Abstract Background Metabolic (dysfunction) associated fatty liver disease is a global concern as its prevalence is rising steeply ranging from 38.7% to 50.7%. MAFLD is a multifaceted burden of diseases such as diabetes, obesity, and cardio-metabolic diseases. It is the leading cause of hepatocellular carcinoma. GATA-4 is a zinc finger transcription factor located in liver sinusoidal endothelial cells and plays a critical role in liver regeneration. Platelet-derived growth factor-B (PDGF-B) plays a role in the profibrogenic trans-differentiation of Hepatic stellate cells and is actively involved in the development of hepatic fibrosis. Therefore, the study hypothesized that GATA-4 and PDGF-B are dysregulated and involved in the progression of MAFLD. Thus, the study aimed to assess the association of GATA 4 and PDGF-B in MAFLD, disease control, and healthy control. Methods 80 subjects were recruited after exclusion criteria from Gastroenterology and Medicine OPD at AIIMS, New Delhi, and divided into 3 groups: Group 1 (healthy control)-20, Group 2 (disease control)-20, and Group 3 (MAFLD)-40. Institutional ethical committee approval was obtained. The demographic and anthropometric details, blood investigations, Non-invasive scores (AST/ALT ratio, APRI & FIB-4), and Transient elastography findings were illustrated in all the groups. The correlation between the GATA-4, PDGF-B, and platelet indices (MPV, P-LCR, PDW, and PCT) was done. STATA version 15 software was used for statistical analysis. Results GATA 4 was significantly decreased (p<0.001) and PDGF-B (p<0.001) was significantly increased in MAFLD subjects compared to healthy controls. However, no significant correlation was observed between GATA-4 and PDGF-B with platelet indices (P-LCR, PCT, and PDW). In contrast, mean platelet volume (MPV) was statistically significant (p<0.001) but it was clinically insignificant between the study groups. Similarly, HOMA-IR and GATA-4 did not show any significant correlation among MAFLD. However, CAP, LSM parameters of Transient elastography, APRI, and FIB-4 scores were statistically significant (p<0.001) in MAFLD when compared to healthy control. AUROC of non-invasive scores were found with weak discrimination and clinically not robust to distinguish the fibrosis grading. Conclusions GATA-4 and PDGF-B could be potential biomarkers, as no drugs are available so far to fill the global gap. However, pharmacological aspects need to be formulated for the treatment of MAFLD.