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Leishmaniasis is a neglected tropical disease affecting millions worldwide every year. The treatment regimen currently includes miltefosine and liposomal amphotericin B. However, these drugs are toxic and non-economical. Considering these drawbacks and the dearth of drugs against Leishmania, Tyrosine aminotransferase (TAT), an enzyme that catalyzes the transamination of amino acids in Leishmania, was studied. The full-length TAT from Leishmania donovani LDP18 was cloned, expressed, and purified by affinity chromatography. Biochemical studies revealed the Km and Vmax values as 3.5 ± 0.9 mM and 11.7 ± 1.5 µM.min.µg-1 with a three-state folding mechanism. The recombinant TAT was catalytically active over a wide range of pH (3.5-10.5) and temperature (20-75 °C). Spectroscopic and computational studies found that the pH tolerance was due to the concerted action of the charges between active site and co-factor and structural folding. Moreover, the non-conserved N-terminal (NTAT) and conserved C-terminal domains (CTAT) of TAT were truncated, cloned, and purified to determine their roles in regulating the enzyme activity. NTAT, like TAT, was stable at extreme temperatures and pH conditions, whereas CTAT was relatively susceptible to these variations. The unfolding studies indicated that the full-length TAT and NTAT unfolded via a three-state mechanism, while the CTAT exhibited two-state folding. From this, N-terminal was determined to be responsible for the stabilization of the co-factor (PLP) in the active site while C-terminal conferred active site protection to extreme conditions. Further, a curated ZINC15 database containing 1,83,659 natural compounds was screened against the full-length TAT, and the top five compounds (TI1-TI5) were chosen based on their binding scores. Molecular dynamic simulations revealed the high-affinity interactions of TI1, TI3, TI4, and TI5 towards the active site residues. In vitro inhibition studies indicated Ki values of 0.9 ± 0.2 µM and 0.3 ± 0.1 µM for TI3 and TI4, respectively. Notably, TI3 and TI4 exhibited anti-leishmanial activity with IC50 values of 5.6 ± 1.72 µM and 9.6 ± 3.11 µM, respectively. We conclude that the lead inhibitors TI3 and TI4 offer huge potential as anti-leishmanial candidates and require further characterization in cell and animal systems to validate their potential as an anti-leishmanial drug.