Can an InChI for Nano Address the Need for a Simplified Representation of Complex Nanomaterials across Experimental and Nanoinformatics Studies?

Chemoinformatics has developed efficient ways of representing chemical structures for small molecules as simple text strings, simplified molecular-input line-entry system (SMILES) and the IUPAC International Chemical Identifier (InChI), which are machine-readable. In particular, InChIs have been extended to encode formalized representations of mixtures and reactions, and work is ongoing to represent polymers and other macromolecules in this way. The next frontier is encoding the multi-component structures of nanomaterials (NMs) in a machine-readable format to enable linking of datasets for nanoinformatics and regulatory applications. A workshop organized by the H2020 research infrastructure NanoCommons and the nanoinformatics project NanoSolveIT analyzed issues involved in developing an InChI for NMs (NInChI). The layers needed to capture NM structures include but are not limited to: core composition (possibly multi-layered); surface topography; surface coatings or functionalization; doping with other chemicals; and representation of impurities. NM distributions (size, shape, composition, surface properties, etc.), types of chemical linkages connecting surface functionalization and coating molecules to the core, and various crystallographic forms exhibited by NMs also need to be considered. Six case studies were conducted to elucidate requirements for unambiguous description of NMs. The suggested NInChI layers are intended to stimulate further analysis that will lead to the first version of a “nano” extension to the InChI standard.

[1]  Ahram Kim,et al.  Validation of Size Estimation of Nanoparticle Tracking Analysis on Polydisperse Macromolecule Assembly , 2019, Scientific Reports.

[2]  S. C. O'brien,et al.  C60: Buckminsterfullerene , 1985, Nature.

[3]  F. Caputo,et al.  Measuring particle size distribution of nanoparticle enabled medicinal products, the joint view of EUNCL and NCI‐NCL. A step by step approach combining orthogonal measurements with increasing complexity , 2019, Journal of controlled release : official journal of the Controlled Release Society.

[4]  Firdous Ahmad Bhat,et al.  Applications of Gold Nanoparticles in Cancer , 2017 .

[5]  Jo Anne Shatkin,et al.  Translating Scientific Advances in the AOP Framework to Decision Making for Nanomaterials , 2020, Nanomaterials.

[6]  Andreas Tsoumanis,et al.  Zeta-Potential Read-Across Model Utilizing Nanodescriptors Extracted via the NanoXtract Image Analysis Tool Available on the Enalos Nanoinformatics Cloud Platform. , 2020, Small.

[7]  L. Lamon,et al.  Computational models for the assessment of manufactured nanomaterials: Development of model reporting standards and mapping of the model landscape , 2019, Computational toxicology.

[8]  R. Langer,et al.  Engineering substrate topography at the micro- and nanoscale to control cell function. , 2009, Angewandte Chemie.

[9]  G. Lowry,et al.  Towards a definition of inorganic nanoparticles from an environmental, health and safety perspective. , 2009, Nature nanotechnology.

[10]  Tomasz Puzyn,et al.  How should the completeness and quality of curated nanomaterial data be evaluated? , 2016, Nanoscale.

[11]  Friedrich C Simmel,et al.  Comparison of four different particle sizing methods for siRNA polyplex characterization. , 2013, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[12]  Charles R. Martin,et al.  Nanomaterials: A Membrane-Based Synthetic Approach , 1994, Science.

[13]  W. Hume-Rothery,et al.  Atomic diameters, atomic volumes and solid solubility relations in alloys , 1966 .

[14]  Michael T. Postek,et al.  Nanoscale reference materials for environmental, health and safety measurements: needs, gaps and opportunities , 2012, Nanotoxicology.

[15]  Bing Li,et al.  Synthesis of 4H/fcc Noble Multimetallic Nanoribbons for Electrocatalytic Hydrogen Evolution Reaction. , 2016, Journal of the American Chemical Society.

[16]  Jonathan C Knowles,et al.  Advances in nanoparticle development for improved therapeutics delivery: nanoscale topographical aspect , 2019, Journal of tissue engineering.

[17]  Stephen R. Heller,et al.  InChI, the IUPAC International Chemical Identifier , 2015, Journal of Cheminformatics.

[18]  U. Schubert,et al.  Poly(ethylene glycol) in drug delivery: pros and cons as well as potential alternatives. , 2010, Angewandte Chemie.

[19]  A. Hirsch The era of carbon allotropes. , 2010, Nature materials.

[20]  Jerzy Leszczynski,et al.  NanoSolveIT Project: Driving nanoinformatics research to develop innovative and integrated tools for in silico nanosafety assessment , 2020, Computational and structural biotechnology journal.

[21]  Jurate Virkutyte,et al.  Depletion of the protective aluminum hydroxide coating in TiO2-based sunscreens by swimming pool water ingredients. , 2012 .

[22]  A. Akbarzadeh,et al.  Carbon nanotubes: properties, synthesis, purification, and medical applications , 2014, Nanoscale Research Letters.

[23]  Peter Gedeck,et al.  Capturing mixture composition: an open machine-readable format for representing mixed substances , 2019, Journal of Cheminformatics.

[24]  Dong-Jin Lim,et al.  Gold Nanoparticles for Photothermal Cancer Therapy , 2019, Front. Chem..

[25]  Egon L. Willighagen,et al.  FAIR Principles: Interpretations and Implementation Considerations , 2020, Data Intelligence.

[26]  Andrew Emili,et al.  Protein corona fingerprinting predicts the cellular interaction of gold and silver nanoparticles. , 2014, ACS nano.

[27]  Yan Zhou,et al.  Non-Covalent Functionalization of Carbon Nanotubes for Electrochemical Biosensor Development , 2019, Sensors.

[28]  Robert Rallo,et al.  Chapter 6:Nanoinformatics for Safe-by-Design Engineered Nanomaterials , 2012 .

[29]  Ali Bumajdad,et al.  To what extent do polymeric stabilizers affect nanoparticles characteristics? , 2019, Advances in colloid and interface science.

[30]  S. Moya,et al.  Synthesis of Organic Nanoparticles , 2012 .

[31]  Naomi J. Halas,et al.  Nanoengineering of optical resonances , 1998 .

[32]  Philip Doganis,et al.  Metadata Stewardship in Nanosafety Research: Community-Driven Organisation of Metadata Schemas to Support FAIR Nanoscience Data , 2020, Nanomaterials.

[33]  Antony J. Williams,et al.  ChemSpider:: An Online Chemical Information Resource , 2010 .

[34]  Yi Cui,et al.  Design of Complex Nanomaterials for Energy Storage: Past Success and Future Opportunity. , 2017, Accounts of chemical research.

[35]  Bengt Fadeel,et al.  Advanced tools for the safety assessment of nanomaterials , 2018, Nature Nanotechnology.

[36]  Fatima Nasser,et al.  Nanomaterials in the Environment Acquire an “Eco‐Corona” Impacting their Toxicity to Daphnia Magna—a Call for Updating Toxicity Testing Policies , 2019, Proteomics.

[37]  Mathieu Vinken,et al.  3Rs toxicity testing and disease modeling projects in the European Horizon 2020 research and innovation program , 2020, EXCLI journal.

[38]  Leopold Talirz,et al.  Giant edge state splitting at atomically precise graphene zigzag edges , 2016, Nature communications.

[39]  Bernd Giebel,et al.  Characterisation of exosomes derived from human cells by nanoparticle tracking analysis and scanning electron microscopy. , 2011, Colloids and surfaces. B, Biointerfaces.

[40]  Eugenia Valsami-Jones,et al.  A strategy for grouping of nanomaterials based on key physico-chemical descriptors as a basis for safer-by-design NMs , 2014 .

[41]  François Béguin,et al.  Structural defects play a major role in the acute lung toxicity of multiwall carbon nanotubes: toxicological aspects. , 2008, Chemical research in toxicology.

[42]  Zhiqiang Su,et al.  Electrospun doping of carbon nanotubes and platinum nanoparticles into the β-phase polyvinylidene difluoride nanofibrous membrane for biosensor and catalysis applications. , 2014, ACS applied materials & interfaces.

[43]  Sheng Hong,et al.  Rational Design of Multifunctional Gold Nanoparticles via Host-Guest Interaction for Cancer-Targeted Therapy. , 2015, ACS applied materials & interfaces.

[44]  David J Scurr,et al.  Immune Modulation by Design: Using Topography to Control Human Monocyte Attachment and Macrophage Differentiation , 2020, Advanced science.

[45]  U. Schubert,et al.  Aerogels-Airy Materials: Chemistry, Structure, and Properties. , 1998, Angewandte Chemie.

[46]  Christof Asbach,et al.  Key principles and operational practices for improved nanotechnology environmental exposure assessment , 2020, Nature Nanotechnology.

[47]  S. Carenco,et al.  Describing inorganic nanoparticles in the context of surface reactivity and catalysis. , 2018, Chemical communications.

[48]  Richard W. Siegel,et al.  Research opportunities on clusters and cluster-assembled materials—A Department of Energy, Council on Materials Science Panel Report , 1989 .

[49]  Khalid Saeed,et al.  Nanoparticles: Properties, applications and toxicities , 2017, Arabian Journal of Chemistry.

[50]  Y. Shon,et al.  Controlling surface ligand density and core size of alkanethiolate-capped Pd nanoparticles and their effects on catalysis. , 2012, Langmuir : the ACS journal of surfaces and colloids.

[51]  Tokeer Ahmad,et al.  Effect of gold ion concentration on size and properties of gold nanoparticles in TritonX-100 based inverse microemulsions , 2014, Applied Nanoscience.

[52]  Anne Kahru,et al.  Potency of (doped) rare earth oxide particles and their constituent metals to inhibit algal growth and induce direct toxic effects. , 2017, The Science of the total environment.

[53]  Evan Bolton,et al.  PubChem 2019 update: improved access to chemical data , 2018, Nucleic Acids Res..

[54]  David Weininger,et al.  SMILES, a chemical language and information system. 1. Introduction to methodology and encoding rules , 1988, J. Chem. Inf. Comput. Sci..

[55]  Heidi Olsson,et al.  The JRC Nanomaterials Repository: A unique facility providing representative test materials for nanoEHS research. , 2016, Regulatory toxicology and pharmacology : RTP.

[56]  W. Russell,et al.  Ethical and Scientific Considerations Regarding Animal Testing and Research , 2011, PloS one.

[57]  Gibson Peter,et al.  An overview of concepts and terms used in the European Commission's definition of nanomaterial , 2019 .

[58]  Paul S Weiss,et al.  Where Are We Heading in Nanotechnology Environmental Health and Safety and Materials Characterization? , 2015, ACS nano.

[59]  Jerzy Leszczynski,et al.  SMILES-based QSAR approaches for carcinogenicity and anticancer activity: comparison of correlation weights for identical SMILES attributes. , 2011, Anti-cancer agents in medicinal chemistry.

[60]  Lutz Mädler,et al.  Use of metal oxide nanoparticle band gap to develop a predictive paradigm for oxidative stress and acute pulmonary inflammation. , 2012, ACS nano.

[61]  M. Otyepka,et al.  Functionalization of graphene: covalent and non-covalent approaches, derivatives and applications. , 2012, Chemical reviews.

[62]  Hao Hong,et al.  Applications of gold nanoparticles in cancer nanotechnology. , 2008, Nanotechnology, science and applications.

[63]  Axel Drefahl,et al.  CurlySMILES: a chemical language to customize and annotate encodings of molecular and nanodevice structures , 2011, J. Cheminformatics.

[64]  Klaus Sattler,et al.  Systematic energetics study of graphene nanoflakes: From armchair and zigzag to rough edges with pronounced protrusions and overcrowded bays , 2015 .

[65]  Hidenori Tanaka,et al.  Enhancement of tetragonal anisotropy and stabilisation of the tetragonal phase by Bi/Mn-double-doping in BaTiO3 ferroelectric ceramics , 2017, Scientific Reports.

[66]  George Papadatos,et al.  The ChEMBL database in 2017 , 2016, Nucleic Acids Res..

[67]  Weihua Tang,et al.  First-principles investigation on redox properties of M -doped CeO 2 ( M = Mn , Pr , Sn , Zr ) , 2010 .

[68]  Li Zhang,et al.  Nanomaterials for cancer therapies , 2017 .

[69]  Miguel Valcárcel,et al.  Determination of TiO2 nanoparticles in sunscreen using N-doped graphene quantum dots as a fluorescent probe , 2016, Microchimica Acta.

[70]  Martin H. G. Prechtl,et al.  Metal oxide and bimetallic nanoparticles in ionic liquids: synthesis and application in multiphase catalysis , 2013 .

[71]  J. Hillier,et al.  A study of the nucleation and growth processes in the synthesis of colloidal gold , 1951 .

[72]  S. Singh,et al.  Functionalized Gold Nanoparticles and Their Biomedical Applications , 2011, Nanomaterials.

[73]  Guanying Chen,et al.  Rare-earth-doped fluoride nanoparticles with engineered long luminescence lifetime for time-gated in vivo optical imaging in the second biological window. , 2018, Nanoscale.

[74]  Bryan Hellack,et al.  Nanomaterial categorization by surface reactivity: A case study comparing 35 materials with four different test methods , 2020 .

[75]  Jin Zhang,et al.  Characterizing the chiral index of a single-walled carbon nanotube. , 2014, Small.

[76]  M. Alice Ottoboni The dose makes the poison : a plain-language guide to toxicology , 2011 .

[77]  David Rejeski,et al.  Nanotechnology in the real world: Redeveloping the nanomaterial consumer products inventory , 2015, Beilstein journal of nanotechnology.

[78]  Tilen Koklic,et al.  Surface deposited one-dimensional copper-doped TiO2 nanomaterials for prevention of health care acquired infections , 2018, PloS one.

[79]  Haiyan Zhao,et al.  Graphene and Graphene-Based Nanomaterials for DNA Detection: A Review , 2018, Molecules.

[80]  Luis M Liz-Marzán,et al.  In vivo formation of protein corona on gold nanoparticles. The effect of their size and shape. , 2018, Nanoscale.

[81]  Christopher Southan,et al.  InChI in the wild: an assessment of InChIKey searching in Google , 2013, Journal of Cheminformatics.

[82]  Iseult Lynch,et al.  Surface Chemistry-Dependent Evolution of the Nanomaterial Corona on TiO2 Nanomaterials Following Uptake and Sub-Cellular Localization , 2020, Nanomaterials.

[83]  Eugenia Valsami-Jones,et al.  Shape and Charge of Gold Nanomaterials Influence Survivorship, Oxidative Stress and Moulting of Daphnia magna , 2016, Nanomaterials.

[84]  Feng Xiaoli,et al.  Toxicology data of graphene-family nanomaterials: an update , 2020, Archives of Toxicology.

[85]  M. P. Saravanakumar,et al.  A review on the classification, characterisation, synthesis of nanoparticles and their application , 2017 .

[86]  Younan Xia,et al.  Gold Nanocages: Synthesis, Properties, and Applications , 2009 .

[87]  Andrew P Worth,et al.  A theoretical framework for predicting the oxidative stress potential of oxide nanoparticles , 2011, Nanotoxicology.

[88]  Suntharampillai Thevuthasan,et al.  Surface characterization of nanomaterials and nanoparticles: Important needs and challenging opportunities. , 2013, Journal of vacuum science & technology. A, Vacuum, surfaces, and films : an official journal of the American Vacuum Society.

[89]  V. Torchilin Targeted pharmaceutical nanocarriers for cancer therapy and imaging , 2007, The AAPS Journal.

[90]  Kwang S. Kim,et al.  Noncovalent Functionalization of Graphene and Graphene Oxide for Energy Materials, Biosensing, Catalytic, and Biomedical Applications. , 2016, Chemical reviews.

[91]  Nongyue He,et al.  Advanced Gold Nanomaterials for Photothermal Therapy of Cancer. , 2016, Journal of nanoscience and nanotechnology.

[92]  Andreas Tsoumanis,et al.  Predicting Cytotoxicity of Metal Oxide Nanoparticles Using Isalos Analytics Platform , 2020, Nanomaterials.

[93]  Hui Ru Tan,et al.  Inverse Stellation of CuAu-ZnO Multimetallic-Semiconductor Nanostartube for Plasmon-Enhanced Photocatalysis. , 2018, ACS nano.

[94]  Massimiliano Magro,et al.  The surface reactivity of iron oxide nanoparticles as a potential hazard for aquatic environments: A study on Daphnia magna adults and embryos , 2018, Scientific Reports.

[95]  Emilia Tomaszewska,et al.  Detection limits of DLS and UV-Vis spectroscopy in characterization of polydisperse nanoparticles colloids , 2013 .

[96]  Hao Yan,et al.  Complex silica composite nanomaterials templated with DNA origami , 2018, Nature.

[97]  Maria Dusinska,et al.  Impact of storage conditions and storage time on silver nanoparticles' physicochemical properties and implications for their biological effects , 2015 .

[98]  Wei Li,et al.  Ni-doped MnO2/CNT nanoarchitectures as a cathode material for ultra-long life magnesium/lithium hybrid ion batteries , 2018, Materials Today Energy.

[99]  Yang Li,et al.  The contributions of metal impurities and tube structure to the toxicity of carbon nanotube materials , 2012 .

[100]  Lutz Mädler,et al.  Influence of nanoparticle doping on the colloidal stability and toxicity of copper oxide nanoparticles in synthetic and natural waters. , 2018, Water research.

[101]  V. Vogel,et al.  Comparison of scanning electron microscopy, dynamic light scattering and analytical ultracentrifugation for the sizing of poly(butyl cyanoacrylate) nanoparticles. , 2004, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[102]  Guenter Grethe,et al.  International chemical identifier for reactions (RInChI) , 2018, Journal of Cheminformatics.

[103]  Frank Caruso,et al.  Multilayer assemblies of silica-encapsulated gold nanoparticles on decomposable colloid templates. , 2001 .

[104]  Dhiraj Kumar,et al.  CONTROLLING THE SIZE AND SIZE DISTRIBUTION OF GOLD NANOPARTICLES: A DESIGN OF EXPERIMENT STUDY , 2012 .

[105]  R. E. Watson,et al.  Valency effects and relative solubilities in transition metal alloys , 1983 .

[106]  Samuel Zalipsky,et al.  Chemistry of polyethylene glycol conjugates with biologically active molecules , 1995 .

[107]  Caterina Minelli,et al.  Number Concentration of Gold Nanoparticles in Suspension: SAXS and spICPMS as Traceable Methods Compared to Laboratory Methods , 2019, Nanomaterials.

[108]  Dominique Langevin,et al.  Characterization of Nanoparticle Batch-To-Batch Variability , 2018, Nanomaterials.

[109]  Jian Li,et al.  Carbon nanotube in different shapes , 2009 .

[110]  Xin Cai,et al.  Comparison study of gold nanohexapods, nanorods, and nanocages for photothermal cancer treatment. , 2013, ACS nano.

[111]  C. Schönenberger,et al.  Aqueous Gold Sols of Rod-Shaped Particles , 1997 .

[112]  Rui Li,et al.  Understanding the adsorption of branched polyamine on surface of gold nanoparticles by molecular dynamics simulations , 2016 .

[113]  Darcy J. Gentleman,et al.  A systematic nomenclature for codifying engineered nanostructures. , 2009, Small.

[114]  David B Warheit,et al.  A role for nanoparticle surface reactivity in facilitating pulmonary toxicity and development of a base set of hazard assays as a component of nanoparticle risk management , 2009, Inhalation toxicology.

[115]  G. Frens Controlled Nucleation for the Regulation of the Particle Size in Monodisperse Gold Suspensions , 1973 .

[116]  Igor P. Asanov,et al.  Solid solutions of platinum(II) and palladium(II) oxalato-complex salt as precursors of nanoalloys , 2013 .

[117]  Matt Trau,et al.  A comparative study of submicron particle sizing platforms: accuracy, precision and resolution analysis of polydisperse particle size distributions. , 2013, Journal of colloid and interface science.

[118]  Iftikhar Ali Sahito,et al.  An evidence for an organic N-doped multiwall carbon nanotube heterostructure and its superior electrocatalytic properties for promising dye-sensitized solar cells , 2018 .

[119]  Zhihong Nie,et al.  Symmetry-Breaking Synthesis of Multicomponent Nanoparticles. , 2019, Accounts of chemical research.

[120]  Surajit Sen,et al.  Small nanoparticles, surface geometry and contact forces , 2018, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[121]  Wang Yu,et al.  Progress in the functional modification of graphene/graphene oxide: a review , 2020, RSC advances.

[122]  Pranjal Chandra,et al.  Design and characterization of novel Al-doped ZnO nanoassembly as an effective nanoantibiotic , 2018, Applied Nanoscience.

[123]  Robert Lee,et al.  Twenty-First Century Novel: Regulating Nanotechnologies , 2009 .

[124]  Michael K Danquah,et al.  Review on nanoparticles and nanostructured materials: history, sources, toxicity and regulations , 2018, Beilstein journal of nanotechnology.

[125]  Dusan Losic,et al.  Self-ordered nanopore and nanotube platforms for drug delivery applications , 2009, Expert opinion on drug delivery.

[126]  Connor W. Coley,et al.  BigSMILES: A Structurally-Based Line Notation for Describing Macromolecules , 2019, ACS central science.

[127]  Hui Zhang,et al.  Gold nanocages: bioconjugation and their potential use as optical imaging contrast agents. , 2005, Nano letters.

[128]  Philip G. Collins,et al.  Hydrogen sensing and sensitivity of palladium-decorated single-walled carbon nanotubes with defects. , 2010, Nano letters.

[129]  Stephen R. Heller,et al.  InChI - the worldwide chemical structure identifier standard , 2013, Journal of Cheminformatics.

[130]  Martin Pumera,et al.  Ultrapure Graphene Is a Poor Electrocatalyst: Definitive Proof of the Key Role of Metallic Impurities in Graphene-Based Electrocatalysis. , 2019, ACS nano.

[131]  Igor Linkov,et al.  Risk Governance of Emerging Technologies Demonstrated in Terms of its Applicability to Nanomaterials. , 2020, Small.

[132]  John T Elliott,et al.  Stable nanoparticle aggregates/agglomerates of different sizes and the effect of their size on hemolytic cytotoxicity , 2011, Nanotoxicology.

[133]  Jean-Olivier Durand,et al.  Organosilica hybrid nanomaterials with a high organic content: syntheses and applications of silsesquioxanes. , 2016, Nanoscale.

[134]  Himanshu Jain,et al.  Nanoporosity significantly enhances the biological performance of engineered glass tissue scaffolds. , 2013, Tissue engineering. Part A.

[135]  Minnamari Vippola,et al.  Proteomic characterization of engineered nanomaterial-protein interactions in relation to surface reactivity. , 2011, ACS nano.

[136]  V. V. Skorokhod,et al.  Classification of nanostructures by dimensionality and concept of surface forms engineering in nanomaterial science , 2007 .

[137]  Nguyen T. K. Thanh,et al.  Characterization techniques for nanoparticles: comparison and complementarity upon studying nanoparticle properties. , 2018, Nanoscale.

[138]  Taizo Mori,et al.  Determining the composition of gold nanoparticles: a compilation of shapes, sizes, and calculations using geometric considerations , 2016, Journal of Nanoparticle Research.

[139]  Mary Gulumian,et al.  An assessment of applicability of existing approaches to predicting the bioaccumulation of conventional substances in nanomaterials , 2018, Environmental toxicology and chemistry.

[140]  Joseph M. McLellan,et al.  Facile synthesis of gold-silver nanocages with controllable pores on the surface. , 2006, Journal of the American Chemical Society.

[141]  Eugenia Valsami-Jones,et al.  Synthesis and characterization of Zr- and Hf-doped nano-TiO2 as internal standards for analytical quantification of nanomaterials in complex matrices , 2018, Royal Society Open Science.

[142]  G. Varca,et al.  An Overview of the Synthesis of Gold Nanoparticles Using Radiation Technologies , 2018, Nanomaterials.

[143]  H. Gleiter,et al.  Nanostructured materials: basic concepts and microstructure☆ , 2000 .

[144]  Abolfazl Akbarzadeh,et al.  Application of gold nanoparticles in biomedical and drug delivery , 2016, Artificial cells, nanomedicine, and biotechnology.

[145]  A. Krasheninnikov,et al.  Structural defects in graphene. , 2011, ACS nano.

[146]  Valérie Forest,et al.  Importance of Choosing Relevant Biological End Points To Predict Nanoparticle Toxicity with Computational Approaches for Human Health Risk Assessment. , 2019, Chemical research in toxicology.

[147]  David A Winkler,et al.  Role of Artificial Intelligence and Machine Learning in Nanosafety. , 2020, Small.

[148]  Antreas Afantitis,et al.  Enalos Suite of tools: Enhance Cheminformatics and Nanoinformatics through KNIME. , 2020, Current medicinal chemistry.