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  1. NTU Theses and Dissertations Repository
  2. 公共衛生學院
  3. 流行病學與預防醫學研究所
請用此 Handle URI 來引用此文件: http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/99851
完整後設資料紀錄
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dc.contributor.advisor方啓泰zh_TW
dc.contributor.advisorChi-Tai Fangen
dc.contributor.author林吟謙zh_TW
dc.contributor.authorYin-Chien Linen
dc.date.accessioned2025-09-19T16:05:31Z-
dc.date.available2025-09-20-
dc.date.copyright2025-09-19-
dc.date.issued2025-
dc.date.submitted2025-07-02-
dc.identifier.citationReferences

1. World Health Organization. Mpox (monkeypox) Fact sheets, 18 April, 2023 edition. https://www.who.int/news-room/fact-sheets/detail/monkeypox.
2. World Health Organization. 2022-23 Mpox (Monkeypox) outbreak: global trends, 02 May, 2023 edition. https://worldhealthorg.shinyapps.io/mpx_global/.
3. European Centre for Disease Prevention and Control, Epidemiological update: Monkeypox outbreak. https://www.ecdc.europa.eu/en/news-events/epidemiological-update-monkeypox-outbreak.
4. Owens LE, Currie DW, Kramarow EA, et al. JYNNEOS Vaccination coverage among persons at risk for mpox - United States, May 22, 2022-January 31, 2023. MMWR Morb Mortal Wkly Rep 2023; 72(13): 342-7.
5. Centers for Disease Control and Prevention. Mpox vaccine administration in the U.S., 20 June, 2023 edition. https://www.cdc.gov/poxvirus/mpox/response/2022/vaccines_data.html.
6. Centers for Disease Control and Prevention. Jynneos vaccine effectiveness. https://www.cdc.gov/poxvirus/mpox/cases-data/JYNNEOS-vaccine-effectiveness.html.
7. Delaney KP, Sanchez T, Hannah M, et al. Strategies adopted by gay, bisexual, and other men who have sex with men to prevent monkeypox virus Transmission — United States, August 2022. MMWR Morbidity and Mortality Weekly Report 2022; 71(35):1126-30.
8. Centers for Disease Control and Prevention. U.S. Mpox case trends reported to CDC. https://www.cdc.gov/poxvirus/mpox/response/2022/mpx-trends.html.
9. Lin KY, Sun HY, Chen YH, et al. Effect of a hepatitis A vaccination campaign during a hepatitis A outbreak in Taiwan, 2015-2017: a modeling study. Clin Infect Dis 2020; 70(8): 1742-9.
10. Miura F, Backer JA, van Rijckevorsel G, et al. Time scales of human mpox transmission in the Netherlands. J Infect Dis 2023; jiad091.
11. Ferré VM, Bachelard A, Zaidi M, et al. Detection of monkeypox virus in anorectal swabs from asymptomatic men who have sex with men in a sexually transmitted infection screening program in Paris, France. Ann Intern Med 2022; 175(10): 1491-2.
12. Ubals M, Tarin-Vicente EJ, Oller X, et al. Evaluating the accuracy of self-collected swabs for the diagnosis of mpox. Clin Infect Dis 2023; 76(7): 1311-4.
13. Moschese D, Pozza G, Mileto D, et al. Isolation of viable monkeypox virus from anal and urethral swabs, Italy, May to July 2022. Euro Surveill 2022; 27(36):2200675.
14. De Baetselier I, Van Dijck C, Kenyon C, et al. Retrospective detection of asymptomatic monkeypox virus infections among male sexual health clinic attendees in Belgium. Nature Medicine 2022; 28(11): 2288-92.
15. Dalton AF, Diallo AO, Chard AN, et al. Estimated effectiveness of JYNNEOS vaccine in preventing mpox: a multijurisdictional case-control study - United States, August 19, 2022-March 31, 2023. MMWR Morb Mortal Wkly Rep 2023; 72(20): 553-8.
16. Deputy NP, Deckert J, Chard AN, et al. Vaccine effectiveness of JYNNEOS against mpox disease in the United States. N Engl J Med 2023; 388(26): 2434-43.
17. Centers for Disease Control and Prevention. AtlasPlus, Social determinants of health data. https://gis.cdc.gov/grasp/nchhstpatlas/tables.html.
18. Centers for Disease Control and Prevention. Mpox cases by age and gender and race and ethnicity. https://www.cdc.gov/poxvirus/mpox/response/2022/demographics.html.
19. Centers for Disease Control and Prevention. Technical report 2: multi-national mpox outbreak, United States, 2022, 1 September, 2022 edition. https://www.cdc.gov/poxvirus/mpox/cases-data/technical-report/report-2.html.
20. Chow EPF, Samra RS, Bradshaw CS, et al. Mpox knowledge, vaccination and intention to reduce sexual risk practices among men who have sex with men and transgender people in response to the 2022 mpox outbreak: a cross-sectional study in Victoria, Australia. Sex Health 2023 Jul 10. doi: 10.1071/SH23075. Online ahead of print.
21. UK Health Security Agency. Recommendations for the use of pre- and post-exposure vaccination during an mpox incident, 26 August, 2022 edition. https://www.gov.uk/government/publications/monkeypox-vaccination.
22. Knight J, Tan DHS, Mishra S. Maximizing the impact of limited vaccine supply under different early epidemic conditions: a 2-city modelling analysis of monkeypox virus transmission among men who have sex with men. CMAJ 2022; 194(46): E1560-e7.
23. Dimitrov D, Adamson B, Matrajt L. Evaluation of mpox vaccine dose-sparing strategies. PNAS Nexus 2023; 2(5): pgad095.
24. Brand SPC, Cavallaro M, Cumming F, et al. The role of vaccination and public awareness in forecasts of Mpox incidence in the United Kingdom. Nat Commun 2023; 14(1): 4100.
25. Zhang XS, Mandal S, Mohammed H, et al. Transmission dynamics and effect of control measures on the 2022 outbreak of mpox among gay, bisexual, and other men who have sex with men in England: a mathematical modelling study. Lancet Infect Dis 2023 Sep 11. doi: 10.1016/S1473-3099(23)00451-6. Online ahead of print.
26. Priyamvada L, Carson WC, Ortega E, et al. Serological responses to the MVA-based JYNNEOS monkeypox vaccine in a cohort of participants from the Democratic Republic of Congo. Vaccine 2022; 40(50): 7321-7.
27. The White House. FACT SHEET: Biden-⁠Harris administration’s monkeypox outbreak response. https://www.whitehouse.gov/briefing-room/statements-releases/2022/06/28/fact-sheet-biden-harris-administrations-monkeypox-outbreak-response/.
28. Lee YL, Chen GJ, Chen NY, et al. Less severe but prolonged course of acute hepatitis A in Human Immunodeficiency Virus (HIV)-infected patients compared with HIV-uninfected patients during an outbreak: a multicenter observational Study. Clin Infect Dis 2018; 67(10): 1595-602.
29. Reda A, El-Qushayri AE, Shah J. Asymptomatic monkeypox infection: a call for greater control of infection and transmission. Lancet Microbe 2023; 4(1): e15-e6.
30. Wei F, Peng Z, Jin Z, et al. Study and prediction of the 2022 global monkeypox epidemic. J Biosaf Biosecur 2022; 4(2): 158-62.
31. Arias E, Xu JQ. United States life tables, 2020. National vital statistics reports; vol 71 no 1. Hyattsville, MD: National Center for Health Statistics. 2022.doi:https://dx.doi.org/10.15620/cdc:118055.
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dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/99851-
dc.description.abstract背景:
2022 年開始的M痘(mpox)全球爆發流行帶來前所未有的公共衛生挑戰。因應M痘疫情,美國除推動全國MVA-BN ( JYNNEOS®) 疫苗接種計畫外,亦有社區組織與公衛機構進行衛教宣導風險與隨後的高風險族群性行為風險降低之行為改變。本研究透過建構風險結構分層之M痘數理模型,估計上述兩項防疫介入措施對美國M痘疫情的防治效果,以及是否有協同作用。

方法:
本研究建構「易感-潛伏-症狀前期-有症狀感染期-無症狀-康復-接種(SEIARV)」確定性分室模型 (deterministic compartmental model),並根據M痘傳播風險將模型人口分層為高風險群與低風險群,其中高風險為13歲以上,具有透過危險性行為而感染M痘風險的男男間性行為者 (men who have sex with men, MSM)。模型結構依據M痘傳播感染自然史以及2劑疫苗施打過程,區分為 11 個分室。模型參數依據文獻資料、CDC 通報數據、疫苗接種統計與行為問卷調查推估,並使用平方根轉換的最小平方法擬合 2022 年 5 月 22 日至 12 月 22 日間美國每日通報猴痘病例數來估計3項參數:M痘傳播系數、具感染力之分室的初始人數、高風險群人口佔比。藉由模擬四種情境(無介入措施、只實施疫苗接種、只具備行為改變、兩者共同實施),本研究計算各情境下累積通報病例數與感染數之差異,以評估各措施的預防百分比成效。另外也進行單變項與多變項敏感度分析,以了解該參數之不確定性對預防百分比結果估計的影響。

結果:
模型估計高風險與低風險族群之基本再生數分別為 3.88 與 0.39,並成功重建疫情曲線,預測期間累積通報病例數為 29,559(28,081, 31,036),其中 71.8% 為高風險族群,與實際通報資料中 16–45 歲男性佔比(78.6%)相近。若無衛教,在緊迫時間內所能完成的疫苗接種劑數僅能預防 21.2%(10.2%–24.1%)病例;若無疫苗接種,僅靠衛教與高風險群危機意識導致的性行為改變只能預防 15.4%(14.3%–20.6%)病例;兩者同時實施時則可預防 64.0%(43.8%–69.0%)病例,顯示疫苗與行為改變間產生協同作用。敏感度分析結果顯示,疫苗保護力與通報率的高低對預防百分比估計值有較大的影響;然而,所有情境中疫苗與行為改變皆呈現協同作用而非單純累加效應。

結論:
本研究指出,儘管疫苗覆蓋率與行為改變程度皆有限,但兩者的共同實施在控制 2022–2023 年美國M痘疫情中發揮協同作用。高風險族群之風險意識提升和減少危險性行為,在群體層面可迅速降低傳播率,進而爭取時間讓疫苗施打的覆蓋率提高並帶來相對更持久的個體層級之免疫保護,兩者產生協同作用,成功防治美國M痘疫情。此結果也可望普遍應用於其他可透過疫苗預防和行為介入防治的傳染病,對未來新興傳染病防治策略提供重要參考。
zh_TW
dc.description.abstractBackground
The unprecedented global outbreak of mpox in 2022 posed a public health challenge. In addition to the mpox vaccine campaign in the United States (US), community organizations and public health agencies initiated educational efforts to promote sexual risk reduction. This modelling study estimated the impact of the two-dose vaccination campaign and sexual behavior changes coincident with high-risk group awareness on the mpox epidemic in the US.

Method
We constructed a deterministic, risk-structured “susceptible-exposed-infectious- asymptomatic-recovered-vaccinated” (SEIARV) model based on careful parameter estimations using results from survey studies, national-wide statistics on mpox cases, and data on vaccine administration, and fitted our model to the epidemic curve of reported mpox cases in the US between May 22, 2022 to December 22, 2022. We evaluated the putative effects of the two preventive responses in the US -- vaccination and sexual risk reduction -- at the population-level, by calculating the prevention percentages of cumulative cases compared to the counterfactual scenario without interventions. We performed sensitivity analyses with four parameters: case reporting fidelity, vaccine effectiveness, proportion of asymptomatic cases, and assortative mixing.

Result
Model fitting revealed a basic reproduction number of 3.88 and 0.39 for the high-risk and low-risk populations, respectively. Model simulated a total of 29,559 (28,081, 31,036) mpox reported cases between May 22 and December 22, 2022. An estimated 71.8% of mpox cases was from the high-risk population, which is comparable to the actual distribution of cases in the United States among males aged 16–45 years (78.6%), a demographic most actively engaged in sexual activity. A two-dose vaccination campaign, solely, could prevent 21.2% (10.2%–24.1%) of cases, while behavior changes due to high-risk group awareness alone could prevent 15.4% (14.3%–20.6%). The combination of both measures were synergistic, with the model suggesting that 64.0% (43.8%–69.0%) of US cases were averted that would have otherwise occurred. In the sensitivity analyses, the proportion of mpox cases reported in the US and the proportion of asymptomatic cases had some effect on the estimates of prevention percentage for the preventive measures individually, and for the combination of both measures. However, in all scenarios, the vaccination campaign and high-risk group awareness demonstrated synergistic effects.

Conclusion
Our models suggest that the 2022-2023 mpox epidemic in the US was controlled by a combination of two-dose mpox vaccination campaign and high-risk group awareness and sexual risk reduction. Awareness-associated behavior adaptations can quickly reduce transmission across the population at risk, thus buy time for the vaccination campaign to catch up to provide more durable protection to maximize the prevention proportions. This principle can be applied to preparedness and response to other vaccine-preventable and behaviorally mediated infectious diseases.
en
dc.description.provenanceSubmitted by admin ntu (admin@lib.ntu.edu.tw) on 2025-09-19T16:05:31Z
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dc.description.provenanceMade available in DSpace on 2025-09-19T16:05:31Z (GMT). No. of bitstreams: 0en
dc.description.tableofcontents中文摘要 i
Abstract iii
Table of Contents vi
List of Figures viii
List of Tables ix
Introduction 1
Background 1
Research gap and aim of study 2
Method 3
Study design 3
Structure of mpox mathematical model 3
Model parameterization 4
Statistical analysis 4
Vaccination 5
Behavior change in response to mpox epidemic 5
Main outcome 6
Sensitivity analysis 6
Results 7
Model fit 7
Counterfactual scenarios and effects of the measures 8
Sensitivity analysis 9
Discussion 11
Main findings 11
Model comparison with real-world US case distributions and behavior adaptations
globally 11
Possible reasons for the synergistic effects 12
Comparison with previous modelling studies 13
Strengths and limitations 15
Conclusion 16
Acknowledgments 17
References 18
Supplemental material 36
-
dc.language.isoen-
dc.subjectM痘zh_TW
dc.subject美國M痘疫情zh_TW
dc.subject疫苗接種zh_TW
dc.subject行為改變zh_TW
dc.subject風險意識zh_TW
dc.subject傳染病數理模式zh_TW
dc.subjectvaccinationen
dc.subjectmpoxen
dc.subjectmathematical modellingen
dc.subjectawarenessen
dc.subjectsexual behavior changesen
dc.subjectUS outbreaken
dc.title疫苗施打與高風險群風險意識對美國 2022-2023 M痘疫情的防治效果:傳染病數理建模研究zh_TW
dc.titleImpact of Vaccination and High-Risk Group Awareness on the Mpox Epidemic in the United States, 2022–2023: A Modelling Studyen
dc.typeThesis-
dc.date.schoolyear113-2-
dc.description.degree碩士-
dc.contributor.oralexamcommittee李文宗;詹珮君;莊佳蓉zh_TW
dc.contributor.oralexamcommitteeWen-Chung Lee;Pei-Chun Chan;Carol Strongen
dc.subject.keywordM痘,美國M痘疫情,疫苗接種,行為改變,風險意識,傳染病數理模式,zh_TW
dc.subject.keywordmpox,US outbreak,vaccination,sexual behavior changes,awareness,mathematical modelling,en
dc.relation.page45-
dc.identifier.doi10.6342/NTU202501270-
dc.rights.note同意授權(全球公開)-
dc.date.accepted2025-07-03-
dc.contributor.author-college公共衛生學院-
dc.contributor.author-dept流行病學與預防醫學研究所-
dc.date.embargo-lift2025-09-20-
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