# Interactions Between the Gut Microbiome and Genetic and Clinical Risk Factors for Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD) in Patients with Type 2 Diabetes Mellitus from Different Geographical Regions of Argentina

**Authors:** Bárbara Suarez, Adriana Mabel Álvarez, María Florencia Mascardi, Ana Laura Manzano Ramos, Dong Hoon Woo, María Mercedes Gutiérrez, Guillermo Alzueta, María del Carmen Basbus, Santiago Bruzone, Patricia Cuart, Guillermo Dieuzeide, Teresita García, Olga Escobar, Ramón Diego José Carulla, Cristina Oviedo, Natalia Segura, Olguita Del Valle Vera, Javier Nicolás Giunta, Adrián Gadano, Julieta Trinks

PMC · DOI: 10.3390/life16020283 · 2026-02-06

## TL;DR

This study explores how gut microbes and genetic factors interact to influence liver disease risk in diabetic patients from different regions of Argentina.

## Contribution

The study identifies region-specific gut microbiome and genetic signatures associated with liver disease risk in diabetic patients in Argentina.

## Key findings

- MASLD prevalence was 77.9% across all regions studied.
- The PNPLA3 GG genotype was a risk factor for liver fibrosis but protective against high blood sugar and cholesterol.
- Certain gut bacteria, like Negativibacillus and Catenibacterium, were linked to MASLD and liver fibrosis markers.

## Abstract

Background: Local specific biomarkers for MASLD risk stratification are urgently needed in Argentina. Aim: The aim of the study was to characterize the interaction of gut microbiome signatures and genetic and clinical risk factors for MASLD in patients with diabetes from different regions of Argentina. Materials and Methods: We recruited 214 patients with diabetes from different regions of Argentina. Anthropometric, clinical, and lifestyle data were obtained from all participants, who also underwent abdominal ultrasound for MASLD diagnosis and oral swabbing. The PNPLA3 gene was amplified by PCR from the swabs, and the rs738409 genotype was determined via bidirectional sequencing. To profile the MASLD-associated microbiome, stool was collected from 170 participants. V4 16S rRNA gene sequencing was performed, and reads were analyzed using QIIME2 2024.10.1. R Studio 2023.05.1 was used for statistical analyses. Results: MASLD prevalence was 77.9%, with similar rates of occurrence in all regions represented. FIB-4 scores < 1.3 and > 2.67 were detected in 55.3% and 7.4% of patients, respectively. Half of the diabetic patients had the PNPLA3 GG genotype, with the highest rates occurring in patients from Northwestern Argentina (64.9%; p = 0.02 vs. Buenos Aires). The PNPLA3 GG genotype was an independent risk factor for FIB-4 score (p = 0.0008) and a protective factor against glycated hemoglobin (p = 0.004), fasting plasma glucose (p = 0.008), and cholesterol levels (p = 0.02). Marked regional differences were observed in microbiota diversity and composition in Argentina. After adjusting for geographical region, Negativibacillus genus was exclusively detected in diabetic patients with MASLD and GG carriers. The Catenibacterium genus was related to FIB-4 > 2.67. Short-chain fatty acid-producing bacteria were linked to the absence of MASLD. Conclusions: Although some geographical regions of Argentina were not represented in this study and these results therefore cannot be generalized to the country as a whole, these specific signatures could be useful as biomarkers for MASLD risk stratification in Argentines with diabetes.

## Linked entities

- **Genes:** PNPLA3 (patatin like domain 3, 1-acylglycerol-3-phosphate O-acyltransferase) [NCBI Gene 80339]
- **Diseases:** Metabolic Dysfunction-Associated Steatotic Liver Disease (MONDO:0013209), Type 2 Diabetes Mellitus (MONDO:0005148)

## Full-text entities

- **Genes:** GLP1R (glucagon like peptide 1 receptor) [NCBI Gene 2740] {aka GLP-1, GLP-1-R, GLP-1R}, GCG (glucagon) [NCBI Gene 2641] {aka GLP-1, GLP1, GLP2, GRPP}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, PNPLA3 (patatin like domain 3, 1-acylglycerol-3-phosphate O-acyltransferase) [NCBI Gene 80339] {aka ADPN, C22orf20, iPLA(2)epsilon}, GPT (glutamic--pyruvic transaminase) [NCBI Gene 2875] {aka AAT1, ALT, ALT1, GPT1, SGPT}, FGF19 (fibroblast growth factor 19) [NCBI Gene 9965], SLC17A5 (solute carrier family 17 member 5) [NCBI Gene 26503] {aka AST, ISSD, NSD, SD, SIALIN, SIASD}, MLXIPL (MLX interacting protein like) [NCBI Gene 51085] {aka CHREBP, MIO, MONDOB, WBSCR14, WS-bHLH, bHLHd14}, NR1H4 (nuclear receptor subfamily 1 group H member 4) [NCBI Gene 9971] {aka BAR, FXR, HRR-1, HRR1, PFIC5, RIP14}
- **Diseases:** hepatitis B virus (HBV) infection (MESH:D006509), liver fibrosis (MESH:D008103), schistosomiasis (MESH:D012552), diabetes (MESH:D003920), dyslipidemia (MESH:D050171), glucose dysmetabolism (MESH:D024821), fibrosis (MESH:D005355), MASLD (MESH:D008107), colonic inflammation (MESH:D007249), injury to (MESH:D014947), FIB-4 (MESH:D053632), metabolic dysfunction (MESH:D008659), obesity (MESH:D009765), hepatic steatosis (MESH:D005234), weight loss (MESH:D015431), gastrointestinal disease (MESH:D005767), cardiovascular disease (MESH:D002318), hypertension (MESH:D006973), end-stage liver disease (MESH:D058625), hepatitis C virus (HCV) infection (MESH:D006526), gut infectious disease (MESH:D003141), SOUTH (MESH:D046350), human immunodeficiency virus (HIV) infection (MESH:D015658), inflammatory bowel disease (MESH:D015212), T2DM (MESH:D003924)
- **Chemicals:** triglycerides (MESH:D014280), lactate (MESH:D019344), cholesterol (MESH:D002784), Metformin (MESH:D008687), PUFAs (MESH:D005231), bile acid (MESH:D001647), SGLT2 (-), short-chain fatty acid (MESH:D005232), myo-inositol (MESH:D007294), glucose (MESH:D005947), alcohol (MESH:D000438), lipid (MESH:D008055)
- **Species:** Duodenibacillus (genus) [taxon 1980697], Negativibacillus (genus) [taxon 1980693], Eubacterium (genus) [taxon 1730], Megamonas (genus) [taxon 158846], Ezakiella (genus) [taxon 1582879], Aeromonas (genus) [taxon 642], Erysipelatoclostridium [taxon 1505663], Morganella (genus) [taxon 108061], Homo sapiens (human, species) [taxon 9606], Anaerovibrio (genus) [taxon 82373], Emergencia (genus) [taxon 1926556], Alloprevotella (genus) [taxon 1283313], Clostridium (genus) [taxon 1485], Bacteria Latreille et al. 1825 (Bacteria stick insect, genus) [taxon 629395], Intestinibacter (genus) [taxon 1505657], Mobiluncus (genus) [taxon 2050], gut metagenome (species) [taxon 749906]
- **Mutations:** rs738409

## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12942294/full.md

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Source: https://tomesphere.com/paper/PMC12942294