Signatures of disease outcome severity in the intestinal fungal and bacterial microbiome of COVID-19 patients

被引:6
作者
Rizzello, Fernando [1 ,2 ]
Viciani, Elisa [3 ]
Gionchetti, Paolo [1 ,2 ]
Filippone, Eleonora [1 ,2 ]
Imbesi, Veronica [1 ]
Melotti, Laura [1 ,2 ]
Dussias, Nikolas Konstantine [1 ,2 ]
Salice, Marco [1 ]
Santacroce, Barbara [3 ]
Padella, Antonella [3 ]
Velichevskaya, Alena [3 ]
Marcante, Andrea [3 ]
Castagnetti, Andrea [3 ]
机构
[1] Univ Bologna, Azienda Osped Univ Bologna, IBD Unit, IRCCS, Bologna, Italy
[2] Univ Bologna, Dept Med & Surg & Sci, Bologna, Italy
[3] Wellmicro Srl, Bologna, Italy
关键词
human microbiota; COVID-19; SARS-CoV-2; pathogenesis; mycobiota; microbiome; SCFA (short chain fatty acid); GENE;
D O I
10.3389/fcimb.2024.1352202
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background COVID-19, whose causative pathogen is the Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2), was declared a pandemic in March 2020. The gastrointestinal tract is one of the targets of this virus, and mounting evidence suggests that gastrointestinal symptoms may contribute to disease severity. The gut-lung axis is involved in the immune response to SARS-CoV-2; therefore, we investigated whether COVID-19 patients' bacterial and fungal gut microbiome composition was linked to disease clinical outcome.Methods In May 2020, we collected stool samples and patient records from 24 hospitalized patients with laboratory-confirmed SARS-CoV-2 infection. Fungal and bacterial gut microbiome was characterized by amplicon sequencing on the MiSeq, Illumina's integrated next generation sequencing instrument. A cohort of 201 age- and sex-matched healthy volunteers from the project PRJNA661289 was used as a control group for the bacterial gut microbiota analysis.Results We observed that female COVID-19 patients had a lower gut bacterial microbiota richness than male patients, which was consistent with a different latency in hospital admittance time between the two groups. Both sexes in the COVID-19 patient study group displayed multiple positive associations with opportunistic bacterial pathogens such as Enterococcus, Streptococcus, and Actinomyces. Of note, the Candida genus dominated the gut mycobiota of COVID-19 patients, and adult patients showed a higher intestinal fungal diversity than elderly patients. We found that Saccharomycetales unassigned fungal genera were positively associated with bacterial short-chain fatty acid (SCFA) producers and negatively associated with the proinflammatory genus Bilophila in COVID-19 patients, and we observed that none of the patients who harbored it were admitted to the high-intensity unit.Conclusions COVID-19 was associated with opportunistic bacterial pathogens, and Candida was the dominant fungal taxon in the intestine. Together, we found an association between commensal SCFA-producers and a fungal genus that was present in the intestines of patients who did not experience the most severe outcome of the disease. We believe that this taxon could have played a role in the disease outcome, and that further studies should be conducted to understand the role of fungi in gastrointestinal and health protection.
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页数:14
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共 62 条
[41]  
Paradis E, 2004, BIOINFORMATICS, V20, P289, DOI [10.1093/bioinformatics/btg412, 10.1093/bioinformatics/bty633]
[42]  
R Core Team, 2023, R FDN STAT COMP
[43]  
R Studio Team, 2020, RStudio: Integrated development for R (Version 4.3.3)
[44]   VSEARCH: a versatile open source tool for metagenomics [J].
Rognes, Torbjorn ;
Flouri, Tomas ;
Nichols, Ben ;
Quince, Christopher ;
Mahe, Frederic .
PEERJ, 2016, 4
[45]   Metagenomic biomarker discovery and explanation [J].
Segata, Nicola ;
Izard, Jacques ;
Waldron, Levi ;
Gevers, Dirk ;
Miropolsky, Larisa ;
Garrett, Wendy S. ;
Huttenhower, Curtis .
GENOME BIOLOGY, 2011, 12 (06)
[46]   AN ANALYSIS OF VARIANCE TEST FOR NORMALITY (COMPLETE SAMPLES) [J].
SHAPIRO, SS ;
WILK, MB .
BIOMETRIKA, 1965, 52 :591-&
[47]   The gut microbiome in health and in disease [J].
Shreiner, Andrew B. ;
Kao, John Y. ;
Young, Vincent B. .
CURRENT OPINION IN GASTROENTEROLOGY, 2015, 31 (01) :69-75
[48]   Mapping the human gut mycobiome in middle-aged and elderly adults: multiomics insights and implications for host metabolic health [J].
Shuai, Menglei ;
Fu, Yuanqing ;
Zhong, Hai-Li ;
Gou, Wanglong ;
Jiang, Zengliang ;
Liang, Yuhui ;
Miao, Zelei ;
Xu, Jin-Jian ;
Huynh, Tien ;
Wahlqvist, Mark L. ;
Chen, Yu-Ming ;
Zheng, Ju-Sheng .
GUT, 2022, 71 (09) :1810-+
[49]   Elevated gut microbiome abundance of Christensenellaceae, Porphyromonadaceae and Rikenellaceae is associated with reduced visceral adipose tissue and healthier metabolic profile in Italian elderly [J].
Tavella, Teresa ;
Rampelli, Simone ;
Guidarelli, Giulia ;
Bazzocchi, Alberto ;
Gasperini, Chiara ;
Pujos-Guillot, Estelle ;
Comte, Blandine ;
Barone, Monica ;
Biagi, Elena ;
Candela, Marco ;
Nicoletti, Claudio ;
Kadi, Fawzi ;
Battista, Giuseppe ;
Salvioli, Stefano ;
O'Toole, Paul W. ;
Franceschi, Claudio ;
Brigidi, Patrizia ;
Turroni, Silvia ;
Santoro, Aurelia .
GUT MICROBES, 2021, 13 (01) :1-19
[50]   Mechanisms and consequences of intestinal dysbiosis [J].
Weiss, G. Adrienne ;
Hennet, Thierry .
CELLULAR AND MOLECULAR LIFE SCIENCES, 2017, 74 (16) :2959-2977