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RESEARCH PAPER · Advanced Drug Delivery Reviews · 2022

Merging data curation and machine learning to improve nanomedicines

Chen Chen, Zvi A Yaari, Elana Apfelbaum, Piotr A. Grodzinski, Yosi Shamay, Daniel A. Heller

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Merging data curation and machine learning to improve nanomedicinesOriginalNanossegurança para inovação sustentável: a avaliação da toxicidade e ciclo de vida de um nanoproduto é essencial para garantir que a sua produção e aplicações prosperem; sem provocar impactos negativos aos trabalhadores, consumidores e ao meio ambiente0Artificial intelligence to bring nanomedicine to life189Materiomically Designed Polymeric Vehicles for Nucleic Acids: Quo Vadis?18Spectroscopy-Based Local Modeling Method for High-Throughput Quantification of Nucleic Acid Loading in Lipid Nanoparticles8Translational drug delivery: Time to be Frank for future success0Development and analysis of machine-learning guided flash nanoprecipitation (FNP) for continuous chitosan nanoparticles production21Data Curation and Optimization Techniques: A Systematic Mapping Study0Trends and patterns in cancer nanotechnology research: A survey of NCI's caNanoLab and nanotechnology characterization laboratory32A Nanomedicine Structure–Activity Framework for Research, Development, and Regulation of Future Cancer Therapies50The Application of Artificial Intelligence in Magnetic Hyperthermia Based Research23Ultrasmall silica nanoparticles in translational biomedical research: Overview and outlook35Creating a Dataset Used for Applying Machine Learning Techniques to Accurately Forecast the Energy Cost in Home-Based Small Businesses2Convergence of artificial intelligence and nanotechnology in the development of novel formulations for cancer treatment5Re-envisioning the design of nanomedicines: harnessing automation and artificial intelligence43A Machine Learning Approach for PLGA Nanoparticles in Antiviral Drug Delivery46Spotlight on Genetic Kidney Diseases: A Call for Drug Delivery and Nanomedicine Solutions45Artificial Intelligence in Pharmaceutical Sciences132Treatment of industrial effluent using specialized, magnetized coagulants2Multifunctional nanostructures: Intelligent design to overcome biological barriers63Towards artificial intelligence-enabled extracellular vesicle precision drug delivery154Prospects of Using Machine Learning and Diamond Nanosensing for High Sensitivity SARS-CoV-2 Diagnosis7Knowledge Gaps in Generating Cell-Based Drug Delivery Systems and a Possible Meeting with Artificial Intelligence30A short review on machine learning for the purpose of optimizing and predicting the properties of polymeric nanocomposites21The Experimentalist’s Guide to Machine Learning for Small Molecule Design10Lipid nanoparticle-based mRNA delivery systems for cancer immunotherapy93STING agonist-boosted mRNA immunization via intelligent design of nanovaccines for enhancing cancer immunotherapy53Application of Artificial Intelligence in the Exploration and Optimization of Biomedical Nanomaterials91Revolutionizing drug formulation development: The increasing impact of machine learning128Advanced optical imaging for the rational design of nanomedicines18Biomedical Big Data Technologies, Applications, and Challenges for Precision Medicine: A Review85Exploring and Analyzing the Systemic Delivery Barriers for Nanoparticles79A mechanistic review on machine learning-supported detection and analysis of volatile organic compounds for food quality and safety113Fragment-based drug nanoaggregation reveals drivers of self-assembly27Computational Nanotoxicology and its Applications2Drug delivery system tailoring via metal-organic framework property prediction using machine learning: A disregarded approach20The role of ligands on synthesis, functional control, and biomedical applications of near-infrared light-responsive metal-based nanoparticles22Nanotechnology Enabled Drug Delivery System Leveraging Machine Learning Techniques0Simulation-based approaches for drug delivery systems: Navigating advancements, opportunities, and challenges103Biotechnology-Artificial Intelligence Nexus: A Mini Review of Advanced Applications, Benefits, and Challenges in the Healthcare Domain0Microfluidics for Formulation and Scale-Up Production of Nanoparticles for Biopharma Industry23Shallow Learning vs. Deep Learning in Engineering Applications13Artificial Intelligence Technologies used for the Assessment of Pharmaceutical Excipients8Mathematical Modeling of Micro-/Nanoparticles Transport in Blood Vessels: A Review12Predicting Serotonin Detection with DNA-Carbon Nanotube Sensors across Multiple Spectral Wavelengths18Retracted: Using Deep Learning to Unlock Data Science Insights: An Exploration of Techniques0Machine learning in drug delivery82Progress in the Computer‐Aided Analysis in Multiple Aspects of Nanocatalysis Research4The Machine Learning Algorithms in Supply Chain Coordination Simulation and Optimization0Advancing Pharmaceutical Science with Artificial Neural Networks: A Review on Optimizing Drug Delivery Systems Formulation8Advanced drug delivery systems in the management of CNS disorders0Review on machine learning application in tissue engineering: What has been done so far? Application areas, challenges, and perspectives41Data-Quality-Navigated Machine Learning Strategy with Chemical Intuition to Improve Generalization13Stemness regulation in prostate cancer: prostate cancer stem cells and targeted therapy15AI for Nanomedicine Design: A Mixed-Methods Review of Models and Translation0‘Applications of machine learning in liposomal formulation and development’33Machine learning-assisted microfluidic approach for broad-spectrum liposome size control28NANOTECHNOLOGY-DRIVEN THERAPEUTICS FOR LIVER CANCER: CLINICAL APPLICATIONS AND PHARMACEUTICAL INSIGHTS13Machine Learning in Polymer Research167Leveraging Artificial Intelligence and Machine Learning for Characterizing Protein Corona, Nanobiological Interactions, and Advancing Drug Discovery42Hyaluronic acid-functionalized nanomedicines for CD44-receptors-mediated targeted cancer therapy: A review of selective targetability and biodistribution to tumor microenvironment53Application of Machine Learning in Nano Research — A Review2Amplifying STING activation by biomimetic manganese mRNA nanovaccines for local and systemic cancer immunotherapy5Extracellular vesicles as nature's nano carriers in cancer therapy: Insights toward preclinical studies and clinical applications22Artificial Intelligence in Molecular Optimization: Current Paradigms and Future Frontiers4Machine learning reshapes the paradigm of nanomedicine research39Preparing for the Next Generation of Material Environmental Health and Safety (EHS) Concerns: Guidelines for Future Data Curation Collaborations2Machine Learning‐Enhanced Nanoparticle Design for Precision Cancer Drug Delivery60Advanced Nanomedicines for Treating Refractory Inflammation-Related Diseases33In-silico strategies in nano-drug design: Bridging nanomaterials and pharmacological applications46Machine Learning Predicts Drug Release Profiles and Kinetic Parameters Based on Tablets’ Formulations44Advances in the rational design of ionizable lipids for mRNA therapeutics11Worldwide willingness to share health data high but privacy, consent and transparency paramount, a meta-analysis22STIMULI-RESPONSIVE DRUG DELIVERY SYSTEMS: EXTENSIVE OVERVIEW6Deep Learning in the Design of Nanoparticle-based Drug Formulations1Endolysosomal Sequestration Effects Controlled Release of BRAF Paradox Breaker Nanoparticles1Prediction drug release profile from chitosan nanoparticles: integration of experimental data and machine learning models9The emerging role of machine learning in nanomaterials research: applications, challenges, and future directions8Machine Learning for Predictive Modeling in Nanomedicine‐Based Cancer Drug Delivery14Leveraging AI Innovation in Nanomaterials, Synthesis, Characterization, and Device Design0Emerging Technologies and Integrated Interdisciplinary Strategies for Mitigating Protein Aggregation in Therapeutic Formulations1Integrating artificial intelligence for design, optimization and pharmacokinetic prediction in nanoparticle based drug delivery4Accelerating discoveries in cancer nanomedicine using AI16DCC: A Model-Free Frame to Evaluate Data Set Quality1Machine learning empowered formulation design, optimization and characterization of nanoparticulate drug delivery systems: Current applications, challenges, and future perspectives49The growing impact of machine learning on drug formulation science4Machine Learning for the Prediction of Size and Encapsulation Efficiency of mRNA-Loaded Lipid Nanoparticles Following a Postencapsulation Approach6Machine learning-driven advances in nanotechnology: From materials design to process optimization – A review18Advances in microfluidic and artificial intelligence-assisted design of liposomes for drug delivery applications5Neuronal Organoid Engineering and Disease-Focused High-Throughput Neuropharmacology: Advances, Limitations, and Translational Strategies4A Bioinspired Approach to Next-Generation Vaccines in Solid Tumors with Engineered Cell Membranes2Application of Machine Learning in the Drug Development Process0Nano-theragnostic Platforms for Breast Cancer Diagnosis and Therapy: Current Advances, Translational Challenges, and Future Directions0Unlocking component-level chemical structural information for AI-driven targeted nanoparticle design3A Review on AI-Based Data-Driven Models for Optimization of Nanocarriers as Drug Delivery Systems22Rethinking Nature’s Pharmacy: AI Era and Natural Product Drug Discovery18Advancing the Landscape of RNAi Nanotherapeutics for Ischemic Heart Disease4Integration of Machine Learning With PBPK and QSAR Modeling Approaches to Facilitate Drug Discovery and Development5IRACEMA: A Database Management System for Bioactive Compounds Obtained and Characterized by Brazilian Researchers0Embodying Facts, Figures, and Faiths in Narrative Artistic Performances in Rural Bangladesh2Artificial intelligence-assisted lipid nanoparticles formulation in drug delivery for precision therapy2RNA-based cancer immunotherapy: Harnessing the power of RNA nanoparticles for melanoma treatment1Integrated Machine Learning and Molecular Dynamics for Functional Nanoparticle Design: Synthesis, Characterization, Force-Field Development, and Property Prediction2Towards advancing cancer nanomedicine: Recent strategies for overcoming translational and toxicological challenges2Flavonoids in Cancer Therapy: Nanocarrier Strategies to Overcome Bioavailability Limitations1Epigenetic-targeted nanomedicine in cancer: from molecular mechanisms to therapeutic revolution0Standardized toxicity data curation pipeline: A systematic evaluation of data quality control on QSAR model reproducibility and reliability0Digital twins and nanomedicine: Predictive modelling for clinical translation0A toolbox to optimize and scale up microfluidic production of lipid-based nanoparticles1Machine learning-assisted design of a dendritic cell nanovaccine inducing twin immunity against monkeypox0Machine Learning for the Design and Optimization of Bio-Nanomaterials0Artificial intelligence and machine learning in nanoparticle drug delivery systems0Engineering Oral Nanoparticles: Navigating Biological Barriers in the Gastrointestinal Tract0

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  4. Spectroscopy-Based Local Modeling Method for High-Throughput Quantification of Nucleic Acid Loading in Lipid Nanoparticles

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  6. Development and analysis of machine-learning guided flash nanoprecipitation (FNP) for continuous chitosan nanoparticles production

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  8. Trends and patterns in cancer nanotechnology research: A survey of NCI's caNanoLab and nanotechnology characterization laboratory

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  18. Treatment of industrial effluent using specialized, magnetized coagulants

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  20. Towards artificial intelligence-enabled extracellular vesicle precision drug delivery

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  21. Prospects of Using Machine Learning and Diamond Nanosensing for High Sensitivity SARS-CoV-2 Diagnosis

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  50. Advanced drug delivery systems in the management of CNS disorders

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