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References from Artificial intelligence-guided green and circular nanotechnology: designing sustainable, biodegradable, and bioresponsive nanocarriers for next-generation precision drug delivery. Local targets link to admitted publications; unresolved targets remain external evidence.
Advancing nanoparticle production: scaling up techniques, challenges, and future perspectives in pharmaceutical applications
2025 · External reference
The rise of self-driving labs in chemical and materials sciences
10.1038/s44160-022-00231-0 · 2023 · External reference
Unresolved reference
2012 · External reference
Microfluidic and Turbulent Mixing for mRNA LNP Vaccines
10.3390/pharmaceutics17091148 · 2025 · External reference
Digital twins and AI for end-to-end sustainable pharmaceutical supply chain management
10.30574/wjbphs.2025.21.3.0344 · 2025 · External reference
Liposomal drug delivery systems: from concept to clinical applications
10.1016/j.addr.2012.09.037 · 2013 · External reference
Delivery of siRNA to the mouse brain by systemic injection of targeted exosomes
10.1038/nbt.1807 · 2011 · External reference
Green chemistry: principles and practice
10.1039/b918763b · 2010 · External reference
Unresolved reference
2000 · External reference
The United Nations sustainability goals: how can sustainable chemistry contribute?
10.1016/j.cogsc.2018.04.017 · 2018 · External reference
Predictive modeling of nanoparticle-cell interactions using deep learning
10.26524/nr.8.6 · 2025 · External reference
Challenges in exposure modeling of nanoparticles in aquatic environments
10.1080/10807039.2011.538639 · 2011 · External reference
Intranasal mucoadhesive chitosan microspheres of ranolazine: formulation, design, and pharmacokinetic evaluation
10.1016/j.xphs.2026.104399 · 2026 · External reference
Efficacy and safety of the mRNA-1273 SARS-CoV-2 vaccine
10.1056/nejmoa2035389 · 2021 · External reference
Burst release from in situ forming PLGA-based implants: 12 effectors and ways of correction
10.3390/pharmaceutics16010115 · 2024 · External reference
10.1016/b978-0-323-85041-4.00004-4
10.1016/b978-0-323-85041-4.00004-4 · External reference
Doxil®–the first FDA-approved nano-drug: lessons learned
10.1016/j.jconrel.2012.03.020 · 2012 · External reference
Machine learning prediction of protein adsorption on drug-delivering nanoparticles: a literature survey and need for future development
10.1007/s11095-025-03981-6 · 2026 · External reference
A detailed insight of the tumor targeting using nanocarrier drug delivery system
10.1080/10717544.2023.2183815 · 2023 · External reference
Loofah-chitosan and poly (−3-hydroxybutyrate-co-3-hydroxyvalerate) (PHBV) based hydrogel scaffolds for meniscus tissue engineering applications
10.1016/j.ijbiomac.2022.09.031 · 2022 · External reference
Chitosan-based drug delivery systems
10.1016/j.ejpb.2012.04.007 · 2012 · External reference
Electrospinning: a fascinating fiber fabrication technique
10.1016/j.biotechadv.2010.01.004 · 2010 · External reference
Transitioning through phases: routes to fabricate structured polymer nanoparticles
10.1021/accountsmr.5c00232 · 2025 · External reference
Principles of nanoparticle design for overcoming biological barriers to drug delivery
10.1038/nbt.3330 · 2015 · External reference
Liposome-azobenzene nanocomposite as photo-responsive drug delivery vehicle
10.1007/s13204-022-02666-5 · 2022 · External reference
Blends as a strategy towards tailored hydrolytic degradation of poly(ɛ-caprolactone-co-d,l-lactide)–poly(ethylene glycol)–poly(ɛ-caprolactone-co-d,l-lactide) co-polymers
10.1016/j.polymdegradstab.2008.01.023 · 2008 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Regulatory sandboxes in the AI Act: reconciling innovation and safety?
10.1080/17579961.2023.2245678 · 2023 · External reference
How could the affordable, reliable and continuous production of lipid nanoparticles revolutionize healthcare?
10.1080/17435889.2025.2500911 · 2025 · External reference
Closed-loop formulation development through artificial intelligence: Bayesian optimization, robotics, and self-driving laboratories in pharmaceutics
2026 · External reference
The rise of deep learning in drug discovery
10.1016/j.drudis.2018.01.039 · 2018 · External reference
Digital twins in pharmaceutical and biopharmaceutical manufacturing: a literature review
10.3390/pr8091088 · 2020 · External reference
Size controlled synthesis of starch nanoparticles by a simple nanoprecipitation method
10.1016/j.carbpol.2011.07.012 · 2011 · External reference
Machine learning and artificial intelligence in physiologically based pharmacokinetic modeling
10.1093/toxsci/kfac101 · 2023 · External reference
Autonomous discovery in the chemical sciences part I: progress
10.1002/anie.201909987 · 2020 · External reference
Lifecycle analysis of nanotechnology-enhanced soft materials in the circular economy
10.1039/d5me00067j · 2025 · External reference
Evidence of RNAi in humans from systemically administered siRNA via targeted nanoparticles
10.1038/nature08956 · 2010 · External reference
Unresolved reference
External reference
Artificial intelligence as a catalyst for the circular economy: a mixed-methods analysis of sustainable production ecosystems (2023–2024)
10.1007/s11365-026-01176-y · 2026 · External reference
Chitosan nanoparticles preparation and applications
10.1007/s10311-017-0670-y · 2018 · External reference
Unresolved reference
External reference
Biocompatible nanoparticles in medicine: from design to clinical translation
10.1007/s43939-025-00489-z · 2025 · External reference
Artificial intelligence driven protein design and sustainable nanomedicine for advanced theranostics
2026 · External reference
Impact of nanotechnology on drug delivery
10.1021/nn900002m · 2009 · External reference
Nanomedicine meets immunotherapy: advancing adoptive cell therapy with nanoparticles in the treatment of cancer with sustainability perspectives
10.1002/advs.202522864 · 2026 · External reference
Synthesis of functional polymers by post‐polymerization modification
10.1002/anie.200801951 · 2009 · External reference
The Circular Economy–A new sustainability paradigm?
10.1016/j.jclepro.2016.12.048 · 2017 · External reference
Delivering the power of nanomedicine to patients today
10.1016/j.jconrel.2020.07.007 · 2020 · External reference
Unresolved reference
2017 · External reference
Emerging technologies and safety concerns: a condensed review of environmental life cycle risks in the nano-world
10.1007/s13762-017-1367-2 · 2017 · External reference
Automatic chemical design using a data-driven continuous representation of molecules
10.1021/acscentsci.7b00572 · 2018 · External reference
Generative adversarial networks
10.1145/3422622 · 2020 · External reference
Ethanol injection technique for liposomes formulation: an insight into development, influencing factors, challenges and applications
10.1016/j.jddst.2020.102174 · 2021 · External reference
Organic solvents in the pharmaceutical industry
2010 · External reference
Enzyme-catalysis breathes new life into polyester condensation polymerizations
10.1016/j.tibtech.2010.05.004 · 2010 · External reference
Nanomaterials in drug delivery: leveraging artificial intelligence and big data for predictive design
10.3390/ijms262211121 · 2025 · External reference
Intelligence prediction of microfluidically prepared nanoparticles
10.1038/s41598-025-21471-y · 2025 · External reference
Building a model based on scientific consensus for life cycle impact assessment of chemicals: the search for harmony and parsimony
10.1021/es703145t · 2008 · External reference
Artificial intelligence as a disruptive force in pharmaceutical innovation: transforming discovery, development, and manufacturing
10.2147/dddt.s588295 · 2026 · External reference
Life cycle assessment of engineered nanomaterials: state of the art and strategies to overcome existing gaps
10.1016/j.scitotenv.2012.03.001 · 2012 · External reference
Natural, incidental, and engineered nanomaterials and their impacts on the Earth system
10.1126/science.aau8299 · 2019 · External reference
Industrial perspective on the manufacturing of lipid nanoparticles for nucleic acid delivery
10.3390/pharmaceutics18040489 · 2026 · External reference
Application of ensemble machine learning approach to assess the factors affecting size and polydispersity index of liposomal nanoparticles
10.1038/s41598-023-43689-4 · 2023 · External reference
Lipid nanoparticles for mRNA delivery
10.1038/s41578-021-00358-0 · 2021 · External reference
Preclinical development and clinical translation of a PSMA-targeted docetaxel nanoparticle with a differentiated pharmacological profile
10.1126/scitranslmed.3003651 · 2012 · External reference
Unresolved reference
2012 · External reference
Green synthesis of metal nanoparticles using plants
10.1039/c1gc15386b · 2011 · External reference
AI-driven integration of nanotechnology and green nanotechnology for sustainable energy and environmental remediation
10.9734/jerr/2025/v27i71574 · 2025 · External reference
14 examples of how LLMs can transform materials science and chemistry: a reflection on a large language model hackathon
10.1039/d3dd00113j · 2023 · External reference
Lipid nanoparticle-based mRNA vaccines: a new frontier in precision oncology
10.1093/pcmedi/pbae017 · 2024 · External reference
The biology, function, and biomedical applications of exosomes
10.1126/science.aau6977 · 2020 · External reference
Systematic evaluation and statistical modeling of dual centrifugation and high-pressure homogenization as promising methods for scalable preparation of polymeric nanoparticles
10.1186/s11671-026-04808-y · 2026 · External reference
Smart micro/nanoparticles in stimulus-responsive drug/gene delivery systems
10.1039/c5cs00798d · 2016 · External reference
Dendrimer as nanocarrier for drug delivery
10.1016/j.progpolymsci.2013.07.005 · 2014 · External reference
Matrix metalloproteinases: regulators of the tumor microenvironment
10.1016/j.cell.2010.03.015 · 2010 · External reference
Conceptualizing the circular economy: an analysis of 114 definitions
10.1016/j.resconrec.2017.09.005 · 2017 · External reference
Recent advances in nanoprecipitation: from mechanistic insights to applications in nanomaterial synthesis
10.1039/d5sm00006h · 2025 · External reference
The current landscape of nucleic acid therapeutics
10.1038/s41565-021-00898-0 · 2021 · External reference
Regulatory requirement for the approval of novel, nanotechnology-based biological products
2022 · External reference
Physiologically based pharmacokinetic modeling of nanoparticle biodistribution: a review of existing models, simulation software, and data analysis tools
10.3390/ijms232012560 · 2022 · External reference
Deep learning
10.1038/nature14539 · 2015 · External reference
Molecular dynamics simulations of protein corona formation on membrane surfaces: effects of lipid composition and PEGylation on selective plasma protein adsorption
10.1021/acs.molpharmaceut.4c01533 · 2025 · External reference
Calcium phosphate-based osteoinductive materials
10.1021/cr800427g · 2008 · External reference
Bayesian optimization and machine learning for vaccine formulation development
2025 · External reference
Multifunctional PLGA nanosystems: enabling integrated diagnostic and therapeutic strategies
2025 · External reference
Long-circulating protein-polymer conjugates: advancing beyond PEGylated proteins
10.26599/nr.2026.94908529 · 2026 · External reference
Critical chemistry manufacturing and controls considerations for mRNA lipid nanoparticle translation
10.1186/s11671-026-04864-4 · 2026 · External reference
Machine learning in chemoinformatics and drug discovery
10.1016/j.drudis.2018.05.010 · 2018 · External reference
Advances in microfluidics for lipid nanoparticles and extracellular vesicles and applications in drug delivery systems
10.1016/j.addr.2018.03.008 · 2018 · External reference
Recent trends and perspectives of artificial intelligence-based machine learning from discovery to manufacturing in biopharmaceutical industry
10.1007/s40005-023-00637-8 · 2023 · External reference
Poly lactic-co-glycolic acid (PLGA) as biodegradable controlled drug delivery carrier
10.3390/polym3031377 · 2011 · External reference
Mol-CycleGAN: a generative model for molecular optimization
10.1186/s13321-019-0404-1 · 2020 · External reference
Two-step machine learning enables optimized nanoparticle synthesis
10.1038/s41524-021-00520-w · 2021 · External reference
Safe and sustainable by design with ML/AI: a transformative approach to advancing nanotechnology
10.3762/bjnano.17.11 · 2026 · External reference
Generation and testing of clinical-grade exosomes for pancreatic cancer
10.1172/jci.insight.99263 · 2018 · External reference
Unresolved reference
1999 · External reference
Biodegradable particle formation for drug and gene delivery using supercritical fluid and dense gas
10.1016/j.addr.2007.02.003 · 2008 · External reference
Engineering precision nanoparticles for drug delivery
10.1038/s41573-020-0090-8 · 2021 · External reference
Synthesis of metallic nanoparticles using plant extracts
10.1016/j.biotechadv.2013.01.003 · 2013 · External reference
Oral insulin delivery by self-assembled chitosan nanoparticles: in vitro and in vivo studies in diabetic animal model
10.1016/j.msec.2012.09.001 · 2013 · External reference
Towards circular economy metrics: a systematic review
10.1007/s43615-025-00604-5 · 2025 · External reference
Green chemistry in pharmaceutical industry: sustainable approaches to drug synthesis
10.1007/s40495-026-00455-0 · 2026 · External reference
Nanomaterials in the European chemicals legislation–methodological challenges for registration and environmental safety assessment
10.1039/d0en01123a · 2021 · External reference
A content review of life cycle assessment of nanomaterials: current practices, challenges, and future prospects
10.3390/nano11123324 · 2021 · External reference
How advanced are self-assembled nanomaterials for targeted drug delivery? A comprehensive review of the literature
10.2147/ijn.s490444 · 2025 · External reference
Process robustness in lipid nanoparticle production: a comparison of microfluidic and turbulent jet mixing
10.1021/acs.molpharmaceut.3c00390 · 2023 · External reference
Molecular de-novo design through deep reinforcement learning
10.1186/s13321-017-0235-x · 2017 · External reference
Glutathione in cancer cell death
10.3390/cancers3011285 · 2011 · External reference
The drug delivery field at the inflection point: time to fight its way out of the egg
10.1016/j.jconrel.2017.07.030 · 2017 · External reference
Sustainability assessment of novel chemical processes at early stage: application to biobased processes
10.1039/c2ee21581k · 2012 · External reference
Zein as a source of functional colloidal nano-and microstructures
10.1016/j.cocis.2014.08.001 · 2014 · External reference
Revolutionizing pharmacology: AI-powered approaches in molecular modeling and ADMET prediction
10.1016/j.medidd.2025.100223 · 2025 · External reference
Lyso-thermosensitive liposomal doxorubicin: a novel approach to enhance efficacy of thermal ablation of liver cancer
10.1517/14656560802677874 · 2009 · External reference
Explainable artificial intelligence: a perspective on drug discovery
10.3390/pharmaceutics17091119 · 2025 · External reference
Physics‐informed neural networks for predictive modeling and optimization of pH‐triggered drug release from quercetin‐loaded nanocomposites
10.1002/cnma.70300 · 2026 · External reference
Targeted MMP-2 responsive chimeric polymersomes for therapy against colorectal cancer
10.1016/j.colsurfb.2020.111135 · 2020 · External reference
Computationally guided high-throughput design of self-assembling drug nanoparticles
10.1038/s41565-021-00870-y · 2021 · External reference
10.1145/2939672.2939778
10.1145/2939672.2939778 · External reference
Liposomes, transfersomes and niosomes: production methods and their applications in the vaccinal field
10.1186/s12967-024-05160-4 · 2024 · External reference
Life cycle assessment of manufactured nanomaterials: where are we?
10.1016/j.impact.2017.12.003 · 2018 · External reference
Inverse molecular design using machine learning: generative models for matter engineering
10.1126/science.aat2663 · 2018 · External reference
Redox environment of the cell as viewed through the redox state of the glutathione disulfide/glutathione couple
10.1016/s0891-5849(01)00480-4 · 2001 · External reference
Assessing decarbonization strategies and industrial symbiosis in the chemical and waste-to-energy sector
10.1111/jiec.13616 · 2025 · External reference
Green carbon dots in the era of AI: sustainable synthesis, intelligent drug delivery, advanced diagnostics, and bioimaging
10.55730/1300-0152.2762 · 2025 · External reference
Machine learning empowered formulation design, optimization and characterization of nanoparticulate drug delivery systems: current applications, challenges, and future perspectives
10.1016/j.apsb.2025.12.011 · 2026 · External reference
Computer simulation studies of self-assembling macromolecules
10.1016/j.sbi.2012.01.011 · 2012 · External reference
Antigenicity extension: a novel concept explained by the immunogenicity of PEG
10.1021/acsbiomedchemau.4c00042 · 2024 · External reference
pH‐responsive polymers for drug delivery: trends and opportunities
10.1002/pol.20230403 · 2023 · External reference
Large language models encode clinical knowledge
10.1038/s41586-023-06291-2 · 2023 · External reference
Practical bayesian optimization of machine learning algorithms
2012 · External reference
The mixing method used to formulate lipid nanoparticles affects mRNA delivery efficacy and organ tropism
10.1016/j.ejpb.2023.10.006 · 2023 · External reference
Current and future roles of artificial intelligence in medicinal chemistry synthesis
10.1021/acs.jmedchem.9b02120 · 2020 · External reference
Emerging applications of stimuli-responsive polymer materials
10.1038/nmat2614 · 2010 · External reference
A review of artificial intelligence (AI)-driven smart and sustainable drug delivery systems: a dual-framework roadmap for the next pharmaceutical paradigm
10.3390/sci7040179 · 2025 · External reference
Predictive modeling approach using machine learning-integrated design of experiments in quality by design for optimizing resveratrol-loaded polymeric nanoparticle formulation
10.1016/j.ijpharm.2025.126080 · 2025 · External reference
Applications of ultrasound to materials chemistry
10.1146/annurev.matsci.29.1.295 · 1999 · External reference
Heuristic modeling of macromolecule release from PLGA microspheres
2013 · External reference
An autonomous laboratory for the accelerated synthesis of inorganic materials
10.1038/s41586-023-06734-w · 2023 · External reference
Nanomedicines: addressing the scientific and regulatory gap
10.1111/nyas.12403 · 2014 · External reference
Polyacetal− doxorubicin conjugates designed for pH-dependent degradation
10.1021/bc030028a · 2003 · External reference
Multifunctional, stimuli-sensitive nanoparticulate systems for drug delivery
10.1038/nrd4333 · 2014 · External reference
Integrating QSAR modelling and deep learning in drug discovery: the emergence of deep QSAR
10.1038/s41573-023-00832-0 · 2024 · External reference
Unresolved reference
2022 · External reference
The nanomedicine revolution: part 3: regulatory and safety challenges
2012 · External reference
Phase I study of PSMA-targeted docetaxel-containing nanoparticle BIND-014 in patients with advanced solid tumors
10.1158/1078-0432.ccr-15-2548 · 2016 · External reference
Critical assessment of AI in drug discovery
10.1080/17460441.2021.1915982 · 2021 · External reference
Ionic liquid processing of cellulose
10.1039/c2cs15311d · 2012 · External reference
Stem cell-based tissue engineering with silk biomaterials
10.1016/j.biomaterials.2006.07.008 · 2006 · External reference
Dysregulated pH: a perfect storm for cancer progression
10.1038/nrc3110 · 2011 · External reference
Analysis of nanoparticle delivery to tumours
10.1038/natrevmats.2016.14 · 2016 · External reference
The FAIR Guiding Principles for scientific data management and stewardship: comment
10.1038/sdata.2016.18 · 2016 · External reference
Matrix metalloproteases-responsive nanomaterials for tumor targeting diagnosis and treatment
10.1080/02652048.2017.1343873 · 2017 · External reference
The convergence of nanomanufacturing and artificial intelligence: trends and future directions
10.1088/1361-6528/add304 · 2025 · External reference
Therapeutic applications of curcumin nanoformulations
10.1208/s12248-015-9811-z · 2015 · External reference
A review of confined impinging jet reactor (CIJR) with a perspective of mRNA-LNP vaccine production
10.1515/revce-2024-0016 · 2024 · External reference
Optimization of molecules via deep reinforcement learning
10.1038/s41598-019-47148-x · 2019 · External reference
