| Leo R SERIES | ||||
|---|---|---|---|---|
| Leo R1 | Leo R2 | Leo R3 | Leo R4 | Leo R5 |
| Leo R6 | Leo R7 | Leo R8 | Leo R9 | Leo R10 |
| Leo R11 | Leo R12 | Leo R13 | Leo R14 | Leo R15 |
| Leo R16 | Leo R17 | Leo R18 | Leo R19 | Leo R20 |
| Leo R21 | Leo R22 | Leo R23 | Leo R24 | Leo R25 |
| Leo R SERIES | ||||
|---|---|---|---|---|
| Leo R1 | Leo R2 | Leo R3 | Leo R4 | Leo R5 |
| Leo R6 | Leo R7 | Leo R8 | Leo R9 | Leo R10 |
| Leo R11 | Leo R12 | Leo R13 | Leo R14 | Leo R15 |
| Leo R16 | Leo R17 | Leo R18 | Leo R19 | Leo R20 |
| Leo R21 | Leo R22 | Leo R23 | Leo R24 | Leo R25 |
Stage-dependent gut microbiome and functional signatures
across the liver disease spectrum:
an integrative multi-cohort study


Key Findings

GUT MICROBIAL DIVERSITY AND COMMUNITY STRUCTURE PROGRESSIVELY DETERIORATED FROM FATTY LIVER TO HEPATOCELLULAR CARCINOMA,
WITH ADVANCED STAGES DOMINATED BY STREPTOCOCCUS AND VEILLONELLA SPP.
METABOLIC SIGNATURES EVOLVED FROM ANABOLIC CELL ENVELOPE SYNTHESIS AND TAURINE DEPLETION IN HEPATITIS,
TO TOXIN PRODUCTION (NON-RIBOSOMAL PEPTIDES) AND COMMENSAL FUNCTION LOSS IN CIRRHOSIS,
CULMINATING IN BIOFILM FORMATION AND A PUTATIVE METABOLIC SWITCH IN CARCINOMA.
MACHINE LEARNING MODELS INTEGRATING MICROBIAL TAXA AND FUNCTIONS ACCURATELY CLASSIFIED LIVER DISEASE STAGES (AUC > 0.8),
SUPPORTING NON-INVASIVE DIAGNOSIS AND RISK STRATIFICATION.
THE EXPANSION OF ORAL-DERIVED VEILLONELLA SPP.
AND THE DOMINANCE OF A LOW-RICHNESS DYSBIOTIC ENTEROTYPE WERE SIGNIFICANTLY ASSOCIATED WITH INCREASED
MORTALITY IN ADVANCED LIVER DISEASE, HIGHLIGHTING THEIR UTILITY AS PREDICTIVE MARKERS FOR CLINICAL OUTCOMES