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Cold spells linked with respiratory disease hospitalization, length of hospital stay, and hospital expenses: Exploring cumulative and harvesting effects
Previous studies have revealed the relationship between cold spells and morbidity and mortality due to respiratory diseases, while the detrimental effects of cold spells on the length of hospital stay and hospitalization expenses remain largely unknown. We collected hospitalization data for respirat...
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Published in: | The Science of the total environment 2023-03, Vol.863, p.160726-160726, Article 160726 |
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creator | Feng, Jin Cao, Dawei Zheng, Dashan Qian, Zhengmin (Min) Huang, Cunrui Shen, Huiqing Liu, Yi Liu, Qiyong Sun, Jimin Jiao, Guangyuan Yang, Xiaoran McMillin, Stephen Edward Wang, Chongjian Lin, Hualiang Zhang, Xinri Zhang, Shiyu |
description | Previous studies have revealed the relationship between cold spells and morbidity and mortality due to respiratory diseases, while the detrimental effects of cold spells on the length of hospital stay and hospitalization expenses remain largely unknown.
We collected hospitalization data for respiratory diseases in 11 cities of Shanxi, China during 2017–2019. In each case, exposure to meteorological variables and air pollution was estimated by the bilinear interpolation approach and inverse distance weighting method, respectively, and then averaged at the city level. Cold spells were defined as the daily mean temperature below the 10th, 7.5th, or 5th percentiles for at least 2 to 5 consecutive days. We applied distributed lag non-linear models combined with generalized additive models to assess cumulative effects and harvesting effects.
There were significant associations between cold spells and hospital admissions, length of hospital stay, and hospital expenses for respiratory diseases. Compared with the non-cold spell period, the overall (lag 0–21) cumulative risk of hospitalization for total respiratory diseases was 1.232 (95 % CI: 1.090, 1.394) on cold spell days, and the increased length of hospital stay and hospitalization expenses were 112.793 (95 % CI: 10.755, 214.830) days and 127.568 (95 % CI: 40.513, 214.624) thousand Chinese yuan. The overall cumulative risks of cold spells on total respiratory diseases and pneumonia were statistically significant. We further observed harvesting effects in the associations between cold spells and hospital admission, length of hospital stay, and hospitalization expenses for respiratory diseases.
Cumulative cold-spell exposure for up to three weeks is associated with hospitalization, length of hospital stay, and hospital expenses for respiratory diseases. The observed harmful effects of cold spells on respiratory diseases can be partly attributable to harvesting effects.
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•Cumulative cold-spell exposure increased length of hospital stay and hospital expenses for respiratory diseases.•Harvesting effects of cold spells on respiratory diseases was found.•The effects of cold spells on respiratory diseases can be partly ascribed to harvesting effects. |
doi_str_mv | 10.1016/j.scitotenv.2022.160726 |
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We collected hospitalization data for respiratory diseases in 11 cities of Shanxi, China during 2017–2019. In each case, exposure to meteorological variables and air pollution was estimated by the bilinear interpolation approach and inverse distance weighting method, respectively, and then averaged at the city level. Cold spells were defined as the daily mean temperature below the 10th, 7.5th, or 5th percentiles for at least 2 to 5 consecutive days. We applied distributed lag non-linear models combined with generalized additive models to assess cumulative effects and harvesting effects.
There were significant associations between cold spells and hospital admissions, length of hospital stay, and hospital expenses for respiratory diseases. Compared with the non-cold spell period, the overall (lag 0–21) cumulative risk of hospitalization for total respiratory diseases was 1.232 (95 % CI: 1.090, 1.394) on cold spell days, and the increased length of hospital stay and hospitalization expenses were 112.793 (95 % CI: 10.755, 214.830) days and 127.568 (95 % CI: 40.513, 214.624) thousand Chinese yuan. The overall cumulative risks of cold spells on total respiratory diseases and pneumonia were statistically significant. We further observed harvesting effects in the associations between cold spells and hospital admission, length of hospital stay, and hospitalization expenses for respiratory diseases.
Cumulative cold-spell exposure for up to three weeks is associated with hospitalization, length of hospital stay, and hospital expenses for respiratory diseases. The observed harmful effects of cold spells on respiratory diseases can be partly attributable to harvesting effects.
[Display omitted]
•Cumulative cold-spell exposure increased length of hospital stay and hospital expenses for respiratory diseases.•Harvesting effects of cold spells on respiratory diseases was found.•The effects of cold spells on respiratory diseases can be partly ascribed to harvesting effects.</description><identifier>ISSN: 0048-9697</identifier><identifier>EISSN: 1879-1026</identifier><identifier>DOI: 10.1016/j.scitotenv.2022.160726</identifier><identifier>PMID: 36502973</identifier><language>eng</language><publisher>Netherlands: Elsevier B.V</publisher><subject>Air Pollution ; China - epidemiology ; Cold spell ; Cold Temperature ; Hospitalization ; Hospitalization expenses ; Hospitals ; Humans ; Length of hospital stay ; Length of Stay ; Respiration Disorders ; Respiratory diseases ; Respiratory Tract Diseases - epidemiology</subject><ispartof>The Science of the total environment, 2023-03, Vol.863, p.160726-160726, Article 160726</ispartof><rights>2022</rights><rights>Copyright © 2022. Published by Elsevier B.V.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c371t-861337204161c779867d7302d283738e1c905b7fef82230b5c1bcac2e83291af3</citedby><cites>FETCH-LOGICAL-c371t-861337204161c779867d7302d283738e1c905b7fef82230b5c1bcac2e83291af3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36502973$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Feng, Jin</creatorcontrib><creatorcontrib>Cao, Dawei</creatorcontrib><creatorcontrib>Zheng, Dashan</creatorcontrib><creatorcontrib>Qian, Zhengmin (Min)</creatorcontrib><creatorcontrib>Huang, Cunrui</creatorcontrib><creatorcontrib>Shen, Huiqing</creatorcontrib><creatorcontrib>Liu, Yi</creatorcontrib><creatorcontrib>Liu, Qiyong</creatorcontrib><creatorcontrib>Sun, Jimin</creatorcontrib><creatorcontrib>Jiao, Guangyuan</creatorcontrib><creatorcontrib>Yang, Xiaoran</creatorcontrib><creatorcontrib>McMillin, Stephen Edward</creatorcontrib><creatorcontrib>Wang, Chongjian</creatorcontrib><creatorcontrib>Lin, Hualiang</creatorcontrib><creatorcontrib>Zhang, Xinri</creatorcontrib><creatorcontrib>Zhang, Shiyu</creatorcontrib><title>Cold spells linked with respiratory disease hospitalization, length of hospital stay, and hospital expenses: Exploring cumulative and harvesting effects</title><title>The Science of the total environment</title><addtitle>Sci Total Environ</addtitle><description>Previous studies have revealed the relationship between cold spells and morbidity and mortality due to respiratory diseases, while the detrimental effects of cold spells on the length of hospital stay and hospitalization expenses remain largely unknown.
We collected hospitalization data for respiratory diseases in 11 cities of Shanxi, China during 2017–2019. In each case, exposure to meteorological variables and air pollution was estimated by the bilinear interpolation approach and inverse distance weighting method, respectively, and then averaged at the city level. Cold spells were defined as the daily mean temperature below the 10th, 7.5th, or 5th percentiles for at least 2 to 5 consecutive days. We applied distributed lag non-linear models combined with generalized additive models to assess cumulative effects and harvesting effects.
There were significant associations between cold spells and hospital admissions, length of hospital stay, and hospital expenses for respiratory diseases. Compared with the non-cold spell period, the overall (lag 0–21) cumulative risk of hospitalization for total respiratory diseases was 1.232 (95 % CI: 1.090, 1.394) on cold spell days, and the increased length of hospital stay and hospitalization expenses were 112.793 (95 % CI: 10.755, 214.830) days and 127.568 (95 % CI: 40.513, 214.624) thousand Chinese yuan. The overall cumulative risks of cold spells on total respiratory diseases and pneumonia were statistically significant. We further observed harvesting effects in the associations between cold spells and hospital admission, length of hospital stay, and hospitalization expenses for respiratory diseases.
Cumulative cold-spell exposure for up to three weeks is associated with hospitalization, length of hospital stay, and hospital expenses for respiratory diseases. The observed harmful effects of cold spells on respiratory diseases can be partly attributable to harvesting effects.
[Display omitted]
•Cumulative cold-spell exposure increased length of hospital stay and hospital expenses for respiratory diseases.•Harvesting effects of cold spells on respiratory diseases was found.•The effects of cold spells on respiratory diseases can be partly ascribed to harvesting effects.</description><subject>Air Pollution</subject><subject>China - epidemiology</subject><subject>Cold spell</subject><subject>Cold Temperature</subject><subject>Hospitalization</subject><subject>Hospitalization expenses</subject><subject>Hospitals</subject><subject>Humans</subject><subject>Length of hospital stay</subject><subject>Length of Stay</subject><subject>Respiration Disorders</subject><subject>Respiratory diseases</subject><subject>Respiratory Tract Diseases - epidemiology</subject><issn>0048-9697</issn><issn>1879-1026</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><recordid>eNqFkU1vEzEQhi0EoqHwF8BHDt3gj8T2cqui8iFV4gJny7FnWwfHXmxvaPgl_FwcbQlH5jLSzDPv2PMi9IaSJSVUvNsti_U1VYiHJSOMLakgkoknaEGV7DtKmHiKFoSsVNeLXl6gF6XsSAup6HN0wcWasF7yBfq9ScHhMkIIBQcfv4PDP329xxnK6LOpKR-x8wVMAXyfWq2a4H-Z6lO8wgHiXWPTcG7hUs3xCpvo_pXgYYRYoLzHNw9jSNnHO2yn_RSaygFm1uQDlHrqwDCAreUlejaYUODVY75E3z7cfN186m6_fPy8ub7tLJe0dkpQziUjKyqolbJXQjrJCXNMcckVUNuT9VYOMCjGONmuLd1aYxkoznpqBn6J3s66Y04_pvYGvffFtnOYCGkqmsk1F0Ku1KqhckZtTqVkGPSY_d7ko6ZEn2zRO322RZ9s0bMtbfL145Jpuwd3nvvrQwOuZwDaVw8e8kkIogXnc7uGdsn_d8kfR9ymPg</recordid><startdate>20230310</startdate><enddate>20230310</enddate><creator>Feng, Jin</creator><creator>Cao, Dawei</creator><creator>Zheng, Dashan</creator><creator>Qian, Zhengmin (Min)</creator><creator>Huang, Cunrui</creator><creator>Shen, Huiqing</creator><creator>Liu, Yi</creator><creator>Liu, Qiyong</creator><creator>Sun, Jimin</creator><creator>Jiao, Guangyuan</creator><creator>Yang, Xiaoran</creator><creator>McMillin, Stephen Edward</creator><creator>Wang, Chongjian</creator><creator>Lin, Hualiang</creator><creator>Zhang, Xinri</creator><creator>Zhang, Shiyu</creator><general>Elsevier B.V</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>20230310</creationdate><title>Cold spells linked with respiratory disease hospitalization, length of hospital stay, and hospital expenses: Exploring cumulative and harvesting effects</title><author>Feng, Jin ; Cao, Dawei ; Zheng, Dashan ; Qian, Zhengmin (Min) ; Huang, Cunrui ; Shen, Huiqing ; Liu, Yi ; Liu, Qiyong ; Sun, Jimin ; Jiao, Guangyuan ; Yang, Xiaoran ; McMillin, Stephen Edward ; Wang, Chongjian ; Lin, Hualiang ; Zhang, Xinri ; Zhang, Shiyu</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c371t-861337204161c779867d7302d283738e1c905b7fef82230b5c1bcac2e83291af3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Air Pollution</topic><topic>China - epidemiology</topic><topic>Cold spell</topic><topic>Cold Temperature</topic><topic>Hospitalization</topic><topic>Hospitalization expenses</topic><topic>Hospitals</topic><topic>Humans</topic><topic>Length of hospital stay</topic><topic>Length of Stay</topic><topic>Respiration Disorders</topic><topic>Respiratory diseases</topic><topic>Respiratory Tract Diseases - epidemiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Feng, Jin</creatorcontrib><creatorcontrib>Cao, Dawei</creatorcontrib><creatorcontrib>Zheng, Dashan</creatorcontrib><creatorcontrib>Qian, Zhengmin (Min)</creatorcontrib><creatorcontrib>Huang, Cunrui</creatorcontrib><creatorcontrib>Shen, Huiqing</creatorcontrib><creatorcontrib>Liu, Yi</creatorcontrib><creatorcontrib>Liu, Qiyong</creatorcontrib><creatorcontrib>Sun, Jimin</creatorcontrib><creatorcontrib>Jiao, Guangyuan</creatorcontrib><creatorcontrib>Yang, Xiaoran</creatorcontrib><creatorcontrib>McMillin, Stephen Edward</creatorcontrib><creatorcontrib>Wang, Chongjian</creatorcontrib><creatorcontrib>Lin, Hualiang</creatorcontrib><creatorcontrib>Zhang, Xinri</creatorcontrib><creatorcontrib>Zhang, Shiyu</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>The Science of the total environment</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Feng, Jin</au><au>Cao, Dawei</au><au>Zheng, Dashan</au><au>Qian, Zhengmin (Min)</au><au>Huang, Cunrui</au><au>Shen, Huiqing</au><au>Liu, Yi</au><au>Liu, Qiyong</au><au>Sun, Jimin</au><au>Jiao, Guangyuan</au><au>Yang, Xiaoran</au><au>McMillin, Stephen Edward</au><au>Wang, Chongjian</au><au>Lin, Hualiang</au><au>Zhang, Xinri</au><au>Zhang, Shiyu</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Cold spells linked with respiratory disease hospitalization, length of hospital stay, and hospital expenses: Exploring cumulative and harvesting effects</atitle><jtitle>The Science of the total environment</jtitle><addtitle>Sci Total Environ</addtitle><date>2023-03-10</date><risdate>2023</risdate><volume>863</volume><spage>160726</spage><epage>160726</epage><pages>160726-160726</pages><artnum>160726</artnum><issn>0048-9697</issn><eissn>1879-1026</eissn><abstract>Previous studies have revealed the relationship between cold spells and morbidity and mortality due to respiratory diseases, while the detrimental effects of cold spells on the length of hospital stay and hospitalization expenses remain largely unknown.
We collected hospitalization data for respiratory diseases in 11 cities of Shanxi, China during 2017–2019. In each case, exposure to meteorological variables and air pollution was estimated by the bilinear interpolation approach and inverse distance weighting method, respectively, and then averaged at the city level. Cold spells were defined as the daily mean temperature below the 10th, 7.5th, or 5th percentiles for at least 2 to 5 consecutive days. We applied distributed lag non-linear models combined with generalized additive models to assess cumulative effects and harvesting effects.
There were significant associations between cold spells and hospital admissions, length of hospital stay, and hospital expenses for respiratory diseases. Compared with the non-cold spell period, the overall (lag 0–21) cumulative risk of hospitalization for total respiratory diseases was 1.232 (95 % CI: 1.090, 1.394) on cold spell days, and the increased length of hospital stay and hospitalization expenses were 112.793 (95 % CI: 10.755, 214.830) days and 127.568 (95 % CI: 40.513, 214.624) thousand Chinese yuan. The overall cumulative risks of cold spells on total respiratory diseases and pneumonia were statistically significant. We further observed harvesting effects in the associations between cold spells and hospital admission, length of hospital stay, and hospitalization expenses for respiratory diseases.
Cumulative cold-spell exposure for up to three weeks is associated with hospitalization, length of hospital stay, and hospital expenses for respiratory diseases. The observed harmful effects of cold spells on respiratory diseases can be partly attributable to harvesting effects.
[Display omitted]
•Cumulative cold-spell exposure increased length of hospital stay and hospital expenses for respiratory diseases.•Harvesting effects of cold spells on respiratory diseases was found.•The effects of cold spells on respiratory diseases can be partly ascribed to harvesting effects.</abstract><cop>Netherlands</cop><pub>Elsevier B.V</pub><pmid>36502973</pmid><doi>10.1016/j.scitotenv.2022.160726</doi><tpages>1</tpages></addata></record> |
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subjects | Air Pollution China - epidemiology Cold spell Cold Temperature Hospitalization Hospitalization expenses Hospitals Humans Length of hospital stay Length of Stay Respiration Disorders Respiratory diseases Respiratory Tract Diseases - epidemiology |
title | Cold spells linked with respiratory disease hospitalization, length of hospital stay, and hospital expenses: Exploring cumulative and harvesting effects |
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