3DQSAR Approach Towards the Hydroxamic Acid Analogues as Matrix Metalloproteinase Inhibitors: A Key Role of Steric and Electrostatic Factors Using kNN MFA Method

Abstract: Matrix metalloproteinase-1 (MMP-1) plays a crucial role in cancer invasion and metastasis through extracellular matrix (ECM) degradation. Hydroxamic acids, known for their strong zinc-chelating ability, have emerged as potent MMP inhibitors with promising anticancer potential. However, optimizing their activity and selectivity remains a significant challenge.To address this, a three-dimensional quantitative structure-activity relationship (3D-QSAR) model was developed. This model was generated using stepwise variable selection k-nearest neighbor molecular field analysis (SW-kNNMFA), demonstrating robust internal (q2 = 0.7211) and external (pred_r2 = 0.6451) validation. The field plot derived from the developed SW-kNNMFA model indicates regions of positive electrostatic potential and positive steric potential.This suggests that, for the design of new, more active hydroxamic acid inhibitors of MMP-1, substituent groups should be less electronegative (favoring the positive electrostatic potential) and more bulky (favoring the positive steric potential) at their respective binding sites.

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Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-12-26
DOI
https://doi.org/10.5281/zenodo.18059969
Primary Topic
Protease and Inhibitor Mechanisms
Type
article
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article

3DQSAR Approach Towards the Hydroxamic Acid Analogues as Matrix Metalloproteinase Inhibitors: A Key Role of Steric and Electrostatic Factors Using kNN MFA Method

G.K Srivanvas, R.P. Rajwade, R. K. Banjare, K. L. Narayanan et al.
Zenodo (CERN European Organization for Nuclear Research)
Protease and Inhibitor Mechanisms
article

3DQSAR Approach Towards the Hydroxamic Acid Analogues as Matrix Metalloproteinase Inhibitors: A Key Role of Steric and Electrostatic Factors Using kNN MFA Method

G.K Srivanvas, R.P. Rajwade, R. K. Banjare, K. L. Narayanan, N. Saju
article en

Abstract

Abstract: Matrix metalloproteinase-1 (MMP-1) plays a crucial role in cancer invasion and metastasis through extracellular matrix (ECM) degradation. Hydroxamic acids, known for their strong zinc-chelating ability, have emerged as potent MMP inhibitors with promising anticancer potential. However, optimizing their activity and selectivity remains a significant challenge.To address this, a three-dimensional quantitative structure-activity relationship (3D-QSAR) model was developed. This model was generated using stepwise variable selection k-nearest neighbor molecular field analysis (SW-kNNMFA), demonstrating robust internal (q2 = 0.7211) and external (pred_r2 = 0.6451) validation. The field plot derived from the developed SW-kNNMFA model indicates regions of positive electrostatic potential and positive steric potential.This suggests that, for the design of new, more active hydroxamic acid inhibitors of MMP-1, substituent groups should be less electronegative (favoring the positive electrostatic potential) and more bulky (favoring the positive steric potential) at their respective binding sites.

Zenodo (CERN European Organization for Nuclear Research)
Pt. Jawahar Lal Nehru Memorial Medical College (IN), Pandit Ravishankar Shukla University (IN)
Good health and well-being
Openalex Percentile: Top 33%
Protease and Inhibitor Mechanisms
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3DQSAR Approach Towards the Hydroxamic Acid Analogues as Matrix Metalloproteinase Inhibitors: A Key Role of Steric and Electrostatic Factors Using kNN MFA Method — G.K Srivanvas, R.P. Rajwade, et al. · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS