Sajib Chakraborty, Rajib Chakravorty, Saruar Alam, Yearul Kabir, Musarrat Mahtab, Md Atikul Islam, Md Abul Khair Yusuf, Ruksana Raihan, Mamun Al Mahtab, Sheikh Mohammad Fazle Akbar
{"title":"疫苗接种对孟加拉国乙型肝炎病毒感染和死亡率影响的动态数学模型揭示。","authors":"Sajib Chakraborty, Rajib Chakravorty, Saruar Alam, Yearul Kabir, Musarrat Mahtab, Md Atikul Islam, Md Abul Khair Yusuf, Ruksana Raihan, Mamun Al Mahtab, Sheikh Mohammad Fazle Akbar","doi":"10.5005/jp-journals-10018-1303","DOIUrl":null,"url":null,"abstract":"<p><strong>Aim: </strong>Attainment of sustainable development goal (SDG) targets requires reducing the rate of new hepatitis B virus (HBV)-induced infection and mortality rate to 90% and 65%, respectively, by 2030. Therefore, it is important to investigate the feasibility of reducing the required rates of HBV-induced infection and death incidents at the current rate of vaccination coverage in Bangladesh. Moreover, factors influencing vaccination coverage like negative bias toward girls during immunization can affect the current vaccination program and ultimately hinder the efforts to reduce HBV-induced infection and death rates. To investigate the possibility of reducing HBV-induced infection and death rates with current vaccination coverage, we adopted mathematical molding-based approach.</p><p><strong>Materials and methods: </strong>We developed a mathematical model based on the susceptible-infectious-recovered model to simulate the HBV-induced infection in children under the age of five at three different vaccination rates: 80, 90, and 95%. Additionally the impact of current vaccination coverage was assessed on HBV-induced death rates in the future. Moreover, we took advantage of the mathematical model to investigate the impact of negative bias toward girls in vaccination program on HBV-induced infection and death rates.</p><p><strong>Results: </strong>The model simulations revealed that 10% increase in the vaccination rate from 80 to 90% can potentially contribute to the significant lowering (around 40%) of HBV-induced infection rate among children. When increased by 5% of vaccination rate from 90 to 95%, the HBV-infection rate is likely to be decreased by another 22%. Likewise, 44% reduction in HBV-induced death rate in the future (2050 onward) can potentially be achieved by 10% increase in the current vaccination rate from 80 to 90%, whereas 5% increase in the current vaccination rate (90-95%) may lead to 24% further reduction of death rate. These results underscored the significant impact of vaccination in reducing HBV-induced infection among children and future death rates in adults. Moreover, at 90% vaccination coverage, the negative bias of vaccination toward girls contributes to an increase of 15 and 12% of HBV-induced infection and death rates, respectively, in female subjects compared to their male counterparts.</p><p><strong>Conclusion: </strong>The current vaccination coverage (80-90%) is further aggravated by untimely vaccination, dropouts from vaccination program, and negative bias toward girls in vaccination program. Therefore, if the current situation persists, it will not be possible to accomplish the required reduction in HBV-induced infection and death rates by 2030, according to the SDG guidelines. Moreover negative bias in the vaccination program may intensify the HBV-induced infection and death rates in the future.</p><p><strong>Clinical significance: </strong>In light of the mathematical model, we suggest that the vaccination coverage should be increased to 95% without any negative bias toward girls. To accomplish this, the concerning authorities must ensure timely and full completion of the HBV vaccine schedules, reducing dropouts from vaccination program, and lastly preventing negative bias toward girls to uplift vaccination coverage to more than 95% with gender equality. Without these strategies, the necessary reduction in the HBV-induced infection and death rates in Bangladesh may not be attained per SDG directives.</p><p><strong>How to cite this article: </strong>Chakraborty S, Chakravorty R, Alam S, <i>et al</i>. A Dynamic Mathematical Modeling Revelation about the Impact of Vaccination on Hepatitis B Virus-induced Infection and Death Rate in Bangladesh. Euroasian J Hepato-Gastroenterol 2019;9(2):84-90.</p>","PeriodicalId":11992,"journal":{"name":"Euroasian Journal of Hepato-Gastroenterology","volume":"9 2","pages":"84-90"},"PeriodicalIF":0.0000,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/d8/28/ejohg-9-84.PMC7047315.pdf","citationCount":"2","resultStr":"{\"title\":\"A Dynamic Mathematical Modeling Revelation about the Impact of Vaccination on Hepatitis B Virus-induced Infection and Death Rate in Bangladesh.\",\"authors\":\"Sajib Chakraborty, Rajib Chakravorty, Saruar Alam, Yearul Kabir, Musarrat Mahtab, Md Atikul Islam, Md Abul Khair Yusuf, Ruksana Raihan, Mamun Al Mahtab, Sheikh Mohammad Fazle Akbar\",\"doi\":\"10.5005/jp-journals-10018-1303\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Aim: </strong>Attainment of sustainable development goal (SDG) targets requires reducing the rate of new hepatitis B virus (HBV)-induced infection and mortality rate to 90% and 65%, respectively, by 2030. Therefore, it is important to investigate the feasibility of reducing the required rates of HBV-induced infection and death incidents at the current rate of vaccination coverage in Bangladesh. Moreover, factors influencing vaccination coverage like negative bias toward girls during immunization can affect the current vaccination program and ultimately hinder the efforts to reduce HBV-induced infection and death rates. To investigate the possibility of reducing HBV-induced infection and death rates with current vaccination coverage, we adopted mathematical molding-based approach.</p><p><strong>Materials and methods: </strong>We developed a mathematical model based on the susceptible-infectious-recovered model to simulate the HBV-induced infection in children under the age of five at three different vaccination rates: 80, 90, and 95%. Additionally the impact of current vaccination coverage was assessed on HBV-induced death rates in the future. Moreover, we took advantage of the mathematical model to investigate the impact of negative bias toward girls in vaccination program on HBV-induced infection and death rates.</p><p><strong>Results: </strong>The model simulations revealed that 10% increase in the vaccination rate from 80 to 90% can potentially contribute to the significant lowering (around 40%) of HBV-induced infection rate among children. When increased by 5% of vaccination rate from 90 to 95%, the HBV-infection rate is likely to be decreased by another 22%. Likewise, 44% reduction in HBV-induced death rate in the future (2050 onward) can potentially be achieved by 10% increase in the current vaccination rate from 80 to 90%, whereas 5% increase in the current vaccination rate (90-95%) may lead to 24% further reduction of death rate. These results underscored the significant impact of vaccination in reducing HBV-induced infection among children and future death rates in adults. Moreover, at 90% vaccination coverage, the negative bias of vaccination toward girls contributes to an increase of 15 and 12% of HBV-induced infection and death rates, respectively, in female subjects compared to their male counterparts.</p><p><strong>Conclusion: </strong>The current vaccination coverage (80-90%) is further aggravated by untimely vaccination, dropouts from vaccination program, and negative bias toward girls in vaccination program. Therefore, if the current situation persists, it will not be possible to accomplish the required reduction in HBV-induced infection and death rates by 2030, according to the SDG guidelines. Moreover negative bias in the vaccination program may intensify the HBV-induced infection and death rates in the future.</p><p><strong>Clinical significance: </strong>In light of the mathematical model, we suggest that the vaccination coverage should be increased to 95% without any negative bias toward girls. To accomplish this, the concerning authorities must ensure timely and full completion of the HBV vaccine schedules, reducing dropouts from vaccination program, and lastly preventing negative bias toward girls to uplift vaccination coverage to more than 95% with gender equality. Without these strategies, the necessary reduction in the HBV-induced infection and death rates in Bangladesh may not be attained per SDG directives.</p><p><strong>How to cite this article: </strong>Chakraborty S, Chakravorty R, Alam S, <i>et al</i>. A Dynamic Mathematical Modeling Revelation about the Impact of Vaccination on Hepatitis B Virus-induced Infection and Death Rate in Bangladesh. Euroasian J Hepato-Gastroenterol 2019;9(2):84-90.</p>\",\"PeriodicalId\":11992,\"journal\":{\"name\":\"Euroasian Journal of Hepato-Gastroenterology\",\"volume\":\"9 2\",\"pages\":\"84-90\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/d8/28/ejohg-9-84.PMC7047315.pdf\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Euroasian Journal of Hepato-Gastroenterology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.5005/jp-journals-10018-1303\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Euroasian Journal of Hepato-Gastroenterology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5005/jp-journals-10018-1303","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
摘要
目标:实现可持续发展目标的具体目标需要到2030年将乙型肝炎病毒(HBV)引起的新感染率和死亡率分别降至90%和65%。因此,重要的是调查在孟加拉国目前的疫苗接种率下降低所需的乙肝病毒引起的感染率和死亡事件的可行性。此外,影响疫苗接种覆盖率的因素,如免疫接种期间对女孩的负面偏见,可能会影响当前的疫苗接种计划,并最终阻碍降低乙肝病毒引起的感染和死亡率的努力。为了研究在当前疫苗接种覆盖率下降低hbv诱导感染和死亡率的可能性,我们采用了基于数学建模的方法。材料和方法:我们建立了一个基于易感-感染-恢复模型的数学模型,以模拟五岁以下儿童在三种不同疫苗接种率(80%,90%和95%)下的hbv诱导感染。此外,还评估了当前疫苗接种覆盖率对未来hbv诱发死亡率的影响。此外,我们利用数学模型来调查疫苗接种计划中对女孩的负面偏见对hbv诱导感染和死亡率的影响。结果:模型模拟显示,将疫苗接种率从80%提高到90%的10%可能有助于显着降低儿童中hbv诱导的感染率(约40%)。如果疫苗接种率从90%提高到95%,再提高5%,乙肝病毒感染率就可能再降低22%。同样,如果将目前的疫苗接种率从80%提高到90%提高10%,未来(2050年以后)乙肝病毒引起的死亡率有可能降低44%,而将目前的疫苗接种率提高5%(90-95%)可能导致死亡率进一步降低24%。这些结果强调了疫苗接种在减少儿童中hbv诱导感染和成人未来死亡率方面的重大影响。此外,在疫苗接种率达到90%的情况下,对女孩接种疫苗的负面偏见导致女性受试者的乙肝病毒感染和死亡率分别比男性受试者增加15%和12%。结论:未及时接种、退出接种计划以及接种计划中对女孩的负面偏见进一步加剧了目前疫苗接种覆盖率(80-90%)。因此,根据可持续发展目标的指导方针,如果目前的情况持续下去,到2030年就不可能实现减少艾滋病毒感染和死亡率的目标。此外,疫苗接种计划中的负偏倚可能会加剧hbv诱导的感染和未来的死亡率。临床意义:根据数学模型,我们建议将疫苗接种率提高到95%,不存在对女孩的负面偏见。为实现这一目标,有关当局必须确保及时和全面完成乙型肝炎病毒疫苗接种计划,减少疫苗接种计划的辍学率,最后防止对女孩的负面偏见,以在性别平等的情况下将疫苗接种覆盖率提高到95%以上。如果没有这些战略,根据可持续发展目标的指示,孟加拉国可能无法实现必要的减少乙肝病毒引起的感染率和死亡率。如何引用本文:Chakraborty S, Chakravorty R, Alam S等。疫苗接种对孟加拉国乙型肝炎病毒感染和死亡率影响的动态数学模型揭示。中华肝病杂志2019;9(2):84-90。
A Dynamic Mathematical Modeling Revelation about the Impact of Vaccination on Hepatitis B Virus-induced Infection and Death Rate in Bangladesh.
Aim: Attainment of sustainable development goal (SDG) targets requires reducing the rate of new hepatitis B virus (HBV)-induced infection and mortality rate to 90% and 65%, respectively, by 2030. Therefore, it is important to investigate the feasibility of reducing the required rates of HBV-induced infection and death incidents at the current rate of vaccination coverage in Bangladesh. Moreover, factors influencing vaccination coverage like negative bias toward girls during immunization can affect the current vaccination program and ultimately hinder the efforts to reduce HBV-induced infection and death rates. To investigate the possibility of reducing HBV-induced infection and death rates with current vaccination coverage, we adopted mathematical molding-based approach.
Materials and methods: We developed a mathematical model based on the susceptible-infectious-recovered model to simulate the HBV-induced infection in children under the age of five at three different vaccination rates: 80, 90, and 95%. Additionally the impact of current vaccination coverage was assessed on HBV-induced death rates in the future. Moreover, we took advantage of the mathematical model to investigate the impact of negative bias toward girls in vaccination program on HBV-induced infection and death rates.
Results: The model simulations revealed that 10% increase in the vaccination rate from 80 to 90% can potentially contribute to the significant lowering (around 40%) of HBV-induced infection rate among children. When increased by 5% of vaccination rate from 90 to 95%, the HBV-infection rate is likely to be decreased by another 22%. Likewise, 44% reduction in HBV-induced death rate in the future (2050 onward) can potentially be achieved by 10% increase in the current vaccination rate from 80 to 90%, whereas 5% increase in the current vaccination rate (90-95%) may lead to 24% further reduction of death rate. These results underscored the significant impact of vaccination in reducing HBV-induced infection among children and future death rates in adults. Moreover, at 90% vaccination coverage, the negative bias of vaccination toward girls contributes to an increase of 15 and 12% of HBV-induced infection and death rates, respectively, in female subjects compared to their male counterparts.
Conclusion: The current vaccination coverage (80-90%) is further aggravated by untimely vaccination, dropouts from vaccination program, and negative bias toward girls in vaccination program. Therefore, if the current situation persists, it will not be possible to accomplish the required reduction in HBV-induced infection and death rates by 2030, according to the SDG guidelines. Moreover negative bias in the vaccination program may intensify the HBV-induced infection and death rates in the future.
Clinical significance: In light of the mathematical model, we suggest that the vaccination coverage should be increased to 95% without any negative bias toward girls. To accomplish this, the concerning authorities must ensure timely and full completion of the HBV vaccine schedules, reducing dropouts from vaccination program, and lastly preventing negative bias toward girls to uplift vaccination coverage to more than 95% with gender equality. Without these strategies, the necessary reduction in the HBV-induced infection and death rates in Bangladesh may not be attained per SDG directives.
How to cite this article: Chakraborty S, Chakravorty R, Alam S, et al. A Dynamic Mathematical Modeling Revelation about the Impact of Vaccination on Hepatitis B Virus-induced Infection and Death Rate in Bangladesh. Euroasian J Hepato-Gastroenterol 2019;9(2):84-90.