Main Article Content
Abstract
This study provides a comprehensive bibliometric mapping of research related to environmental factors that contribute to the transmission of tuberculosis (TB) in developing countries. By analyzing publications indexed in major scientific databases over the past decade, the study identifies key themes, research trends, and influential scholarly contributions within this field. Environmental determinants, such as household crowding, inadequate sanitation, poor air quality, limited ventilation, and socio-economic disparities persist as major drivers of TB incidence in resource-limited settings. The bibliometric approach enables researchers to visualize collaborative networks among authors, countries, and institutions, thereby revealing how scientific communities across regions address similar public health challenges. Keyword co-occurrence analyses highlight emerging areas of interest, including urban environmental health, climate-related risks, and community-level prevention strategies. Furthermore, the mapping illustrates shifts in research focus from purely biomedical perspectives toward more holistic environmental and social determinants of health. The findings of this bibliometric analysis provide valuable insights for policymakers, researchers, and public health practitioners to strengthen targeted interventions, promote interdisciplinary collaboration, and guide future research priorities aimed at reducing the burden of TB in developing countries.
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Copyright (c) 2026 La Ode Asrianto, Hamka, Erma Suryani Sahabuddin

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References
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- Manna, P., Bhar, M., & Mukherjee, P. (2021). Lanthanide photoluminescence lifetimes reflect vibrational signature of local environment: Lengthening duration of emission in inorganic nanoparticles. Journal of Luminescence, 235. https://doi.org/10.1016/j.jlumin.2021.118052
- Marais, B. J., & Schaaf, H. S. (2020). Tuberculosis transmission and environmental hygiene: Emerging insights and new challenges. Lancet Infectious Diseases, 20(3), e64–e72. https://doi.org/10.1016/S1473-3099(19)30598-1
- Molemans, M., van Leth, F., McKelly, D. H., Wood, R., & Hermans, S. (2022). Neighbourhood risk factors of recurrent tuberculosis in Cape Town: a cohort study using geocoded notification data. Journal of Epidemiology and Community Health, 77(1), 56–62. https://doi.org/10.1136/jech-2022-219622
- Mtetwa, H. N., Amoah, I. D., Kumari, S., Bux, F., & Reddy, P. (2023). Exploring the role of wastewater-based epidemiology in understanding tuberculosis burdens in Africa. Environmental Research, 231. https://doi.org/10.1016/j.envres.2023.115911
- Phadoongmai, M., & Jariya, W. (2024). Tuberculosis Preventive Behaviors and their Determining Factors among Household Contacts of Tuberculosis Patients in Thailand: A Cross-sectional Study. Open Public Health Journal, 17. https://doi.org/10.2174/0118749445283184240111074905
- Prasad, A., Ross, A., & Nicholas, M. (2021). Socio-environmental risk factors influencing tuberculosis hotspots in urban slums: A geospatial analysis. International Journal of Tuberculosis and Lung Disease, 25(7), 548–557. https://doi.org/10.5588/ijtld.20.0778
- Singh, A. R., Yadav, A., & Gupta, R. (2022). Household ventilation, biomass fuel use, and tuberculosis in rural India: Modelling environmental determinants. Journal of Public Health, 44(2), e279–e288. https://doi.org/10.1093/pubmed/fdab009
- Syahriani, N., & Palutturi, S. (2021). Developing concept of healthy island: A systematic review. Open Access Macedonian Journal of Medical Sciences, 9, 399–404. https://doi.org/10.3889/oamjms.2021.6488
- Tiwari, A., Gajbhiye, T., Pandey, M., Agrawal, K., Naik, S., Meher, S., Patel, D., Dubey, R., Malik, T. G., Zari, M., Zari, A., AlGhamdi, K. M., Hakeem, K. R., & Kumar Pandey, S. K. (2025). Foliar image-based characterization of airborne particulate matter in an urban area and its implications for remediation. Scientific Reports, 15(1). https://doi.org/10.1038/s41598-024-84552-4
- Wang, H., Liang, Z., Liu, C., Zhu, L., Xu, Y., Zhou, L., & Yan, B. (2022). Construction of K and Tb Co-doped MnO2 nanoparticles for enhanced oxidation and detoxication of organic dye waste. Chemosphere, 297. https://doi.org/10.1016/j.chemosphere.2022.134104
- Zavala, M. J., Becker, G. L., & Blount, R. J. (2023). Interrelationships between tuberculosis and chronic obstructive pulmonary disease. Current Opinion in Pulmonary Medicine, 29(2), 104–111. https://doi.org/10.1097/MCP.0000000000000938
- Zhang, J., Li, T., Cai, Y., & Wang, Y. (2021). Genetic and environmental effects on allometry of the medicinal plant dendrobium officinale (Orchidaceae) from yunnan, southwest china. Pakistan Journal of Botany, 53(5), 1675–1682. https://doi.org/10.30848/PJB2021-5(14)
- Zhou, C., Leung, D., & Wang, X. (2023). Air pollution exposure and pulmonary tuberculosis: A systematic review and meta-analysis. Environmental Pollution, 316. https://doi.org/10.1016/j.envpol.2022.120645
References
Abaynew, Y., Ali, A., & Taye, G. (2025). Social determinants of tuberculosis in Addis Ababa, Ethiopia: a qualitative study. Scientific Reports, 15(1). https://doi.org/10.1038/s41598-025-01059-2
Acharya, B., Bogale, S., & Tebeje, N. B. (2021). Environmental and socioeconomic predictors of tuberculosis in Ethiopia: A matched case-control study. BMC Public Health, 21(1). https://doi.org/10.1186/s12889-021-11055-8
Adegboye, O. A., Adekunle, A. I., & Gayawan, E. (2020). Spatial analysis of tuberculosis incidence and its association with environmental and socioeconomic factors in Nigeria. International Journal of Environmental Research and Public Health, 17(19). https://doi.org/10.3390/ijerph17197263
Asemahagn, M. A., Alene, G. D., & Yimer, S. A. (2020). A qualitative insight into barriers to tuberculosis case detection in east gojjam zone, Ethiopia. American Journal of Tropical Medicine and Hygiene, 103(4), 1455–1465. https://doi.org/10.4269/ajtmh.20-0050
Cao, P.-P., Dong, W.-W., Han, H.-M., Tian, X., Wang, S.-P., Zhao, J., & Li, D.-S. (2025). A Bifunctional Fluorescent Sensor Based on Tb-CP for Selective Detection of Al3+, In3+, and Antibiotics. Zeitschrift Fur Anorganische Und Allgemeine Chemie, 651(13). https://doi.org/10.1002/zaac.202500076
Chatterjee, D., Pramanik, S., & Bhattacharya, P. (2022). Association of indoor air quality and ventilation with tuberculosis infections in urban households in India. Environmental Science and Pollution Research, 29(46), 70289–70302. https://doi.org/10.1007/s11356-022-21345-3
Cohen, A., Mathiasen, V. D., Schön, T., & Wejse, C. (2019). The global prevalence of latent tuberculosis: A systematic review and meta-analysis. European Respiratory Journal, 54(3). https://doi.org/10.1183/13993003.00655-2019
Deng, L., Zhao, H., Liu, K., & Ma, D. (2021). Efficient luminescence sensing in two lanthanide metal-organic frameworks with rich uncoordinated Lewis basic sites. CrystEngComm, 23(37), 6591–6598. https://doi.org/10.1039/d1ce00923k
Dorjravdan, M., Kouda, K., Boldoo, T., Dambaa, N., Sovd, T., Nakama, C., & Nishiyama, T. (2021). Association between household solid fuel use and tuberculosis: cross-sectional data from the Mongolian National Tuberculosis Prevalence Survey. Environmental Health and Preventive Medicine, 26(1). https://doi.org/10.1186/s12199-021-00996-4
Hu, Z., & Yan, B. (2023). Facile fabrication of luminescent Tb@HOF-based films as a highly sensitive platform for detecting nicotine and its metabolite cotinine via fluorescence sensing and a smartphone. Journal of Materials Chemistry A, 11(9), 4739–4750. https://doi.org/10.1039/d2ta09681a
Gupta, R. K., Wood, R., Kaplan, R., Bekker, L. G., Lawn, S. D., & Middelkoop, K. (2021). Tuberculosis incidence and mortality are associated with household overcrowding in high-burden communities. Clinical Infectious Diseases, 73(3), 442–450. https://doi.org/10.1093/cid/ciaa932
Hwang, Y., Kim, S. H., & Lee, J. H. (2020). Urban environmental quality and tuberculosis: A spatial epidemiology study in South Korea. Science of the Total Environment, 727. https://doi.org/10.1016/j.scitotenv.2020.138445
Jang, Y. H., Im, S. H., Kang, Y., & Baek, J. S. (2022). Relational Agents for the Homeless with Tuberculosis Experience: Providing Social Support Through Human-agent Relationships. ACM Transactions on Interactive Intelligent Systems, 12(2). https://doi.org/10.1145/3488056
Kumar, S., & Jain, M. K. (2022). Interrelationship of Indoor Particulate Matter and Respiratory Dust Depositions of Women in the Residence of Dhanbad City, India. Environmental Science and Pollution Research, 29(3), 4668–4689. https://doi.org/10.1007/s11356-021-15584-w
Laji, P., & Asghar, M. (2024). Perceived causes and stigmatization of tuberculosis among Apatani tribe of Arunachal Pradesh. Indian Journal of Tuberculosis, 71, S245–S249. https://doi.org/10.1016/j.ijtb.2024.03.004
Leeka, N., Laohasiriwong, W., Mahato, R. K., Amprarat, K., & Chaisuksant, S. (2025). Factors influencing the risk of developing multidrug-resistant pulmonary tuberculosis in Northeast Thailand. Journal of Clinical Tuberculosis and Other Mycobacterial Diseases, 40. https://doi.org/10.1016/j.jctube.2025.100549
Liu, H., Wang, X., Abeywickrama, T., Jahanbazi, F., Min, Z., Lee, Z., Terry, J., & Mao, Y. (2021). Biomimetically synthesized luminescent Tb3+-doped fluorapatite/agar nanocomposite for detecting UO22+, Cu2+, and Cr3+ions. Environmental Science: Nano, 8(12), 3711–3721. https://doi.org/10.1039/d1en00648g
Manna, P., Bhar, M., & Mukherjee, P. (2021). Lanthanide photoluminescence lifetimes reflect vibrational signature of local environment: Lengthening duration of emission in inorganic nanoparticles. Journal of Luminescence, 235. https://doi.org/10.1016/j.jlumin.2021.118052
Marais, B. J., & Schaaf, H. S. (2020). Tuberculosis transmission and environmental hygiene: Emerging insights and new challenges. Lancet Infectious Diseases, 20(3), e64–e72. https://doi.org/10.1016/S1473-3099(19)30598-1
Molemans, M., van Leth, F., McKelly, D. H., Wood, R., & Hermans, S. (2022). Neighbourhood risk factors of recurrent tuberculosis in Cape Town: a cohort study using geocoded notification data. Journal of Epidemiology and Community Health, 77(1), 56–62. https://doi.org/10.1136/jech-2022-219622
Mtetwa, H. N., Amoah, I. D., Kumari, S., Bux, F., & Reddy, P. (2023). Exploring the role of wastewater-based epidemiology in understanding tuberculosis burdens in Africa. Environmental Research, 231. https://doi.org/10.1016/j.envres.2023.115911
Phadoongmai, M., & Jariya, W. (2024). Tuberculosis Preventive Behaviors and their Determining Factors among Household Contacts of Tuberculosis Patients in Thailand: A Cross-sectional Study. Open Public Health Journal, 17. https://doi.org/10.2174/0118749445283184240111074905
Prasad, A., Ross, A., & Nicholas, M. (2021). Socio-environmental risk factors influencing tuberculosis hotspots in urban slums: A geospatial analysis. International Journal of Tuberculosis and Lung Disease, 25(7), 548–557. https://doi.org/10.5588/ijtld.20.0778
Singh, A. R., Yadav, A., & Gupta, R. (2022). Household ventilation, biomass fuel use, and tuberculosis in rural India: Modelling environmental determinants. Journal of Public Health, 44(2), e279–e288. https://doi.org/10.1093/pubmed/fdab009
Syahriani, N., & Palutturi, S. (2021). Developing concept of healthy island: A systematic review. Open Access Macedonian Journal of Medical Sciences, 9, 399–404. https://doi.org/10.3889/oamjms.2021.6488
Tiwari, A., Gajbhiye, T., Pandey, M., Agrawal, K., Naik, S., Meher, S., Patel, D., Dubey, R., Malik, T. G., Zari, M., Zari, A., AlGhamdi, K. M., Hakeem, K. R., & Kumar Pandey, S. K. (2025). Foliar image-based characterization of airborne particulate matter in an urban area and its implications for remediation. Scientific Reports, 15(1). https://doi.org/10.1038/s41598-024-84552-4
Wang, H., Liang, Z., Liu, C., Zhu, L., Xu, Y., Zhou, L., & Yan, B. (2022). Construction of K and Tb Co-doped MnO2 nanoparticles for enhanced oxidation and detoxication of organic dye waste. Chemosphere, 297. https://doi.org/10.1016/j.chemosphere.2022.134104
Zavala, M. J., Becker, G. L., & Blount, R. J. (2023). Interrelationships between tuberculosis and chronic obstructive pulmonary disease. Current Opinion in Pulmonary Medicine, 29(2), 104–111. https://doi.org/10.1097/MCP.0000000000000938
Zhang, J., Li, T., Cai, Y., & Wang, Y. (2021). Genetic and environmental effects on allometry of the medicinal plant dendrobium officinale (Orchidaceae) from yunnan, southwest china. Pakistan Journal of Botany, 53(5), 1675–1682. https://doi.org/10.30848/PJB2021-5(14)
Zhou, C., Leung, D., & Wang, X. (2023). Air pollution exposure and pulmonary tuberculosis: A systematic review and meta-analysis. Environmental Pollution, 316. https://doi.org/10.1016/j.envpol.2022.120645
