Toward new biomarkers of metabolically associated steatotic liver disease (MASLD) in diabetic patients. Study of the gut microbiome, its association with the PNPLA3 gene, and its usefulness in disease diagnosis and progression of the disease in Argentina

Authors

  • Bárbara Suarez National Council for Scientific and Technical Research (CONICET), City of Buenos Aires, Argentina
  • Adriana Mabel Álvarez Italian Hospital of Buenos Aires (HIBA), City of Buenos Aires, Argentina
  • Ana Laura Manzano Italian Hospital of Buenos Aires (HIBA), City of Buenos Aires, Argentina
  • Dong Hoon Woo Italian Hospital of Buenos Aires (HIBA), City of Buenos Aires, Argentina
  • María Gutiérrez Italian Hospital of Buenos Aires (HIBA), City of Buenos Aires, Argentina
  • Guillermo Alzueta Private Practice, Balcarce, Buenos Aires Province, Argentina
  • María del Carmen Basbus CIDEN Private Center, San Salvador de Jujuy, Jujuy
  • Santiago Bruzone IDIM Private Center, Buenos Aires, Argentina
  • Patricia Cuart Diagnostic Center, Ituzaingó, Corrientes, Argentina
  • Guillermo Dieuzeide Comprehensive Diabetes Care Center, Chacabuco, Buenos Aires Province, Argentina
  • Teresita García CMIC Private Center, San Miguel de Tucumán, Tucumán, Argentina
  • Olga Escobar “Dr. Mario Stivala” Public Hospital, La Cocha, Tucumán, Argentina
  • Ramón Diego José Carulla Medical Offices in Albarracín, Bariloche, Río Negro
  • Cristina Oviedo Private Practice, Buenos Aires, Argentina
  • Natalia Segura Dr. Maggio Municipal Diabetes Center, Malvinas Argentinas, Province of Buenos Aires, Argentina
  • Olguita Del Valle Vera Private Practice, Río Gallegos, Santa Cruz, Argentina
  • Philip Quirke University of Leeds, Leeds, Reino Unido
  • Julieta Trinks National Council for Scientific and Technical Research (CONICET), City of Buenos Aires, Argentina

DOI:

https://doi.org/10.47196/diab.v59i2Sup.1264

Keywords:

biomarkers, steatotic liver disease, gut microbiome, diabetes, PNPLA3 gene

Abstract

Introduction: current measures to overcome the rising epidemic of MASLD are centered on MASLD risk stratification. However, our ability to identify people at the highest risk of progression so they can be offered interventions before they develop liver-related complications is still limited, due to the lack of effective and non-invasive biomarkers. In Argentina, the current scenario is worrisome for patients with type 2 diabetes mellitus (T2DM) as 81.2% of them have MASLD.

Objectives: to identify potential microbiome-derived MASLD biomarkers and their association with genetic and clinical factors of progression, in T2DM patients in Argentina.

Materials and methods: after informed consent, 190 T2DM patients were recruited: Buenos Aires city (n=62), Buenos Aires province (n=40), Patagonia (n=31), Northwestern (n=37), and Northeastern (n=20) regions. Anthropometric, clinical, and lifestyle data were obtained from all participants, who also underwent abdominal ultrasound for MASLD diagnosis and oral swabbing. Human DNA was extracted from the swabs, the PNPLA3 gene was amplified, and its genotype was determined by bidirectional sequencing. To profile the MASLD-associated microbiome, stool samples were collected from 170 of these participants, V4 16S rRNA gene sequencing was performed and further processing was carried out in QIIME2 (version 2024.10.1).

Results: distribution by gender, BMI and age was similar in all regions: 51.6% male, median (interquartile range) age of 61.7 (34-85) years, median (interquartile range) BMI of 32.3 (22-68) kg/m2. The PNPLA3 risk genotype was present in 50% of the samples, with the highest prevalence in Northwestern (64.9%) and Northeastern (60%) regions and the lowest in Buenos Aires city (40.3%; p=0.02). MASLD was detected in 77.9% of patients with no differences among the analyzed regions. After adjusting microbiota analysis by the geographical origin of the samples, we found that the abundance of the Elusimicrobiaceae bacterial family was higher among T2DM patients with MASLD (q=5.35e-05), whereas Aeromonadaceae (q=2.64e-07) family were more prevalent among those patients without MASLD.  In addition, CAG-977 family was more abundant among patients with the PNPLA3 risk genotype (q=0.005), and CAG-239 bacterial family was more commonly detected among patients with FIB-4 scores >2.67 (q=5.02e-04). 

Conclusions: this study concludes that, despite the regional and intrinsic differences, gut microbiome could be a useful biomarker of MASLD diagnosis and risk stratification in this population. These results also suggest that incorporating PNPLA3 genotyping into clinical practice could improve prognosis and allow for prioritization of intensive intervention in these patients.

Author Biographies

Bárbara Suarez, National Council for Scientific and Technical Research (CONICET), City of Buenos Aires, Argentina

Institute of Translational Medicine and Biomedical Engineering (IMTIB), National Council for Scientific and Technical Research (CONICET), Italian Hospital University (UHIBA), Italian Hospital of Buenos Aires

Adriana Mabel Álvarez, Italian Hospital of Buenos Aires (HIBA), City of Buenos Aires, Argentina

Endocrinology Section, Internal Medicine Service

Ana Laura Manzano, Italian Hospital of Buenos Aires (HIBA), City of Buenos Aires, Argentina

Endocrinology Section, Internal Medicine Service

Dong Hoon Woo, Italian Hospital of Buenos Aires (HIBA), City of Buenos Aires, Argentina

Nutrition Section, Medical Clinic Service

María Gutiérrez, Italian Hospital of Buenos Aires (HIBA), City of Buenos Aires, Argentina

Nutrition Section, Medical Clinic Service

Guillermo Alzueta, Private Practice, Balcarce, Buenos Aires Province, Argentina

Private Practice

María del Carmen Basbus, CIDEN Private Center, San Salvador de Jujuy, Jujuy

CIDEN Private Center

Santiago Bruzone, IDIM Private Center, Buenos Aires, Argentina

IDIM Private Center

Patricia Cuart, Diagnostic Center, Ituzaingó, Corrientes, Argentina

Diagnostic Center

Guillermo Dieuzeide, Comprehensive Diabetes Care Center, Chacabuco, Buenos Aires Province, Argentina

Comprehensive Diabetes Care Center

Teresita García, CMIC Private Center, San Miguel de Tucumán, Tucumán, Argentina

CMIC Private Center

Olga Escobar, “Dr. Mario Stivala” Public Hospital, La Cocha, Tucumán, Argentina

“Dr. Mario Stivala” Public Hospital

Ramón Diego José Carulla, Medical Offices in Albarracín, Bariloche, Río Negro

Medical Offices in Albarracín

Cristina Oviedo, Private Practice, Buenos Aires, Argentina

Private Practice

Natalia Segura, Dr. Maggio Municipal Diabetes Center, Malvinas Argentinas, Province of Buenos Aires, Argentina

Dr. Maggio Municipal Diabetes Center

Olguita Del Valle Vera, Private Practice, Río Gallegos, Santa Cruz, Argentina

Private Practice

Philip Quirke, University of Leeds, Leeds, Reino Unido

Pathology & Data Analytics, Leeds Institute of Medical Research at St James's University Hospital

Julieta Trinks, National Council for Scientific and Technical Research (CONICET), City of Buenos Aires, Argentina

Institute of Translational Medicine and Biomedical Engineering (IMTIB), National Scientific and Technical Research Council (CONICET), Italian Hospital University (UHIBA), Italian Hospital of Buenos Aires, City of Buenos Aires, Argentina

References

I. Rinella ME, et al. AASLD Practice Guidance on the clinical assessment and management of nonalcoholic fatty liver disease. Hepatology 2023;77(5):1797-1835

II. Tincopa MA, et al. Disparities in screening and risk stratification for Hispanic adults with metabolic dysfunction-associated steatotic liver disease. Hepatology. 2025;81(6):1792-1804.

III. Giunta J, et al. Prevalencia de hígado graso asociado a disfunción metabólica (MASLD) en pacientes con diabetes tipo 2: estudio transversal multicéntrico en Argentina. Rev Soc Arg Diab 2024;58(3-Suplemento XXIV Congreso Argentino de Diabetes):165-166.

Published

2025-07-30

Issue

Section

Annex: Subsidies 2023