N. Verma, Shreya Singh, Akash Roy, A. Valsan, P. Garg, Pranita Pradhan, Arunaloke Chakrabarti, Meenu Singh
{"title":"肝硬化和真菌感染——灾难的鸡尾酒:系统回顾和机器学习的荟萃分析","authors":"N. Verma, Shreya Singh, Akash Roy, A. Valsan, P. Garg, Pranita Pradhan, Arunaloke Chakrabarti, Meenu Singh","doi":"10.1093/mmy/myac072.P305","DOIUrl":null,"url":null,"abstract":"Abstract Poster session 2, September 22, 2022, 12:30 PM - 1:30 PM Objectives We evaluated the magnitude and factors contributing to poor outcomes among cirrhosis patients with fungal infections (FIs). Methods We searched PubMed, Embase, Ovid, and WOS and included articles reporting mortality in cirrhosis with FIs. We pooled the point and relative-risk (RR) estimates of mortality on random-effects meta-analysis and explored their heterogeneity (I2) on subgroups, meta-regression, and machine learning (ML). We assessed the study quality through New-Castle-Ottawa-Scale and estimate-asymmetry through Eggers regression (CRD42019142782). Results Of 4345, 34 studies (2134 patients) were included (good/fair/poor quality: 12/21/1). Pooled mortality of FIs was 64.1% (95%CI: 55.4-72.0, 12: 87%, P <.01), which was 2.1 times higher than controls (95%CI: 1.8-2.5, 12:89%, P <.01). Higher CTP (MD: +0.52, 95%CI: 0.27-0.77), MELD (MD: +2.75, 95% CI: 1.21-4.28), organ failures, and increased hospital stay (30 vs. 19 days) was reported among cases with FIs. Patients with ACLF (76.6%, RR: 2.3), and ICU-admission (70.4%, RR: 1.6) had the highest mortality. The risk was maximum for pulmonary-FIs (79.4%, RR: 1.8), followed by peritoneal-FIs (68.3%, RR: 1.7) and fungemia (55%, RR: 1.7). The mortality was higher in FIs than bacterial (RR: 1.7) or no-infections (RR: 2.9). Estimate-asymmetry was evident (P <.05). Up to 8 clusters and 5 outlier studies were identified on ML, and the estimate-heterogeneity was eliminated on excluding such studies. Conclusions A substantially worse prognosis, poorer than bacterial infections in cirrhosis patients with FIs indicates an unmet need for improving fungal diagnostics and therapeutics in this population. ACLF and ICU admission should be included in host criteria for defining IFIs.","PeriodicalId":18325,"journal":{"name":"Medical mycology journal","volume":"1 1","pages":""},"PeriodicalIF":1.4000,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"P305 Cirrhosis and fungal infections-a cocktail for catastrophe: a systematic review and meta-analysis with machine learning\",\"authors\":\"N. Verma, Shreya Singh, Akash Roy, A. Valsan, P. Garg, Pranita Pradhan, Arunaloke Chakrabarti, Meenu Singh\",\"doi\":\"10.1093/mmy/myac072.P305\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Abstract Poster session 2, September 22, 2022, 12:30 PM - 1:30 PM Objectives We evaluated the magnitude and factors contributing to poor outcomes among cirrhosis patients with fungal infections (FIs). Methods We searched PubMed, Embase, Ovid, and WOS and included articles reporting mortality in cirrhosis with FIs. We pooled the point and relative-risk (RR) estimates of mortality on random-effects meta-analysis and explored their heterogeneity (I2) on subgroups, meta-regression, and machine learning (ML). We assessed the study quality through New-Castle-Ottawa-Scale and estimate-asymmetry through Eggers regression (CRD42019142782). Results Of 4345, 34 studies (2134 patients) were included (good/fair/poor quality: 12/21/1). Pooled mortality of FIs was 64.1% (95%CI: 55.4-72.0, 12: 87%, P <.01), which was 2.1 times higher than controls (95%CI: 1.8-2.5, 12:89%, P <.01). Higher CTP (MD: +0.52, 95%CI: 0.27-0.77), MELD (MD: +2.75, 95% CI: 1.21-4.28), organ failures, and increased hospital stay (30 vs. 19 days) was reported among cases with FIs. Patients with ACLF (76.6%, RR: 2.3), and ICU-admission (70.4%, RR: 1.6) had the highest mortality. The risk was maximum for pulmonary-FIs (79.4%, RR: 1.8), followed by peritoneal-FIs (68.3%, RR: 1.7) and fungemia (55%, RR: 1.7). The mortality was higher in FIs than bacterial (RR: 1.7) or no-infections (RR: 2.9). Estimate-asymmetry was evident (P <.05). Up to 8 clusters and 5 outlier studies were identified on ML, and the estimate-heterogeneity was eliminated on excluding such studies. Conclusions A substantially worse prognosis, poorer than bacterial infections in cirrhosis patients with FIs indicates an unmet need for improving fungal diagnostics and therapeutics in this population. ACLF and ICU admission should be included in host criteria for defining IFIs.\",\"PeriodicalId\":18325,\"journal\":{\"name\":\"Medical mycology journal\",\"volume\":\"1 1\",\"pages\":\"\"},\"PeriodicalIF\":1.4000,\"publicationDate\":\"2022-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Medical mycology journal\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1093/mmy/myac072.P305\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"MYCOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Medical mycology journal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1093/mmy/myac072.P305","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"MYCOLOGY","Score":null,"Total":0}
P305 Cirrhosis and fungal infections-a cocktail for catastrophe: a systematic review and meta-analysis with machine learning
Abstract Poster session 2, September 22, 2022, 12:30 PM - 1:30 PM Objectives We evaluated the magnitude and factors contributing to poor outcomes among cirrhosis patients with fungal infections (FIs). Methods We searched PubMed, Embase, Ovid, and WOS and included articles reporting mortality in cirrhosis with FIs. We pooled the point and relative-risk (RR) estimates of mortality on random-effects meta-analysis and explored their heterogeneity (I2) on subgroups, meta-regression, and machine learning (ML). We assessed the study quality through New-Castle-Ottawa-Scale and estimate-asymmetry through Eggers regression (CRD42019142782). Results Of 4345, 34 studies (2134 patients) were included (good/fair/poor quality: 12/21/1). Pooled mortality of FIs was 64.1% (95%CI: 55.4-72.0, 12: 87%, P <.01), which was 2.1 times higher than controls (95%CI: 1.8-2.5, 12:89%, P <.01). Higher CTP (MD: +0.52, 95%CI: 0.27-0.77), MELD (MD: +2.75, 95% CI: 1.21-4.28), organ failures, and increased hospital stay (30 vs. 19 days) was reported among cases with FIs. Patients with ACLF (76.6%, RR: 2.3), and ICU-admission (70.4%, RR: 1.6) had the highest mortality. The risk was maximum for pulmonary-FIs (79.4%, RR: 1.8), followed by peritoneal-FIs (68.3%, RR: 1.7) and fungemia (55%, RR: 1.7). The mortality was higher in FIs than bacterial (RR: 1.7) or no-infections (RR: 2.9). Estimate-asymmetry was evident (P <.05). Up to 8 clusters and 5 outlier studies were identified on ML, and the estimate-heterogeneity was eliminated on excluding such studies. Conclusions A substantially worse prognosis, poorer than bacterial infections in cirrhosis patients with FIs indicates an unmet need for improving fungal diagnostics and therapeutics in this population. ACLF and ICU admission should be included in host criteria for defining IFIs.
期刊介绍:
The Medical Mycology Journal is published by and is the official organ of the Japanese Society for Medical Mycology. The Journal publishes original papers, reviews, and brief reports on topics related to medical and veterinary mycology.