatial and temporal transmission of HIV infection in Surabaya , Indonesia : Geographic information system ( GIS ) cluster detection analysis ( 2016 – 2020 ). Heliyon [Internet]. 2023;9(9):e19528. https://dx.doi.org/10.1016/j.heliyon.2023.e19528
29. Id OOA, Are EB. Spatial distribution and determinants of HIV high burden in the Southern African sub-region. 2024;1–13. https://dx.doi.org/10.1371/journal.pone.0301850
30. Suwito A, Elfitri I, Widya A. Factors Influencing Non-Adherence to Antiretroviral Therapy Among HIV / AIDS Patients in Western Sumatra : Implications for Practice in the Post-COVID-19 Era. 2024;19(1):311–20. https://doi.org/10.18280/ijdne.190134
31. Suwito A. Exploring the Causes of PLWHA Non-Adherence with Antiretroviral Therapy : Implications for Practice in the Post- Covid-19 Era , a Phenomenological Study Exploring the Causes of PLWHA Non-Adherence with Antiretroviral Therapy : 2025;30(3):3255–75. https://doi.org/10.46743/2160-3715/2025.6986
32. Johnston LG, Soe P, Setiawati A, Artha W, Tarinanda C, Putri A. Alarmingly High HIV Prevalence Among Adolescent and Young Men Who have Sex with Men ( MSM ) in Urban Indonesia. AIDS Behav [Internet]. 2021;25(11):3687–94. https://doi.org/10.1007/s10461-021-03347-0
33. Id TG, Id SL, Eshetu F, Abdella S. Spatial distribution and determinants of HIV prevalence among adults in urban Ethiopia : Findings from the Ethiopia Population-based HIV Impact Assessment Survey ( 2017 – 2018 ). PLoS One [Internet]. 2022;1–15. https://dx.doi.org/10.1371/journal.pone.0271221
34. Chimoyi L, Matsena-zingoni Z, Charalambous S, Marinda E, Manda S, Musenge E. Assessing spatial patterns of HIV prevalence and interventions in semi-urban settings in South Africa: Implications for spatially targeted interventions. Dep Heal Hum Serv USA. 2023;17(2). https://www.researchgate.net/publication/363230808_Assessing_spatial_patterns_of_HIV_prevalence_and_interventions_in_semi-urban_settings_in_South_Africa_Implications_for_spatially_targeted_interventions
35. Id SES, Dijk M Van, Wang H, Jonas KJ. The worldwide burden of HIV in transgender individuals : An updated systematic review and. 2021;0:1–29. https://dx.doi.org/10.1371/journal.pone.0260063
36. Eilami O, Nazari A, Dousti M, Sayehmiri F, Ghasemi M. Investigation of HIV / AIDS prevalence and associated risk factors among female sex workers from 2010 to 2017 : a meta-analysis study. 2019;105–17. https://doi.org/10.2147/HIV.S196085 PMID: 31191036
37. Anjani R, Rosyada A, Putri DA. Spatial Distribution of HIV Cases in Female Sex Workers in Palembang City Received : May 29 , 2022 Introduction Human Immunodeficiency Virus or HIV is a virus that spreads through certain body fluids. 2022;13(July):155–67. https://r.search.yahoo.com/_ylt=AwrKCxbj2RNqNgIAGM_LQwx.;_ylu=Y29sbwNzZzMEcG9zAzEEdnRpZAMEc2VjA3Ny/RV=2/RE=1780895459/RO=10/RU=https%3a%2f%2fjikm.ejournal.unsri.ac.id%2findex.php%2fjikm%2farticle%2fdownload%2f914%2f405/RK=2/RS=BOQvuXqQG6P1My8HZCm3rTvcpMw-
38. Morineau G, Bollen LJM, Syafitri RI, Nurjannah N, Mustikawati DE, Magnani R. HIV prevalence and risk behaviours among injecting drug users in six indonesian cities implications for future HIV prevention programs. Harm Reduction Journal [Internet]. 2012;9(1):1. https://doi.org/10.1186/1477-7517-9-37 PMID: 22943438
39. Mayasari O, Naury C, Fiesta CA. Spatial Mapping of HIV/AIDS Cases and Accessibility of Health Services in Surakarta City Based on QGIS. (Pemetaan Spasial Kasus HIV / AIDS dan Aksesibilitas Pelayanan Kesehatan di Kota Surakarta Berbasis QGIS). J-REMI Jurnal Rekam Medis dan Informasi Kesehatan. 2025;7(1):12–20. https://r.search.yahoo.com/_ylt=awr1ssks2hnqzgia0f3lqwx.;_ylu=y29sbwnzzzmecg9zazeednrpzamec2vja3ny/rv=2/re=1780895533/ro=10/ru=https%3a%2f%2fpublikasi.polije.ac.id%2fj-remi%2farticle%2fdownload%2f6038%2f3201/rk=2/rs=reyuo.njq5b0gapswvjsr7svpzc-
40. Januraga PP, Lukitosari E, Luhukay L, Hasby R. Mapping Key Populations to Develop Improved HIV and AIDS Interventions : Multiphase Cross-Sectional Observational Mapping Study Using a District and City Approach Corresponding Author : JMIR Public Health Survei. 2025;11. https://doi.org/10.2196/56820 PMID: 39883483
41. Geremew D, Tajebe F, Ambachew S, Endalamaw A, Eshetie S. Seroprevalence of HIV among pregnant women in Ethiopia : a systematic review and meta ‑ analysis. BMC Res Notes [Internet]. 2018;1–7. Tersedia pada: https://doi.org/10.1186/s13104-018-4022-1
42. Handayani R, Adnan NP. Risk Factors for Pulmonary Tuberculosis in Prisoners at the Jakarta Narcotics Correctional Institution. (Faktor Risiko Tuberkulosis Paru Pada Narapidana Di Lembaga Permasyarakatan Narkotika Jakarta). 2013;11(9):194–8. https://doi.org/10.52022/jikm.v11i2.3
43. Rosita R, Herawati Y, Kartika I, Iriani OS, Triwidiyantari D. Determinant Factors of Sexually Transmitted Infections and HIV/AIDS at Ibrahim Adjie Community Health Center, Bandung City in 2022. 2025;1(2). https://doi.org/10.59680/medika.v1i2.595
44. Sayyah M, Rahim F, Kayedani GA. Global View of HIV Prevalence in Prisons : A Systematic Review and Meta-Analysis. 2019;48(2):217–26. https://pmc.ncbi.nlm.nih.gov/articles/PMC6556176/ PubMed PMID: 31205875.
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Yunita Diastanti, Masrizal Masrizal, Ratno Widoyo (Author)

This work is licensed under a Creative Commons Attribution 4.0 International License.
Proposed Creative Commons Copyright Notices
1. Proposed Policy for Journals That Offer Open Access
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).
Proposed Policy for Journals That Offer Delayed Open Access
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication, with the work [SPECIFY PERIOD OF TIME] after publication simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).



p-ISSN :
e-ISSN : 


