The human virome in health and disease - presented by Prof. Frederic Bushman

The human virome in health and disease

Prof. Frederic Bushman

Prof. Frederic Bushman
Slide at 21:42
Microbial signatures
Figure 5
Oropharyngeal
Nasopharyngeal
swab
swab
associated with
1.00
Small circular virus
Cutibacterium
Prevotella
Staphylococcus
Actinomyces
Prevotella
Rothia
0.75
Corynebacterium
severity
Alloprevotella
Anaerococcus
Mycoplasma
Lactobacillales
Intubation
Dialister
Mycoplasma
0.50
Leptotrichia
Streptococcus
Capnocytophaga
Atopobium
Use multiple data types to
Sample types
Veillonella
Rothia
Oropharyngeal swab
0.25
Cutibacterium
Alloprevotella
predict intubation or disease
(AUROC=0.86)
Streptococcus
Nasopharyngeal swab
Actinomyces
(AUROC=0.80)
Fretibacterium
Neisseriaceae
severity (maximum WHO
Corynebacterium
Lawsonella
0.00
Campylobacter
Enterococcus
score) in COVID patients.
0.00
0.25
0.50
0.75
1.00
False positive rate
Importance score
Importance score
Oropharyngeal
Nasopharyngeal
Presence of small circular
swab
swab
1.00
Actinomyces
Anaerococcus
viruses quantitatively most
Rothia
Cutibacterium
Haemophilus
Corynebacterium
prominent predictor for
Veillonella
0.75
Staphylococcus
Leptotrichia
Prevotella
Small circular virus
Mycoplasma
intubation.
Max WHO Score
Prevotella
Streptococcus
0.50
Lactobacillales
Rothia
Streptococcus
Atopobium
Sample types
Staphylococcus
Dialister
Connection with disease
Oropharyngeal swab
0.25
Capnocytophaga
Lawsonella
(AUROC=0.82)
Cutibacterium
Nasopharyngeal swab
Alloprevotella
under investigation-
(AUROC=0.75)
Neisseria
Pseudomonas
Gemella
Actinomyces
0.00
Alloprevotella
Lactobacillales
potential outgrowth in early
0.00
0.25
0.50
0.75
1.00
development of
False positive rate
Importance score
Importance score
inflammation?
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Merenstein et al., 2021 mBio
1
References
  • 1.
    C. Merenstein et al. (2021) Signatures of COVID-19 Severity and Immune Response in the Respiratory Tract Microbiome. mBio
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Summary (AI generated)

A notable predictor for WHO score, we obtained a good area under the curves in each case. There appears to be a connection between these predictors and disease. It is possible that an inflammatory condition is conducive to the growth of these viruses. We are currently investigating the cells on which these viruses grow, with a preference for human cells or human-associated eukaryotes. We are working to gather final data on this topic. Stay tuned for updates.