DOI: https://doi.org/10.14710/jkli.23.2.170-181

Model Prediksi Hubungan Polusi Udara Terhadap Kasus Covid-19 Di Kota Tangerang Tahun 2020-2022

Departemen Kesehatan Lingkungan, Fakultas Kesehatan Masyarakat, Universitas Indonesia, Depok, Jawa Barat, Indonesia

Open Access Copyright 2024 Jurnal Kesehatan Lingkungan Indonesia under http://creativecommons.org/licenses/by-sa/4.0.

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Abstract

Latar belakang: Polusi udara dapat meningkatkan  kerentanan terhadap COVID-19. Pengendalian polusi udara serta pengendalian COVID-19 di Kota Tangerang belum dilaksanakan dengan maksimal. Tujuan dari penelitian ini adalah menentukan model prediksi hubungan polusi udara terhadap kasus COVID-19 Kota Tangerang Tahun 2020-2022.

Metode: Penelitian ini menggunakan desain studi ekologi tren waktu serta kualitatif. Penelitian ini dilaksanakan di Kota Tangerang pada bulan April- Juni 2023.  Penelitian ini menggunakan data sekunder meliputi data ISPU (NO2, SO2, PM10, dan PM2,5), suhu, kelembapan udara dan kasus COVID-19 di Kota Tangerang. Analisis data menggunakan analisis univariat, uji korelasi, uji regresi linier berganda.

Hasil: Gambaran NO2, SO2, PM10 tahun 2020-2022 berada dalam kategori baik, sedangkan PM2,5 adalah kategori sedang. Hasil uji korelasi spearman  menunjukkan SO2 (p= 0,001 ; r= -0,109) dan PM10 (p= 0,000 ; r= -0,210) berhubungan signifikan terhadap kasus konfirmasi COVID-19. Analisis multivariat menunjukkan polusi udara yang paling dominan mempengaruhi kasus COVID-19 di Kota Tangerang adalah PM10, setelah dikontrol dengan PM2,5, suhu dan kelembapan. Variabel PM10, PM2,5, suhu, dan kelembapan dapat menjelaskan variasi variabel kasus COVID-19 sebesar 17,7%.  .

Simpulan: Model prediksi hubungan polusi udara dengan kasus COVID-19 di Kota Tangerang Tahun 2020-2022 adalah kasus konfirmasi COVID-19 = 4384,38 + 22,47PM10 + 1,63PM2,5 - 120,39 suhu - 13,33 kelembapan.

 

ABSTRACT

Title: Prediction Model of the Association between Air Pollution and Covid-19 Cases in Tangerang City in 2020-2022

Background: Air pollution can increase vulnerability to COVID-19. Air pollution control and COVID-19 control in Tangerang City have not been implemented optimally. The purpose of this study is to determine the prediction model of the relationship between air pollution and COVID-19 cases in Tangerang City in 2020-2022.

Method: This research uses a time trend ecological study design and qualitative. This research was conducted in Tangerang City in April-June 2023.  This study used secondary data including ISPU data (NO2, SO2, PM10, and PM2,5), temperature, humidity and COVID-19 cases in Tangerang City. Data analysis used univariate analysis, correlation test, multiple linear regression test.

Result: The overview of NO2, SO2, PM10 in 2020-2022 is in the good category, while PM2,5 is in the moderate category. The results of the spearman correlation test showed that SO2 (p = 0.001; r = -0.109) and PM10 (p = 0.000; r = -0.210) were significantly associated with confirmed cases of COVID-19. Multivariate analysis shows that the most dominant air pollution affecting COVID-19 cases in Tangerang City is PM10, after controlling for PM2,5, temperature and humidity. PM10, PM2,5, temperature, and humidity variables can explain 17,7% of the variation in COVID-19 case variables. 

Conclusion: The prediction model of the relationship between air pollution and COVID-19 cases in Tangerang City in 2020-2022 is confirmed COVID-19 cases = 4384,38 + 22,47PM10 + 1.63PM2,5 - 120.39 temperature - 13.33 humidity.

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Keywords: COVID-19; PM2,5; PM10

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  1. Pinho-Gomes AC, Roaf E, Fuller G, Fowler D, Lewis A, ApSimon H, et al. Air Pollution and Climate Change. Lancet Planet Heal [Internet]. 2023;7(9):727–8. https://doi.org/10.1016/S2542-5196(23)00189-4
  2. World Health Organization. Urban Health Initiative a Model Process for Catalysing Change: Solid Waste Management , Air Pollution and Health [Internet]. WHO Fact Sheet. 2021. p. 1–4. Available from: http://www.who.int/urbanhealthinitiative
  3. Dinas Lingkungan Hidup Kota Tangerang. Laporan Akhir Pemantauan Kualitas Udara dan Kebisingan Tahun Anggaran 2021. Kota Tangerang; 2021
  4. Kementrian Lingkungan Hidup dan kehutanan. Melalui ISPU, Masyarakat Dapat Mengetahui Kualitas Udara [Internet]. Siaran Pers Nomor: SP. 064/HUMAS/PP/HMS.3/3/2021. 2021. Available from: http://ppid.menlhk.go.id/berita/siaran-pers/5850/melalui-ispu-masyarakat-dapat-mengetahui-kualitas-udara
  5. Chaniago D, Zahara A, Ramadhani IS. Indeks Standar Pencemar Udara (Ispu) Sebagai Informasi Mutu Udara Ambien Di Indonesia [Internet]. 2020. Available from: https://ditppu.menlhk.go.id/portal/read/indeks-standar-pencemar-udara-ispu-sebagai-informasi-mutu-udara-ambien-di-indonesia
  6. Lestari P, Damayanti S, Arrohman MK. Emission Inventory of Pollutants (CO, SO2, PM2.5, and NOX) in Jakarta Indonesia. IOP Conf Ser Earth Environ Sci. 2020;489(1):1–7. https://doi.org/10.1088/1755-1315/489/1/012014
  7. Rani B, Singh U, Chuhan A, Sharma D, Maheshwari R. Photochemical Smog Pollution and Its Mitigation Measures. J Adv Sci Res. 2011;2(4):28–33
  8. Granieri D, Vita F, Inguaggiato S. Volcanogenic SO2, a Natural Pollutant: Measurements, Modeling and Hazard Assessment at Vulcano Island (Aeolian Archipelago, Italy). Environ Pollut [Internet]. 2017;231:219–28. Available from: https://doi.org/10.1016/j.envpol.2017.07.101
  9. Achmadi UF. Dasar-Dasar Penyakit Berbasis Lingkungan. 4th ed. Jakarta: Rajagrafindo Persada; 2011. 209 p
  10. Lu X, Zhang L, Chen Y, Zhou M, Zheng B, Li K, et al. Exploring 2016-2017 Surface Ozone Pollution Over China: Source Contributions and Meteorological Influences. Atmos Chem Phys. 2019;19(12):8339–61. https://doi.org/10.5194/acp-19-8339-2019
  11. Mukherjee A, Agrawal M. World Air Particulate Matter: Sources, Distribution And Health Effects. Environ Chem Lett. 2017;15(2):283–309. https://doi.org/10.1007/s10311-017-0611-9
  12. Rendana M, Komariah LN. The Relationship between Air Pollutants and COVID-19 Cases and Its Implications for Air Quality in Jakarta, Indonesia. J Nat Resour Environ Manag. 2021;11(1):93–100. https://doi.org/10.29244/jpsl.11.1.93-100
  13. World Health Organization. COVID-19 Weekly Epidemiological Update [Internet]. COVID-19 Weekly Epidemiological Update. 2023. Available from: https://www.who.int/publications/m/item/covid-19-weekly-epidemiological-update
  14. World Health Organization. COVID-19 Weekly Epidemiological Update. Vol. 25. 2022
  15. Dinas Kesehatan Provinsi Banten. Peta Sebaran Covid-19 Provinsi Banten [Internet]. 2023. Available from: https://infocorona.bantenprov.go.id/
  16. Ratnani RD. Teknik Pengendalian Pencemaran Udara yang Diakibatkan oleh Partikel. Momentum [Internet]. 2017;4(2):27–32. Available from: https://media.neliti.com/media/publications/114195-ID-none.pdf
  17. Schraufnagel DE, Balmes JR, Cowl CT, De Matteis S, Jung SH, Mortimer K, et al. Air Pollution and Noncommunicable Diseases: A Review by the Forum of International Respiratory Societies’ Environmental Committee, Part 2: Air Pollution and Organ Systems. Chest [Internet]. 2019;155(2):417–26. Available from: https://doi.org/10.1016/j.chest.2018.10.041
  18. Arty IS. Pendidikan Lingkungan Hidup Tentang Bahaya Polutan Udara. Cakrawala Pendidik. 2005;24(3):385–404
  19. Achmadi UF. Manajemen Penyakit Berbasis Wilayah. Depok: PT. RajaGrafindo Persada; 2014. 262 p
  20. Travaglio M, Yu Y, Popovic R, Selley L, Leal NS, Martins LM. Links Between Air Pollution And COVID-19 In England. Environ Pollut [Internet]. 2021;268:115859. Available from: https://doi.org/10.1016/j.envpol.2020.115859
  21. Comunian S, Dongo D, Milani C, Palestini P. Air Pollution and Covid-19: The Role of Particulate Matter in The Spread and Increase of Covid-19’s Morbidity and Mortality. Int J Environ Res Public Health. 2020;17(12):1–22. https://doi.org/10.3390/ijerph17124487
  22. Frontera A, Cianfanelli L, Vlachos K, Landoni G, Cremona G. Severe Air Pollution Links to Higher Mortality in COVID-19 Patients: The “Double-Hit” Hypothesis. J Infect [Internet]. 2020;81(2):255–9. Available from: https://doi.org/10.1016/j.jinf.2020.05.031
  23. Xu L, Taylor JE, Kaiser J. Short-Term Air Pollution Exposure And COVID-19 Infection In The United States. Environ Pollut. 2022;292:118369. https://doi.org/10.1016/j.envpol.2021.118369
  24. Yao Y, Pan J, Liu Z, Meng X, Wang W, Kan H, et al. Ambient Nitrogen Dioxide Pollution And Spreadability Of COVID-19 In Chinese Cities. Ecotoxicol Environ Saf [Internet]. 2021;208:111421. Available from: https://doi.org/10.1016/j.ecoenv.2020.111421
  25. Dinas Kesehatan Kota Tangerang. Data Grafik Covid 19 2020-2021 Kota Tangerang. Kota Tangerang; 2021
  26. Cahyani I, Putro EW, Ridwanuloh AM, Wibowo S, Hariyatun H, Syahputra G, et al. Genome Profiling of SARS-CoV-2 in Indonesia, ASEAN and the Neighbouring East Asian Countries: Features, Challenges and Achievements. Viruses. 2022;14(4):1–18. https://doi.org/10.3390/v14040778
  27. Dinas Kesehatan Kota Tangerang. Data Grafik COVID-19 Tahun 2022. Kota Tangerang; 2022
  28. Dhama K, Nainu F, Frediansyah A, Chakraborty S, Zhou H, Raibul I. Global Emerging Omicron Variant of SARS-CoV-2: Impacts, Challenges and Strategies. J Infect Public Health. 2023;4–14. https://doi.org/10.1016/j.jiph.2022.11.024
  29. Susilo A, Olivia C, Jasirwan M, Wafa S, Maria S, Rajabto W, et al. Review of Current Literatures Mutasi dan Varian Coronavirus Disease 2019 ( COVID-19 ): Tinjauan Literatur Terkini. J Penyakit Dalam Indones. 2022;9(1):59–81. https://doi.org/10.7454/jpdi.v9i1.648
  30. Miller GT, Spoolman SE. Living in the Environment. 18th ed. Stamford, CT; 2015
  31. Wulandari A. Pencemaran Udara di Tangerang yang Kian Mengkhawatirkan [Internet]. 2021 [cited 2021 Jun 15]. Available from: https://www.kompasiana.com/aisyahwlndr/60bb21bbd541df22052c03d2/pencemaran-udara-di-tangerang-yang-kian-mengkhawatirkan
  32. Dinas Lingkungan Hidup Pemerintah Provinsi DKI Jakarta. Menuju Udara Bersih Jakarta [Internet]. Environment Agency of DKI Jakarta, Vital Strategies. Jakarta; 2020. Available from: https://www.vitalstrategies.org/wp-content/uploads/Menuju-Udara-Bersih-Jakarta.pdf
  33. Hastono SP. Analisis Data Pada Bidang Kesehatan. 1st ed. Depok: PT. RajaGrafindo Persada; 2020
  34. Gelman A, Hill J. Data Analysis Using Regression and Multilevel/Hirearchical Models. New York: Cambridge University Press; 2007. 607 p. https://doi.org/10.1017/CBO9780511790942
  35. Rothman KJ, Greenland S, Lash TL. Modern Epidemiology. 2nd ed. Philadelphia: Lippincott Williams & Wilkins; 2008. 733 p
  36. Benoit K. Linear Regression Models with Logarithmic Transformations [Internet]. 2011. Available from: http://www.kenbenoit.net/courses/ME104/logmodels2.pdf
  37. Ogen Y. Assessing Nitrogen Dioxide (NO2) Levels as a Contributing Factor to Coronavirus (COVID-19) Fatality. Sci Total Environ [Internet]. 2020;726–730:138605. Available from: https://doi.org/10.1016/j.scitotenv.2020.138605
  38. Dales R, Blanco-Vidal C, Romero-Meza R, Schoen S, Lukina A, Cakmak S. The Association between Air Pollution and COVID-19 Related Mortality in Santiago, Chile: A Daily Time Series Analysis. Environ Res [Internet]. 2021;198:111284. Available from: https://doi.org/10.1016/j.envres.2021.111284
  39. Ranzani O, Alari A, Olmos S, Milà C, Rico A, Ballester J, et al. Long-Term Exposure to Air Pollution and Severe COVID-19 in Catalonia: A Population-Based Cohort Study. Nat Commun. 2023;14(1):2916–25. https://doi.org/10.1038/s41467-023-38469-7
  40. Sheridan C, Klompmaker J, Cummins S, James P, Fecht D, Roscoe C. Associations of Air Pollution with COVID-19 Positivity, Hospitalisations, and Mortality: Observational Evidence from UK Biobank. Environ Pollut [Internet]. 2022;308(June):119686. Available from: https://doi.org/10.1016/j.envpol.2022.119686
  41. Hoang T, Tran TTA. Ambient Air Pollution, Meteorology, and COVID-19 Infection in Korea. J Med Virol. 2021;93(2):878–85. https://doi.org/10.1002/jmv.26325
  42. Li H, Xu XL, Dai DW, Huang ZY, Ma Z, Guan YJ. Air pollution and Temperature are Associated with Increased COVID-19 Incidence: A Time Series Study. Int J Infect Dis. 2020;97:278–82. https://doi.org/10.1016/j.ijid.2020.05.076
  43. Chattopadhyay A, Shaw S. Association Between Air Pollution and COVID-19 Pandemic: An Investigation in Mumbai, India. GeoHealth. 2021;5(7):1–16. https://doi.org/10.1029/2021GH000383
  44. Chaitanya P, Upadhyay E, Kulkarni A, Raju PVS. Effect of Association of Temperature and Pollutant Levels on COVID-19 Spread Over Jaipur. Vegetos [Internet]. 2022;36(1):133–40. Available from: https://doi.org/10.1007/s42535-022-00500-5
  45. Cao Y, Chen M, Dong D, Xie S, Liu M. Environmental Pollutants Damage Airway Epithelial Cell Cilia: Implications for The Prevention of Obstructive Lung Diseases. Thorac Cancer. 2020;11(3):505–10. https://doi.org/10.1111/1759-7714.13323
  46. Christina Adebayo-Ojo T, Wichmann J, Olalekan Arowosegbe O, Probst-Hensch N, Schindler C, Künzli N. Short-Term Effects of PM10, NO2, SO2 and O3 on Cardio-Respiratory Mortality in Cape Town, South Africa, 2006–2015. Int J Environ Res Public Health. 2022;20(2):8078–98. https://doi.org/10.3390/ijerph19138078
  47. Ogunjo S, Olaniyan O, Olusegun CF, Kayode F, Okoh D, Jenkins G. The Role of Meteorological Variables and Aerosols in the Transmission of COVID-19 During Harmattan Season. GeoHealth. 2022;6(2). https://doi.org/10.1029/2021GH000521
  48. Hutter HP, Poteser M, Moshammer H, Lemmerer K, Mayer M, Weitensfelder L, et al. Air pollution is Associated with COVID-19 Incidence and Mortality in Vienna, Austria. Int J Environ Res Public Health. 2020;17(24):1–11. https://doi.org/10.3390/ijerph17249275
  49. Prinz AL, Richter DJ. Long-Term Exposure To Fine Particulate Matter Air Pollution: An Ecological Study Of Its Effect On COVID-19 Cases And Fatality In Germany. Environ Res. 2022;204:111948–58. https://doi.org/10.1016/j.envres.2021.111948
  50. Scapini V, Torres S, Rubilar-Torrealba R. Meteorological, PM2.5 and PM10 factors on SARS-COV-2 transmission: The case of southern regions in Chile. Environ Pollut [Internet]. 2023;322:120961–6. Available from: https://doi.org/10.1016/j.envpol.2022.120961
  51. Anderson EL, Turnham P, Griffin JR, Clarke CC. Consideration of the Aerosol Transmission for COVID-19 and Public Health. Risk Anal. 2020;40(5):902–7. https://doi.org/10.1111/risa.13500
  52. Alghamdi MA, Shamy M, Redal MA, Khoder M, Awad AH, Elserougy S. Microorganisms Associated Particulate Matter: A Preliminary Study. Sci Total Environ [Internet]. 2014;479–480(1):109–16. Available from: https://doi.org/10.1016/j.scitotenv.2014.02.006
  53. Zhai Y, Li X, Wang T, Wang B, Li C, Zeng G. A Review on Airborne Microorganisms in Particulate Matters: Composition, Characteristics and Influence Factors. Environ Int. 2018;113:74–90. https://doi.org/10.1016/j.envint.2018.01.007
  54. Weaver AK, Head JR, Gould CF, Carlton EJ, Remais J V. Environmental Factors Influencing COVID-19 Incidence and Severity. Annu Rev Public Health. 2022;43:271–91. https://doi.org/10.1146/annurev-publhealth-052120-101420
  55. Magazzino C, Mele M, Schneider N. The Relationship Between Air Pollution and COVID-19-Related Deaths: An Application to Three French cities. Appl Energy [Internet]. 2020;279:115835–54. Available from: https://doi.org/10.1016/j.apenergy.2020.115835
  56. Hoskovec L, Martenies S, Burket TL, Magzamen S, Wilson A. Association Between Air Pollution and COVID-19 Disease Severity Via Bayesian Multinomial Logistic Regression with Partially Missing Outcomes. Environmetrics. 2022;33(7):1–18. https://doi.org/10.1002/env.2751
  57. Rachmadina F, Ahmad RA, Ramadona AL. Hubungan Partikulat (PM2,5) Terhadap Infeksi dan Kematian COVID-19 di Asia: Systematic Review dan Meta-Analysis. Universitas Gajah Mada; 2022
  58. Asif Z, Chen Z, Stranges S, Zhao X, Sadiq R, Olea-Popelka F, et al. Dynamics of SARS-CoV-2 Spreading Under The Influence of Environmental Factors and Strategies to Tackle the Pandemic: A Systematic Review. Sustain Cities Soc [Internet]. 2022;81(March 2022):103840–57. Available from: https://doi.org/10.1016/j.scs.2022.103840
  59. Yu Z, Ekström S, Bellander T, Ljungman P, Pershagen G, Eneroth K, et al. Ambient Air Pollution Exposure Linked to Long COVID Among Young Adults: a Nested Survey in a Population-Based Cohort in Sweden. Lancet Reg Heal - Eur. 2023;28:100608–18. https://doi.org/10.1016/j.lanepe.2023.100608
  60. Haque SE, Rahman M. Association Between Temperature, Humidity, and COVID-19 Outbreaks in Bangladesh. Environ Sci Policy [Internet]. 2020;114:253–5. Available from: https://doi.org/10.1016/j.envsci.2020.08.012
  61. Zhou B, Kojima S, Kawamoto A, Fukushima M. COVID-19 Pathogenesis, Prognostic Factors, and Treatment Strategy: Urgent Recommendations. J Med Virol [Internet]. 2021;93(5):2694–704. Available from: https://doi.org/10.1002/jmv.26754
  62. Iqbal MM, Abid I, Hussain S, Shahzad N. The Effects of Regional Climatic Condition on the Spread of COVID-19 at Global Scale. Sci Total Environ. 2020;739:140101–10. https://doi.org/10.1016/j.scitotenv.2020.140101
  63. Choi Y, Tuel A, Eltahir EAB. On the Environmental Determinants of COVID‐19 Seasonality. GeoHealth. 2021;5(6):1–10. https://doi.org/10.1029/2021GH000413
  64. Muhaniroh M, Syech R. Analisis Pengaruh Suhu Udara, Curah Hujan, Kelembaban Udara Dan Kecepatan Angin Terhadap Arah Penyebaran Dan Akumulasi Particulate Matter (PM10): Studi Kasus Kota Pekanbaru. Komun Fis Indones. 2021;18(1):48–57. https://doi.org/10.31258/jkfi.18.1.48-57
  65. Wallace J, Kanaroglou P. The Effect of Temperature Inversions on Ground-Level Nitrogen Dioxide (NO2) and Fine Particulate Matter (PM2.5) using Temperature Profiles from the Atmospheric Infrared Sounder (AIRS). Sci Total Environ [Internet]. 2009;407(18):5085–95. Available from: https://doi.org/10.1016/j.scitotenv.2009.05.050
  66. Nuryanto, Gultom HM, Melinda S. Pengaruh Angin Permukaan dan Kelembapan Udara terhadap Suspended Particulate Matter (SPM) di Sorong Periode Januari –Juli 2019. Bul GAW Bariri [Internet]. 2021;2(2):71–8. Available from: https://doi.org/10.31172/bgb.v2i2.51%0A
  67. Sari I, Fatkhurrahman, Andriani. Pola Sebaran Polutan PM2,5 dan PM10 Harian terhadap Faktor Suhu dan Kelembaban. 2019;82:95–100
  68. Zahrani CI, Pramana S. Analisis Perkembangan Kasus COVID-19 Berkaitan dengan Kebijakan Pemerintah di Pulau Jawa. Indones Heal Inf Manag J. 2021;9(1):1–12. https://doi.org/10.47007/inohim.v9i1.224
  69. Ali AM, Tofiq AM, Rostam HM, Ali KM, Tawfeeq HM. Disease Severity and Efficacy of Homologous Vaccination among Patients Infected with SARS-CoV-2 Delta or Omicron VOCs, Compared to Unvaccinated Using Main Biomarkers. J Med Virol. 2022;94(12):5867–76. https://doi.org/10.1002/jmv.28098
  70. Lupu D, Tiganasu R. COVID-19 Vaccination and Governance In The Case of Low, Middle and High-Income Countries. BMC Public Health [Internet]. 2023;23(1):1073–95. Available from: https://doi.org/10.1186/s12889-023-15975-3
  71. Dinas Kesehatan Kota Tangerang. Cakupan Vaksinasi COVID-19 di Kota Tangerang per 31 Desember 2022. Kota Tangerang; 2022
  72. Giwangkancana G, Pradian E, Indriasari, Handayani SD. Lunar New Year and Ied Fitri: The Circle of COVID-19. IJID Reg [Internet]. 2022;7(38):127–9. Available from: https://doi.org/10.1016/j.ijregi.2022.09.006
  73. Beloconi A, Vounatsou P. Long-term Air Pollution Exposure and COVID-19 Case-severity: An Analysis of Individual-level Data from Switzerland. Environ Res [Internet]. 2023;216(P1):114481–91. Available from: https://doi.org/10.1016/j.envres.2022.114481
  74. Hunt SW, Winner DA, Wesson K, Kelly JT. Furthering a partnership: Air quality modeling and improving public health. J Air Waste Manag Assoc. 2021;71(6):682–8. https://doi.org/10.1080/10962247.2021.1876180

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