Abdulmujeeb Onawole

Abdulmujeeb T. Onawole, PhD

Hello, I am a computational chemist and explainable AI specialist based in Brisbane, Australia. My research applies quantum chemistry and machine learning across life science and material science, with work spanning antimicrobial drug discovery and carbon capture. A central priority is explainability, building AI models whose predictions chemists can trust and act on. I completed my PhD in Computational Chemistry at The University of Queensland.

Publications

TOPIC:

Explainable artificial intelligence for antimicrobial drug discovery

Onawole, A. T.

PhD Thesis, The University of Queensland Library, 2026

Are Atoms Enough? An Explainable Graph Neural Network for Carbon Capture and Gas Separation in Metal-Organic Frameworks

Onawole, A. T.

ChemRxiv preprint, 2026

Framework for evaluating explainable AI in antimicrobial drug discovery

Onawole, A., Blaskovich, M. A. T., Zuegg, J.

Journal of Cheminformatics, 2026 — Q1

Antimicrobial Activity Prediction System

Onawole, A. et al.

Interactive web application — predicts activity against S. aureus, E. coli, and C. albicans at 88–95% precision

PoreGCN — Explainable Graph Neural Network for Porous Materials

Onawole, A. T.

Interactive web application — GNN-based property prediction for metal-organic frameworks and porous materials

Organoselenium compounds as an enriched source for the discovery of new antimicrobial agents

Friberg, L. I. M., Kavanagh, A., Amado, M., …, Onawole, A., et al.

RSC Medicinal Chemistry, 16(11), 2025 — Q1

Coaxial electrospinning: design, characterization, mechanistic insights and their emerging applications in solar cells

Alli, Y. A., Bamisaye, A., Onawole, A., …, Youssef, K.

Nano Energy, 131, 110203, 2024 — Q1

Iridium(III)-based minor groove binding complexes as DNA photocleavage agents

Aderinto, S. O., John, T., Onawole, A., Galleh, R. P., Thomas, J. A.

Dalton Transactions, 53(17), 7282–7291, 2024 — Q2

Photocatalysts for CO₂ reduction and computational insights

Alli, Y. A., Oladoye, P. O., Onawole, A., …, Philippot, K.

Fuel, 344, 128101, 2023 — Q1

What is the future of work for Multicultural Australia?

Pratt, M., Samanta, S., McIntyre, L., Luong, Q. H., Erskine, N., Onawole, A.

Report, The University of Queensland, 2023

Theoretical studies of a silica functionalized acrylamide for calcium scale inhibition

Onawole, A. T., Hussein, I. A., Saad, M., Ismail, N., Alshami, A., Nasser, M. S.

Polymers, 14(12), 2333, 2022 — Q1

Impact of aluminium acetate particle size on the gelation kinetics of polyacrylamide-based gels: rheological and molecular simulation study

Hamza, A., Shamlooh, M., Hussein, I. A., Nasser, M. S., Onawole, A. T., Magzoub, M., Salehi, S.

The Canadian Journal of Chemical Engineering, 2022 — Q3

Structural and energetic effect of the intramolecular hydrogen bonding in 4,6-dihaloresorcinols: ab initio calculation, vibrational spectroscopy and molecular docking studies

Popoola, S., Onawole, A. T., Ullah, N., Al-Saadi, A.

Structural Chemistry, 33(1), 2022 — Q3

Calcite scale inhibition using environmental-friendly amino acid inhibitors: DFT investigation

Jalab, R., Saad, M., Hussein, I. A., Onawole, A. T.

ACS Omega, 6(47), 32120–32132, 2021 — Q1

Pyrite-scale removal using glutamic diacetic acid: a theoretical and experimental investigation

Ahmed, M. E., Hussein, I. A., Onawole, A. T., Mahmoud, M., Saad, M. A.

SPE Production & Operations, 2021 — Q2

Molecular design of novel chemicals for iron sulfide scale removal

Onawole, A. T., Hussein, I. A., Nimir, H., Ahmed, M., Saad, M.

Journal of Chemistry, 2021 — Q2

Electrochemical removal of pyrite scale using green formulations

Ahmed, M., Hussein, I. A., Onawole, A. T., Saad, M. A., Khaled, M.

Scientific Reports, 11(1), 2021 — Q1

Theoretical studies of methane adsorption on silica-kaolinite interface for shale reservoir application

Onawole, A. T., Nasser, M. S., Hussein, I. A., Al-Marri, M. J., Aparicio, S.

Applied Surface Science, 546, 2021 — Q1

Computational-aided molecular design of a novel chemical for pyrite scale removal

Onawole, A., Hussein, I., Nimir, H., Saad, M.

ACS Meetings, 2021

Silica-kaolinite interface for shale gas application: a molecular modeling study

Onawole, A., Nasser, M., Hussein, I., Al-Marri, M., Sakhaee-Pour, A., Aparicio-Martinez, S.

ACS Meetings, 2021

COVID-19: CADD to the rescue

Onawole, A. T., Sulaiman, K. O., Kolapo, T. U., Akinde, F. O., Adegoke, R.

Virus Research, 285, 198022, 2020 — Q2

Ab initio molecular dynamics of the dissolution of oilfield pyrite scale using borax

Onawole, A. T., Hussein, I. A., Ahmed, M. E. M., Saad, M. A., Aparicio, S.

Journal of Molecular Liquids, 2020 — Q1

Effect of surface morphology on methane interaction with calcite: a DFT study

Onawole, A. T., Hussein, I. A., Carchini, G., Sakhaee-Pour, A., Berdiyorov, G. R.

RSC Advances, 10(28), 16669–16674, 2020

Density-functional theory investigation of barite scale inhibition using phosphonate and carboxyl-based inhibitors

Al Hamad, M., Al-Sobhi, S. A., Onawole, A. T., Hussein, I. A., Khraisheh, M.

ACS Omega, 5(51), 33323–33328, 2020 — Q2

Dissolution kinetics of different inorganic oilfield scales in green formulations

Ahmed, M., Hussein, I. A., Onawole, A. T., Saad, M. A., Mahmoud, M.

ACS Omega, 5(46), 29963–29970, 2020 — Q2

Development of a new borax-based formulation for the removal of pyrite scales

Ahmed, M., Hussein, I. A., Onawole, A. T., Saad, M. A.

ACS Omega, 5(24), 14308–14315, 2020 — Q2

DFT-MD dissolution of oilfield pyrite scale using borax

Onawole, A. T., Hussein, I. A., Ahmed, M. E. M., Saad, M. A., Aparicio, S.

QUARFE Conference Proceedings, Qatar University Press, 2020

Effect of pH on acidic and basic chelating agents used in the removal of iron sulfide scales: a computational study

Onawole, A. T., Hussein, I. A., Saad, M. A., Mahmoud, M., Ahmed, M. E. M., Nimir, H. I.

Journal of Petroleum Science and Engineering, 2019 — Q1

Molecular and electronic structure elucidation of Fe²⁺/Fe³⁺ complexed chelators used in iron sulfides scale removal in oil and gas wells

Onawole, A. T., Hussein, I. A., Sultan, A., Abdel-Azeim, S., Mahmoud, M., Saad, M. A.

The Canadian Journal of Chemical Engineering, 2019 — Q3

Pyrite scale removal using green formulations for oil and gas applications: reaction kinetics

Ahmed, M., Saad, M. A., Hussein, I. A., Onawole, A. T., Mahmoud, M.

Energy & Fuels, 2019 — Q1

Effect of pH on dissolution of iron sulfide scales using THPS

Ahmed, M., Onawole, A., Hussien, I., Saad, M., Mahmoud, M., Nimir, H.

SPE International Conference on Oilfield Chemistry, 2019

Application of DFT in iron sulfide scale removal from oil and gas wells

Onawole, A., Hussein, I., Saad, M., Ahmed, M., Aparicio, S.

Third EAGE WIPIC Workshop: Reservoir Management in Carbonates, 2019

Quantum chemical approach for chemiluminescence characteristics of di-substituted luminol derivatives in polar solvents

Sulaiman, K. O., Onawole, A. T., Shuaib, D. T., Saleh, T. A.

Journal of Molecular Liquids, 2019 — Q1

Synthesis, spectroscopic characterization, molecular docking and theoretical studies (DFT) of N-(4-aminophenylsulfonyl)-2-(4-isobutylphenyl)propanamide having potential enzyme inhibition applications

Asghar, A., Yousuf, M., Mubeen, H., Nazir, R., Haruna, K., Onawole, A. T., Rasheed, L.

Bioorganic & Medicinal Chemistry, 2019 — Q1

Understanding the corrosion inhibition of mild steel by selected green compounds using chemical quantum based assessments and molecular dynamics simulations

Sulaiman, K. O., Onawole, A. T., Faye, O., Shuaib, D. T.

Journal of Molecular Liquids, 2019 — Q1

Silver-loaded graphene as an effective SERS substrate for clotrimazole detection: DFT and spectroscopic studies

Onawole, A. T., Popoola, S. A., Saleh, T. A., Al-Saadi, A. A.

Spectrochimica Acta Part A, 201, 354–361, 2018 — Q1

A molecular modelling study towards the development of H₂S-free removal of iron sulphide scale from oil and gas wells

Buijs, W., Hussein, I. A., Mahmoud, M., Onawole, A. T., Saad, M. A., Berdiyorov, G. R.

Industrial & Engineering Chemistry Research, 2018 — Q1

Molecular dynamics and combined docking studies for the identification of Zaire Ebola Virus inhibitors

Sulaiman, K. O., Kolapo, T. U., Onawole, A. T., Islam, A., Adegoke, R. O., Badmus, S. O.

Journal of Biomolecular Structure and Dynamics, 2018 — Q1

Computational screening of potential inhibitors of Desulfobacter postgatei for pyrite scale prevention in oil and gas wells

Hussein, I. A., Onawole, A. T., Saad, M. A., Nimir, H. I., Ahmer, M. E. M.

bioRxiv preprint, 2018

Structural, spectroscopic and docking properties of resorcinol, its -OD isotopomer and dianion derivative: a comparative study

Onawole, A. T., Abdul Halim, M., Ullah, N., Al-Saadi, A. A.

Structural Chemistry, 2018 — Q3

Synthesis, structure and cytotoxicity evaluation of carbene-based gold(I) complexes of selenones

Seliman, A. A. A., Altaf, M., Onawole, A. T., Al-Saadi, A., Ahmad, S., et al.

Inorganica Chimica Acta, 2018 — Q2

Conformational, vibrational and DFT studies of a newly synthesized arylpiperazine-based drug and evaluation of its reactivity towards the human GABA receptor

Onawole, A. T., Al-Ahmadi, A. F., Mary, Y. S., Panicker, C. Y., Ullah, N., et al.

Journal of Molecular Structure, 1147, 266–280, 2017 — Q3

Structure based virtual screening of the Ebola Virus trimeric glycoprotein using consensus scoring

Onawole, A. T., Kolapo, T. U., Sulaiman, K. O., Adegoke, R. O.

Computational Biology and Chemistry, 2017 — Q2

Synthesis, X-ray structures and anticancer activity of gold(I)-carbene complexes with selenones as co-ligands and their molecular docking studies with thioredoxin reductase

Seliman, A. A. A., Altaf, M., Onawole, A. T., Ahmad, S., et al.

Journal of Organometallic Chemistry, 848, 175–183, 2017 — Q2

Spherical silver nanoparticles as substrates in surface-enhanced Raman spectroscopy for enhanced characterization of ketoconazole

Al-Shalalfeh, M. M., Onawole, A. T., Saleh, T. A., Al-Saadi, A. A.

Materials Science and Engineering: C, 76, 356–364, 2017 — Q1

Identification of potential inhibitors against the Zika virus using consensus scoring

Onawole, A. T., Sulaiman, K. O., Adegoke, R. O., Kolapo, T. U.

Journal of Molecular Graphics and Modelling, 73, 54–61, 2017 — Q2

Ultra-trace detection of methimazole by surface-enhanced Raman spectroscopy using gold substrate

Saleh, T. A., Al-Shalalfeh, M. M., Onawole, A. T., Al-Saadi, A. A.

Vibrational Spectroscopy, 90, 96–103, 2017 — Q2

Quantum chemical evaluation of the corrosion inhibition of novel aromatic hydrazide derivatives on mild steel in hydrochloric acid

Sulaiman, K. O., Onawole, A. T.

Computational and Theoretical Chemistry, 1093, 73–80, 2016 — Q2

For the complete citation record including patents, see Google Scholar or the full CV.