Overview
Drug discovery is the multidisciplinary process of identifying new therapeutic agents and advancing them from initial concept toward candidates suitable for development. It begins with target identification and validation, followed by hit generation through screening, hit-to-lead optimization, and lead refinement of pharmacological potency, selectivity, pharmacokinetics, and safety. Modern workflows integrate computer-aided drug design—including in silico modeling, structure- and ligand-based methods, and machine-learning and big-data approaches—with in vitro assays and in vivo testing to predict activity and toxicity early. Structure-activity relationship analysis, exemplified by studies of electron-withdrawing substituents on isatin analogues for analgesic and anti-inflammatory activity, guides rational molecular design, while high-throughput phenotypic platforms and disease models, including new approach methodologies for cancer biomarker development and calcium-transient assays in human iPSC-derived cardiomyocytes, support compound screening and translational relevance. Computational systems biology, proteomic and genomic profiling, immunoglobulin-based therapeutics, and artificial intelligence increasingly inform target selection, candidate prioritization, and predictive toxicology and drug-safety assessment. Because attrition is high and most candidates fail, transparent reporting of negative and inconclusive results is particularly valuable for refining strategies and avoiding duplicated effort. The journal publishes peer-reviewed research spanning computational design, screening, pharmacology, and safety, reflecting the iterative and data-intensive nature of contemporary drug discovery.
Research published in this journal
12 peer-reviewed articles, ranked by relevance. Each links to its DOI.
Drug Design Progress of In silico, In vitro and In vivo Researches
The Application of Immunoglobulins Immune Response in the Discovery and Development of Safe Therapeutic Agents: A Review Article
A Review on Drug Design by the Application of Computer
Big Data Research: Database and Computing
Proteomic and Genomic Techniques in Medical Research: Applications in Cancer, Diagnostics, and Personalized Medicine
Computational Systemic Biology for Toxicity Studies: A Mini Review of Previously Published Articles
Profile of Similarity of Electron Withdrawing Structure Towards Analgesic-Anti-Inflammatory Activity of The Novel Isatin Analogue: Design and Implementation of Phase I Drug Discovery
Artificial Intelligence in Healthcare: Enhancing Efficiency, Ensuring Equity, and Restoring Empathy
Calcium Transient Assays for Compound Screening with Human iPSC-derived Cardiomyocytes: Evaluating New Tools
Epigenetics and Nutrition
Toxicology and Drug Safety Issues: A Review Article
How this research is being cited
The 12 articles above have been cited 39 times in the scholarly literature. Citation data via OpenAlex and Crossref, updated Jun 2026.
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Noor Waleed et al. · 2025 · Iraqi Journal of Pharmaceutical Sciences
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2025 · Elsevier eBooks
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Taylor Anglen et al. · 2025 · bioRxiv
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2024 · Cell stem cell
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Lara G. Dresser et al. · 2024 · bioRxiv
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K. Raniga et al. · 2024 · Cell Stem Cell
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2023 · BMC Cancer
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2023 · Physiology and Molecular Biology of Plants
A sample of recent works citing this journal's research on Drug Discovery, linking to each citing work.