Rochelle H Holm, Grzegorz A Rempala, Boseung Choi, J Michael Brick, Alok R Amraotkar, Rachel J Keith, Eric C Rouchka, Julia H Chariker, Kenneth E Palmer, Ted Smith, Aruni Bhatnagar
{"title":"SARS-CoV-2废水浓度和相关的纵向血清流行率:菌株突变、COVID-19疫苗接种后效果和住院负担预测的空间分析。","authors":"Rochelle H Holm, Grzegorz A Rempala, Boseung Choi, J Michael Brick, Alok R Amraotkar, Rachel J Keith, Eric C Rouchka, Julia H Chariker, Kenneth E Palmer, Ted Smith, Aruni Bhatnagar","doi":"10.1101/2023.01.06.23284260","DOIUrl":null,"url":null,"abstract":"<p><p>Despite wide scale assessments, it remains unclear how large-scale SARS-CoV-2 vaccination affected the wastewater concentration of the virus or the overall disease burden as measured by hospitalization rates. We used weekly SARS-CoV-2 wastewater concentration with a stratified random sampling of seroprevalence, and linked vaccination and hospitalization data, from April 2021-August 2021 in Jefferson County, Kentucky (USA). Our susceptible <math><mo>(</mo><mi>S</mi><mo>)</mo></math>, vaccinated <math><mo>(</mo><mi>V</mi><mo>)</mo></math>, variant-specific infected <math><mfenced><mrow><msub><mrow><mi>I</mi></mrow><mrow><mn>1</mn></mrow></msub></mrow></mfenced></math> and <math><mfenced><mrow><msub><mrow><mi>I</mi></mrow><mrow><mn>2</mn></mrow></msub></mrow></mfenced></math>, recovered <math><mo>(</mo><mi>R</mi><mo>)</mo></math>, and seropositive <math><mo>(</mo><mi>T</mi><mo>)</mo></math> model <math><mfenced><mrow><mi>S</mi><mi>V</mi><msub><mrow><mi>I</mi></mrow><mrow><mn>2</mn></mrow></msub><mi>R</mi><mi>T</mi></mrow></mfenced></math> tracked prevalence longitudinally. This was related to wastewater concentration. The 64% county vaccination rate translated into about 61% decrease in SARS-CoV-2 incidence. The estimated effect of SARS-CoV-2 Delta variant emergence was a 24-fold increase of infection counts, which corresponded to an over 9-fold increase in wastewater concentration. Hospitalization burden and wastewater concentration had the strongest correlation (r = 0.95) at 1 week lag. Our study underscores the importance of continued environmental surveillance post-vaccine and provides a proof-of-concept for environmental epidemiology monitoring of infectious disease for future pandemic preparedness.</p>","PeriodicalId":18659,"journal":{"name":"medRxiv : the preprint server for health sciences","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9844017/pdf/","citationCount":"0","resultStr":"{\"title\":\"Wastewater and seroprevalence for pandemic preparedness: variant analysis, vaccination effect, and hospitalization forecasting for SARS-CoV-2, in Jefferson County, Kentucky.\",\"authors\":\"Rochelle H Holm, Grzegorz A Rempala, Boseung Choi, J Michael Brick, Alok R Amraotkar, Rachel J Keith, Eric C Rouchka, Julia H Chariker, Kenneth E Palmer, Ted Smith, Aruni Bhatnagar\",\"doi\":\"10.1101/2023.01.06.23284260\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Despite wide scale assessments, it remains unclear how large-scale SARS-CoV-2 vaccination affected the wastewater concentration of the virus or the overall disease burden as measured by hospitalization rates. We used weekly SARS-CoV-2 wastewater concentration with a stratified random sampling of seroprevalence, and linked vaccination and hospitalization data, from April 2021-August 2021 in Jefferson County, Kentucky (USA). Our susceptible <math><mo>(</mo><mi>S</mi><mo>)</mo></math>, vaccinated <math><mo>(</mo><mi>V</mi><mo>)</mo></math>, variant-specific infected <math><mfenced><mrow><msub><mrow><mi>I</mi></mrow><mrow><mn>1</mn></mrow></msub></mrow></mfenced></math> and <math><mfenced><mrow><msub><mrow><mi>I</mi></mrow><mrow><mn>2</mn></mrow></msub></mrow></mfenced></math>, recovered <math><mo>(</mo><mi>R</mi><mo>)</mo></math>, and seropositive <math><mo>(</mo><mi>T</mi><mo>)</mo></math> model <math><mfenced><mrow><mi>S</mi><mi>V</mi><msub><mrow><mi>I</mi></mrow><mrow><mn>2</mn></mrow></msub><mi>R</mi><mi>T</mi></mrow></mfenced></math> tracked prevalence longitudinally. This was related to wastewater concentration. The 64% county vaccination rate translated into about 61% decrease in SARS-CoV-2 incidence. The estimated effect of SARS-CoV-2 Delta variant emergence was a 24-fold increase of infection counts, which corresponded to an over 9-fold increase in wastewater concentration. Hospitalization burden and wastewater concentration had the strongest correlation (r = 0.95) at 1 week lag. Our study underscores the importance of continued environmental surveillance post-vaccine and provides a proof-of-concept for environmental epidemiology monitoring of infectious disease for future pandemic preparedness.</p>\",\"PeriodicalId\":18659,\"journal\":{\"name\":\"medRxiv : the preprint server for health sciences\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-11-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9844017/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"medRxiv : the preprint server for health sciences\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1101/2023.01.06.23284260\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"medRxiv : the preprint server for health sciences","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1101/2023.01.06.23284260","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Wastewater and seroprevalence for pandemic preparedness: variant analysis, vaccination effect, and hospitalization forecasting for SARS-CoV-2, in Jefferson County, Kentucky.
Despite wide scale assessments, it remains unclear how large-scale SARS-CoV-2 vaccination affected the wastewater concentration of the virus or the overall disease burden as measured by hospitalization rates. We used weekly SARS-CoV-2 wastewater concentration with a stratified random sampling of seroprevalence, and linked vaccination and hospitalization data, from April 2021-August 2021 in Jefferson County, Kentucky (USA). Our susceptible , vaccinated , variant-specific infected and , recovered , and seropositive model tracked prevalence longitudinally. This was related to wastewater concentration. The 64% county vaccination rate translated into about 61% decrease in SARS-CoV-2 incidence. The estimated effect of SARS-CoV-2 Delta variant emergence was a 24-fold increase of infection counts, which corresponded to an over 9-fold increase in wastewater concentration. Hospitalization burden and wastewater concentration had the strongest correlation (r = 0.95) at 1 week lag. Our study underscores the importance of continued environmental surveillance post-vaccine and provides a proof-of-concept for environmental epidemiology monitoring of infectious disease for future pandemic preparedness.