Cirrhosis and fungal infections‐a cocktail for catastrophe: A systematic review and meta‐analysis with machine learning. Issue 9 (30th June 2022)
- Record Type:
- Journal Article
- Title:
- Cirrhosis and fungal infections‐a cocktail for catastrophe: A systematic review and meta‐analysis with machine learning. Issue 9 (30th June 2022)
- Main Title:
- Cirrhosis and fungal infections‐a cocktail for catastrophe: A systematic review and meta‐analysis with machine learning
- Authors:
- Verma, Nipun
Singh, Shreya
Roy, Akash
Valsan, Arun
Garg, Pratibha
Pradhan, Pranita
Chakrabarti, Arunaloke
Singh, Meenu - Abstract:
- Abstract: 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 ( I 2 ) 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, I 2 : 87%, p < .01), which was 2.1 times higher than controls (95% CI: 1.8–2.5, I 2 :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) were 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 in bacterial (RR: 1.7) or no infections (RR: 2.9). Estimate asymmetry was evident (p < 0.05). Up to 8 clusters and 5 outlier studies were identified on ML, and the estimate‐heterogeneity was eliminated by excluding suchAbstract: 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 ( I 2 ) 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, I 2 : 87%, p < .01), which was 2.1 times higher than controls (95% CI: 1.8–2.5, I 2 :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) were 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 in bacterial (RR: 1.7) or no infections (RR: 2.9). Estimate asymmetry was evident (p < 0.05). Up to 8 clusters and 5 outlier studies were identified on ML, and the estimate‐heterogeneity was eliminated by 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 the host criteria for defining IFIs. … (more)
- Is Part Of:
- Mycoses. Volume 65:Issue 9(2022)
- Journal:
- Mycoses
- Issue:
- Volume 65:Issue 9(2022)
- Issue Display:
- Volume 65, Issue 9 (2022)
- Year:
- 2022
- Volume:
- 65
- Issue:
- 9
- Issue Sort Value:
- 2022-0065-0009-0000
- Page Start:
- 844
- Page End:
- 858
- Publication Date:
- 2022-06-30
- Subjects:
- ACLF -- antifungals -- cirrhosis -- invasive fungal infections -- machine learning -- mortality
Pathogenic fungi -- Periodicals
Medical mycology -- Periodicals
616.969 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
- DOI:
- 10.1111/myc.13482 ↗
- Languages:
- English
- ISSNs:
- 0933-7407
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5995.753000
British Library DSC - BLDSS-3PM
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- 23062.xml