Automating drug discovery

scientific article published on 15 December 2017

Automating drug discovery is …
instance of (P31):
scholarly articleQ13442814

External links are
P356DOI10.1038/NRD.2017.232
P698PubMed publication ID29242609

P50authorGisbert SchneiderQ51615601
P2860cites workTowards Robot Scientists for autonomous scientific discovery.Q21198755
Ultrahigh-throughput screening in drop-based microfluidics for directed evolutionQ24626072
Development of Droplet Microfluidics Enabling High-Throughput Single-Cell AnalysisQ26741345
Deep Learning Applications for Predicting Pharmacological Properties of Drugs and Drug Repurposing Using Transcriptomic DataQ27301054
Smart DNA Fabrication Using Sound Waves: Applying Acoustic Dispensing Technologies to Synthetic BiologyQ27321924
Microfluidics: Fluid physics at the nanoliter scaleQ27349505
De Novo Fragment Design for Drug Discovery and Chemical BiologyQ27702495
Experimental and computational approaches to estimate solubility and permeability in drug discovery and development settingsQ27861111
The automation of science.Q27937312
Deep learningQ28018765
Current status and future prospects for enabling chemistry technology in the drug discovery processQ28066266
Exhaustive Structure Generation for Inverse-QSPR/QSAR.Q51758769
Artificial neural networks for computer-based molecular designQ52230724
A Scoring Scheme for Discriminating between Drugs and NondrugsQ52237197
Artificial neural networks and simulated molecular evolution are potential tools for sequence-oriented protein designQ52365048
Embarking on a Chemical Space Odyssey.Q52810739
Synthesis of new hydrophilic rhodamine based enzymatic substrates compatible with droplet-based microfluidic assaysQ53319534
Enabling Chemistry Technologies and Parallel Synthesis-Accelerators of Drug Discovery ProgrammesQ53425209
Drug Discovery Goes Three-Dimensional: Goodbye to Flat High-Throughput Screening?Q53638950
Generative Models for Chemical StructuresQ54659676
Solid Phase Peptide Synthesis. I. The Synthesis of a TetrapeptideQ55869789
General methods for the construction of complex moleculesQ56657673
Accelerating Spirocyclic Polyketide Synthesis using Flow ChemistryQ56951570
Continuous Flow-Processing of Organometallic Reagents Using an Advanced Peristaltic Pumping System and the Telescoped Flow Synthesis of (E/Z)-TamoxifenQ56951697
The use of a continuous flow-reactor employing a mixed hydrogen–liquid flow stream for the efficient reduction of imines to aminesQ56952562
Synthesis of Cesium Lead Halide Perovskite Nanocrystals in a Droplet-Based Microfluidic Platform: Fast Parametric Space MappingQ59389387
Solid-phase peptide synthesis: an overview focused on the preparation of biologically relevant peptidesQ60530895
Multi-objective active machine learning rapidly improves structure-activity models and reveals new protein-protein interaction inhibitorsQ61218037
Spotting and designing promiscuous ligands for drug discoveryQ61218042
Multidimensional De Novo Design Reveals 5-HT2BReceptor-Selective LigandsQ61218051
Parallel Optimization of Synthetic Pathways within the Network of Organic ChemistryQ61311517
From Complex Natural Products to Simple Synthetic Mimetics by Computational De Novo DesignQ62608586
Neighborhood-Preserving Visualization of Adaptive Structure-Activity Landscapes: Application to Drug DiscoveryQ62763053
Dynamic combinatorial chemistryQ73673756
Automated flow-through synthesis of heterocyclic thioethersQ80314513
Microreactors as new tools for drug discovery and developmentQ80789911
Flash chemistry: flow chemistry that cannot be done in batchQ85877555
Technologies That Enable Accurate and Precise Nano- to Milliliter-Scale Liquid Dispensing of Aqueous Reagents Using Acoustic Droplet EjectionQ86074724
Total Synthesis of (±)-Englerin A Using An Intermolecular [3+2] Cycloaddition Reaction of Platinum-Containing Carbonyl YlideQ86175179
Moving Liquids with Sound: The Physics of Acoustic Droplet Ejection for Robust Laboratory Automation in Life SciencesQ86628859
March of the synthesis machinesQ87212793
Structure Modification toward Applicability Domain of a QSAR/QSPR Model Considering Activity/PropertyQ47786258
Reaction screening and optimization of continuous-flow atropine synthesis by preparative electrospray mass spectrometryQ47929470
Direct Surface and Droplet Microsampling for Electrospray Ionization Mass Spectrometry Analysis with an Integrated Dual-Probe Microfluidic Chip.Q48285407
Modeling the Blood-Brain Barrier in a 3D triple co-culture microfluidic systemQ49043392
Can we open the black box of AI?Q50485085
TensorFlow: Biology's Gateway to Deep Learning?Q50516290
Stargate GTM: Bridging Descriptor and Activity SpacesQ50555989
Function-Oriented Synthesis: How to Design Simplified Analogues of Antibacterial Nucleoside Natural Products?Q50865707
A droplet-chip/mass spectrometry approach to study organic synthesis at nanoliter scale.Q50871545
Artificial intelligence: Robots with instinctsQ50907866
De novo Drug Design - Ye olde Scoring Problem RevisitedQ51028429
Organic synthesis: The robo-chemistQ51060824
Emergence of a catalytic tetrad during evolution of a highly active artificial aldolaseQ51071757
A remote-controlled adaptive medchem lab: an innovative approach to enable drug discovery in the 21st CenturyQ51241120
Where will we get the next generation of medicinal chemists?Q51529193
Implementing Enzyme-Linked Immunosorbent Assays on a Microfluidic Chip To Quantify Intracellular Molecules in Single CellsQ51533618
Intelligent routes to the controlled synthesis of nanoparticlesQ51577482
Synthesis of a three-member array of cycloadducts in a glass microchip under pressure driven flowQ51597180
3D Droplet Microfluidic Systems for High-Throughput Biological ExperimentationQ51692911
The Proximal Lilly Collection: Mapping, Exploring and Exploiting Feasible Chemical SpaceQ51709586
Flow chemistry syntheses of natural productsQ38133744
Continuous flow synthesisQ38139520
Automation of decision making in drug designQ38158007
Droplet-based microfluidics: enabling impact on drug discoveryQ38163391
Making a big thing of a small cell--recent advances in single cell analysisQ38185233
Accessing new chemical entities through microfluidic systemsQ38209736
Contemporary screening approaches to reaction discovery and developmentQ38253009
The Medicinal Chemistry of Therapeutic OligonucleotidesQ38291625
Organic synthesis: march of the machinesQ38317728
Flow chemistry: intelligent processing of gas-liquid transformations using a tube-in-tube reactorQ38328281
Design and synthesis of analogues of natural productsQ38398596
Is Multitask Deep Learning Practical for Pharma?Q38429996
Predicting drug metabolism: experiment and/or computation?Q38439385
Why and how have drug discovery strategies in pharma changed? What are the new mindsets?Q38587946
A survey on deep learning in medical image analysisQ38646751
Deep learning for single-molecule science.Q38649945
A Computational Method for Unveiling the Target Promiscuity of Pharmacologically Active CompoundsQ38658125
Microfluidics for cell-based high throughput screening platforms - A reviewQ38680907
Machine learning for epigenetics and future medical applicationsQ38681800
An integrated chemical biology approach reveals the mechanism of action of HIV replication inhibitorsQ38690962
Learning to predict chemical reactionsQ38711501
Molecular inflation, attrition and the rule of fiveQ38719776
WAT-on-a-chip: a physiologically relevant microfluidic system incorporating white adipose tissue.Q38729007
Extending 'predict first' to the design-make-test cycle in small-molecule drug discoveryQ38731318
DNA Bipedal Motor Achieves a Large Number of Steps Due to Operation Using Microfluidics-Based InterfaceQ38731326
Cancer-on-a-chip systems at the frontier of nanomedicineQ38733082
Active learning for computational chemogenomicsQ38750215
Measuring the effectiveness and impact of an open innovation platformQ38764220
Applications of Deep Learning in BiomedicineQ38786217
The Next Era: Deep Learning in Pharmaceutical ResearchQ38823933
Feedback in Flow for Accelerated Reaction DevelopmentQ38831278
A renaissance of neural networks in drug discovery.Q38854003
Protein-Ligand Scoring with Convolutional Neural Networks.Q38860867
Organs-on-chips at the frontiers of drug discoveryQ28083671
Neural networks: A new method for solving chemical problems or just a passing phase?Q28096282
Target-oriented and diversity-oriented organic synthesis in drug discoveryQ28138837
Automated medicinal chemistryQ28241476
BIGCHEM: Challenges and Opportunities for Big Data Analysis in ChemistryQ28591396
Applications of chemogenomic library screening in drug discoveryQ28656335
Harnessing Big Data for Systems PharmacologyQ28969528
DENDRAL: A case study of the first expert system for scientific hypothesis formationQ29387651
ExCAPE-DB: an integrated large scale dataset facilitating Big Data analysis in chemogenomicsQ30066304
Privileged Structures RevisitedQ30101030
Representing high throughput expression profiles via perturbation barcodes reveals compound targetsQ30362540
Microstructured reactors as tools for the intensification of pharmaceutical reactions and processes.Q30382329
Computer-Assisted Synthetic Planning: The End of the Beginning.Q30386672
Deep learning for computational chemistryQ30399624
Miniaturized GPCR signaling studies in 1536-well format.Q30493004
Automated design of ligands to polypharmacological profiles.Q30539786
Do Medicinal Chemists Learn from Activity Cliffs? A Systematic Evaluation of Cliff Progression in Evolving Compound Data SetsQ30606859
Data-driven computer aided synthesis designQ30667803
Seamless integration of dose-response screening and flow chemistry: efficient generation of structure-activity relationship data of β-secretase (BACE1) inhibitorsQ30741444
Recognizing molecules with drug-like propertiesQ30741925
Function through synthesis-informed designQ30904733
Semantic inference using chemogenomics data for drug discoveryQ31020503
ADAAPT: Amgen's data access, analysis, and prediction toolsQ31052629
Does 'Big Data' exist in medicinal chemistry, and if so, how can it be harnessed?Q31130737
Selective encapsulation of single cells and subcellular organelles into picoliter- and femtoliter-volume dropletsQ31153025
Big-Data-Driven Stem Cell Science and Tissue Engineering: Vision and Unique Opportunities.Q31159329
Peptide design by artificial neural networks and computer-based evolutionary searchQ32000547
Can We Learn To Distinguish between “Drug-like” and “Nondrug-like” Molecules?Q32032942
Synthesis and analysis of combinatorial libraries performed in an automated micro reactor systemQ33202069
Identification of hits and lead structure candidates with limited resources by adaptive optimizationQ33347794
Distilling free-form natural laws from experimental dataQ33426258
No electron left behind: a rule-based expert system to predict chemical reactions and reaction mechanismsQ33498586
Principles, implementation, and application of biology-oriented synthesis (BIOS).Q33520510
Microdroplets in microfluidics: an evolving platform for discoveries in chemistry and biologyQ33613844
Predicting the outcomes of organic reactions via machine learning: are current descriptors sufficient?Q33804030
Combinatorial chemistry in drug discoveryQ36369338
From synthesis to function via iterative assembly of N-methyliminodiacetic acid boronate building blocksQ36396226
Lab-on-a-chip: microfluidics in drug discoveryQ36414511
Representation of probabilistic scientific knowledgeQ36786073
Synthesis and medical applications of oligosaccharidesQ36802338
Microfluidic platforms for lab-on-a-chip applicationsQ36916679
Continuous processes for the production of pharmaceutical intermediates and active pharmaceutical ingredientsQ36995300
Function-oriented synthesis, step economy, and drug designQ37045266
Towards a Multifunctional Electrochemical Sensing and Niosome Generation Lab-on-Chip Platform Based on a Plug-and-Play ConceptQ37068461
Microwave reactions under continuous flow conditionsQ37089933
Chemistry and biology in femtoliter and picoliter volume dropletsQ37198261
Identifying the macromolecular targets of de novo-designed chemical entities through self-organizing map consensusQ37659834
Applications of micromixing technologyQ37696328
Small-volume nuclear magnetic resonance spectroscopyQ37851494
Deciding whether to go with the flow: evaluating the merits of flow reactors for synthesisQ37895222
Advances in microfluidics for drug discoveryQ38029121
Considering the impact drug-like properties have on the chance of successQ38086371
Organoid-on-a-chip and body-on-a-chip systems for drug screening and disease modelingQ38898338
Benchmarking a Wide Range of Chemical Descriptors for Drug-Target Interaction Prediction Using a Chemogenomic ApproachQ38916721
Deep Learning in Drug Discovery.Q38918718
Chemoinformatic Classification Methods and their Applicability DomainQ38918853
Microfluidic platforms for DNA methylation analysisQ38931154
Accessing Drug Metabolites via Transition-Metal Catalyzed C-H Oxidation: The Liver as Synthetic Inspiration.Q38977018
Hydrogel Droplet Microfluidics for High-Throughput Single Molecule/Cell Analysis.Q39061138
Boosting Docking-Based Virtual Screening with Deep LearningQ39064005
Multi-step continuous-flow synthesisQ39096340
Recent lab-on-chip developments for novel drug discoveryQ39140639
Combinatorial chemistry by ant colony optimization.Q39243560
Performance of Deep and Shallow Neural Networks, the Universal Approximation Theorem, Activity Cliffs, and QSAR.Q39247822
Boosting compound-protein interaction prediction by deep learningQ39631693
Integrated Synthesis and Testing of Substituted Xanthine Based DPP4 Inhibitors: Application to Drug DiscoveryQ39771545
Preparative microfluidic electrosynthesis of drug metabolitesQ39778009
Electrochemical imaging for microfluidics: a full-system approachQ39971169
Rationalizing Tight Ligand Binding through Cooperative Interaction NetworksQ39999558
Inverse QSPR/QSAR Analysis for Chemical Structure Generation (from y to x).Q40052543
Deep Feature Selection: Theory and Application to Identify Enhancers and PromotersQ40073822
Feasibility of Active Machine Learning for Multiclass Compound ClassificationQ40134572
The changing model of big pharma: impact of key trendsQ40419724
Intelligent software for laboratory automationQ40486918
Lab automation and robotics: Automation on the moveQ40672514
An eco-compatible strategy for the diversity-oriented synthesis of macrocycles exploiting carbohydrate-derived building blocksQ41070221
Strong nonadditivity as a key structure-activity relationship feature: distinguishing structural changes from assay artifactsQ41245616
Synthesis of many different types of organic small molecules using one automated process.Q41889002
Robots that can adapt like animals.Q41954398
Practical High-Throughput Experimentation for ChemistsQ42208730
Prediction of Organic Reaction Outcomes Using Machine LearningQ42243554
Quantifying the chemical beauty of drugs.Q42414958
Rapid discovery of a novel series of Abl kinase inhibitors by application of an integrated microfluidic synthesis and screening platform.Q42712714
An integrated microreactor system for self-optimization of a Heck reaction: from micro- to mesoscale flow systemsQ42931451
A flow-based synthesis of imatinib: the API of GleevecQ43121529
Total synthesis and absolute configuration of the guaiane sesquiterpene englerin A.Q43250698
Embedding sustainable practices into pharmaceutical R&D: what are the challenges?Q43324729
Lessons from 60 years of pharmaceutical innovationQ43447062
Enhanced HTS hit selection via a local hit rate analysisQ43869061
Steering target selectivity and potency by fragment-based de novo drug designQ44053377
From machine learning to deep learning: progress in machine intelligence for rational drug discovery.Q45945808
Multi-objective molecular de novo design by adaptive fragment prioritization.Q45957534
"Batch" kinetics in flow: online IR analysis and continuous controlQ46061513
Development of a Specific Substrate-Inhibitor Panel (Liver-on-a-Chip) for Evaluation of Cytochrome P450 ActivityQ46455202
The influence of drug-like concepts on decision-making in medicinal chemistryQ46922861
On-demand continuous-flow production of pharmaceuticals in a compact, reconfigurable systemQ47446315
Corrigendum: Performance of Deep and Shallow Neural Networks, the Universal Approximation Theorem Activity Cliffs, and QSAR.Q47616171
Flash chemistry: fast chemical synthesis by using microreactorsQ47657172
An integrated microfluidic device for large-scale in situ click chemistry screeningQ33883864
Neural networks are useful tools for drug designQ33997819
Biology-oriented synthesisQ34061956
Overview of Combinatorial ChemistryQ34147222
Nonlinear dimensionality reduction and mapping of compound libraries for drug discoveryQ34156744
The medicinal chemist's toolbox: an analysis of reactions used in the pursuit of drug candidates.Q34179351
Diversity-oriented synthesis: producing chemical tools for dissecting biologyQ34227440
Diagnosing the decline in pharmaceutical R&D efficiencyQ34257771
Multi-objective optimization methods in drug design.Q34372247
Parallel Chemistry in the 21st CenturyQ34403282
Rapid Access to Compound Libraries through Flow Technology: Fully Automated Synthesis of a 3-Aminoindolizine Library via Orthogonal DiversificationQ34407140
Large-scale de novo DNA synthesis: technologies and applicationsQ34417984
Computer-based de novo design of drug-like moleculesQ34438895
Dynamic combinatorial chemistry: a tool to facilitate the identification of inhibitors for protein targets.Q34464112
Profound methyl effects in drug discovery and a call for new C-H methylation reactionsQ35024529
Combining on-chip synthesis of a focused combinatorial library with computational target prediction reveals imidazopyridine GPCR ligandsQ35054899
Distant polypharmacology among MLP chemical probesQ35388534
Active-learning strategies in computer-assisted drug discoveryQ35513071
Physicochemical Effects in the Representation of Molecular Structures for Drug DesigningQ35552137
Medicinal Chemistry for 2020Q35593223
3D Printed Microtransporters: Compound Micromachines for Spatiotemporally Controlled Delivery of Therapeutic AgentsQ35790576
Analysis of Past and Present Synthetic Methodologies on Medicinal Chemistry: Where Have All the New Reactions Gone?Q35842174
The Pictet-Spengler Reaction Still on StageQ35882251
De Novo Design at the Edge of ChaosQ35924943
A microfluidic device for epigenomic profiling using 100 cells.Q36108966
No Denying It: Medicinal Chemistry Training Is in Big TroubleQ36144673
Macromolecular target prediction by self-organizing feature mapsQ36229691
An Integrated Microfluidic Processor for DNA-Encoded Combinatorial Library Functional ScreeningQ36281478
3D printed fluidics with embedded analytic functionality for automated reaction optimisationQ36287952
Toolkits and Libraries for Deep LearningQ36313543
Deep mining heterogeneous networks of biomedical linked data to predict novel drug-target associationsQ36353609
Integrated Platform for Expedited Synthesis-Purification-Testing of Small Molecule LibrariesQ36354649
Low Data Drug Discovery with One-Shot LearningQ36362630
P433issue2
P921main subjectautomationQ184199
drug discoveryQ1418791
P304page(s)97-113
P577publication date2017-12-15
P13046publication type of scholarly workreview articleQ7318358
P1433published inNature Reviews Drug DiscoveryQ45998
P1476titleAutomating drug discovery
P478volume17

Reverse relations

cites work (P2860)
Q64093557Acoustic Droplet Ejection Enabled Automated Reaction Scouting
Q98179594Activity-directed synthesis: A flexible approach for lead generation
Q55533017Anticancer drug discovery from Chinese medicinal herbs.
Q92891460Application of microfluidic chip technology in pharmaceutical analysis: A review
Q91986772ChemOS: An orchestration software to democratize autonomous discovery
Q89792146Closed-loop optimization of fast-charging protocols for batteries with machine learning
Q92372770Computer-Assisted Selective Optimization of Side-Activities-from Cinalukast to a PPARα Modulator
Q64086405Crizotinib-induced immunogenic cell death in non-small cell lung cancer
Q55128425Data Mining and Machine Learning Models for Predicting Drug Likeness and Their Disease or Organ Category.
Q89759224Deep Learning-driven research for drug discovery: Tackling Malaria
Q89494123DeepMalaria: Artificial Intelligence Driven Discovery of Potent Antiplasmodials
Q57476780Discovery of a small-molecule inhibitor of specific serine residue BAD phosphorylation
Q56273707Expanding the medicinal chemistry synthetic toolbox
Q93166887Exploiting Chemical Toolboxes for the Expedited Generation of Tetracyclic Quinolines as a Novel Class of PXR Agonists
Q64121450Exponential consensus ranking improves the outcome in docking and receptor ensemble docking
Q91901227Fluorescence spectral shape analysis for nucleotide identification
Q114369129GenUI: interactive and extensible open source software platform for de novo molecular generation and cheminformatics
Q61444255High-performance medicine: the convergence of human and artificial intelligence
Q91312591Mapping biologically active chemical space to accelerate drug discovery
Q64977456Nanoliter Centrifugal Liquid Dispenser Coupled with Superhydrophobic Microwell Array Chips for High-Throughput Cell Assays.
Q62496001Natural Products for Drug Discovery in the 21st Century: Innovations for Novel Drug Discovery
Q110391837Natural product drug discovery in the artificial intelligence era
Q92366436Precision medicine for human cancers with Notch signaling dysregulation (Review)
Q94477921QSAR without borders
Q93127249Rationally Designed Anti-CRISPR Nucleic Acid Inhibitors of CRISPR-Cas9
Q55240164Recovering Actives in Multi-Antitarget and Target Design of Analogs of the Myosin II Inhibitor Blebbistatin.
Q99611207Repurposing drugs for treatment of SARS-CoV-2 infection: computational design insights into mechanisms of action
Q91698273Rethinking drug design in the artificial intelligence era
Q59883083Streamlining bioactive molecular discovery through integration and automation
Q92691502The digitization of organic synthesis
Q92282108Using attribution to decode binding mechanism in neural network models for chemistry

Search more.