In this seminar open to all students at the University of Jena (subject to subscribing via Fridolin) we are discussing current topics in Cheminformatics, which might involve discussing older papers if they are relevant. This is a seminar where active involvement by all participants at all occasions is assumed. Everyone will need to have read the paper *before* the seminar.
“Current Topics in Cheminformatics” takes place during each lecture period at Lessingstraße 8, Seminar Room 113, every Tuesday from 10:15 to 11:45 o’ clock. However due to the current situation, it has shifted to online format via Zoom.
Please contact the organiser, christoph.steinbeck@uni-jena.de, if you are interested in participating.
Schedule
Papers to be discussed are selected from the paper pile listed below. Please contact the organizer if you wish to add a paper to the pile.
Winter Semester (2021/22)
(tba)
Summer Semester (2021)
- 11.05.2021 Efficient learning of non-autoregressive graph variational autoencoders for molecular graph generation
- 18.05.2021 Systematic classification of unknown metabolites using high-resolution fragmentation mass spectra
- 01.06.2021 Implementing FAIR data management within the German Network for Bioinformatics Infrastructure (de.NBI) exemplified by selected use cases
- 08.06.2021 Img2Mol – Accurate SMILES Recognition from Molecular Graphical Depictions
- 15.06.2021 De Novo Peptide Sequencing Reveals Many Cyclopeptides in the Human Gut and Other Environments
- 22.06.2021 Natural product fragment combination to performance-diverse pseudo-natural products
Winter Semester (2020/21)
- 10.11.2020 VIVO: Visual Vocabulary Pre-Training for Novel Object Captioning
- 17.11.2020 NPClassifier: A Deep Neural Network-Based Structural Classification Tool for Natural Products
- 24.11.2020 Capturing mixture composition: an open machine-readable format for representing mixed substances
- 01.12.2020 A Convolutional Neural Network-Based Approach for the Rapid Annotation of Molecularly Diverse Natural Products
- 08.12.2020 Compressed graph representation for scalable molecular graph generation. In: Journal of Cheminformatics, 2020, ISSN: 1758-2946.
Summer Semester (2020)
- 07.07.2020 Advances and challenges in deep generative models for de novo molecule generation. In: Wiley Interdisciplinary Reviews: Computational Molecular Science, vol. 9, no. 3, pp. e1395, 2019, ISSN: 1759-0876.
- 30.06.2020 Software and Dependencies in Research Citation Graphs. In: Computing in Science and Engineering, vol. 22, no. 2, pp. 8–21, 2020, ISSN: 1558366X.
- 23.06.2020 Chemically-informed Analyses of Metabolomics Mass Spectrometry Data with Qemistree. In: bioRxiv, pp. 2020.05.04.077636, 2020.
- 16.06.2020
- 09.06.2020 Pseudo-natural products and natural product-inspired methods in chemical biology and drug discovery. In: Current Opinion in Chemical Biology, 2020, ISSN: 13675931.
- 02.06.2020 ChemSchematicResolver: A Toolkit to Decode 2D Chemical Diagrams with Labels and R-Groups into Annotated Chemical Named Entities. In: Journal of Chemical Information and Modeling, vol. 0, no. 0, pp. null, 2020, (PMID: 32212690).
- 26.05.2020 Metabolomic tools used in marine natural product drug discovery. 2020, ISSN: 1746045X.
- 19.05.2020 Genome mining as new challenge in natural products discovery. 2020, ISSN: 16603397.
Winter Semester (2019/20)
- 03.02.2020 A Short Review of the Generation of Molecular Descriptors and Their Applications in Quantitative Structure Property/Activity Relationships. In: Current Computer-Aided Drug Design, vol. 12, no. 3, pp. 181-205, 2016.
- 27.01.2020 An Elementary Mathematical theory of Classification and Prediction. In: vol. 126, no. 3278, pp. 814–819, 1958.
- 20.01.2020
- 13.01.2020 An Algorithm for Subgraph Isomorphism. In: J. ACM, vol. 23, no. 1, pp. 31–42, 1976, ISSN: 0004-5411.
- 06.01.2020 Finding Chemical Records by Digital Computers. In: Science, vol. 126, no. 3278, pp. 814–819, 1957, ISSN: 0036-8075.
- 16.12.2019 Structural Determination of Paraffin Boiling Points. In: Journal of the American Chemical Society, vol. 69, no. 1, pp. 17-20, 1947, (PMID: 20291038).
- 09.12.2019 Automatic generation of 3D-atomic coordinates for organic molecules. In: Tetrahedron Computer Methodology, vol. 3, no. 6, Part C, pp. 537 - 547, 1990, ISSN: 0898-5529, (Three-dimensional chemical structure handling).
- 02.12.2019 InChI - the worldwide chemical structure identifier standard. In: Journal of Cheminformatics, vol. 5, no. 1, pp. 7, 2013, ISSN: 1758-2946.
- 25.11.2019 SMILES. 2. Algorithm for generation of unique SMILES notation. In: Journal of Chemical Information and Computer Sciences, vol. 29, no. 2, pp. 97-101, 1989.
- 18.11.2019 The Generation of a Unique Machine Description for Chemical Structures-A Technique Developed at Chemical Abstracts Service.. In: Journal of Chemical Documentation, vol. 5, no. 2, pp. 107-113, 1965.
- 11.11.2019 SMILES, a chemical language and information system. 1. Introduction to methodology and encoding rules. In: Journal of Chemical Information and Computer Sciences, vol. 28, no. 1, pp. 31-36, 1988.
Summer Semester 2019
- 28.05.2019 The Properties of Known Drugs. 1. Molecular Frameworks. In: Journal of Medicinal Chemistry, vol. 39, no. 15, pp. 2887-2893, 1996, (PMID: 8709122).
- 07.05.2019 Isomer generators in structure elucidation. In: TrAC Trends in Analytical Chemistry, vol. 16, no. 5, pp. 234 - 241, 1997, ISSN: 0165-9936.
- 09.04.2019 Molecular Structure Extraction from Documents Using Deep Learning. In: Journal of Chemical Information and Modeling, vol. 59, no. 3, pp. 1017-1029, 2019, (PMID: 30758950).
Winter Semester (2018/19)
- 23.10.2018 Structure Elucidation of Unknown Metabolites in Metabolomics by Combined NMR and MS/MS Prediction. In: Metabolites, vol. 8, no. 1, pp. 8, 2018.
- 16.10.2018 The C6H6 NMR repository: An integral solution to control the flow of your data from the magnet to the public. In: Magnetic Resonance in Chemistry, vol. 3, no. D1, pp. 160018, 2017.
Summer Semester (2018)
- 03.07.2018 antiSMASH 4.0—improvements in chemistry prediction and gene cluster boundary identification. In: Nucleic Acids Research, vol. 45, no. W1, pp. W36–W41, 2017.
- 19.06.2018 Freely Available Conformer Generation Methods: How Good Are They?. In: Journal of Chemical Information and Modeling, vol. 52, no. 5, pp. 1146-1158, 2012, (PMID: 22482737).
- 29.05.2018
- “An Introduction to Artificial Neural Networks”
- 22.05.2018 SMILES. 2. Algorithm for generation of unique SMILES notation. In: Journal of Chemical Information and Computer Sciences, vol. 29, no. 2, pp. 97-101, 1989.
- 15.05.2018 Natural Product-likeness Score and Its Application for Prioritization of Compound Libraries. In: Journal of Chemical Information and Modeling, vol. 48, no. 1, pp. 68-74, 2008, (PMID: 18034468).
- 08.05.2018 The Generation of a Unique Machine Description for Chemical Structures - A Technique Developed at Chemical Abstracts Service. In: J. Chem. Doc., vol. 5, pp. 107–113, 1965.
- 23.04.2018 Fully automated structure elucidation - A spectroscopist's dream comes true. In: Journal of Chemical Information & Computer Sciences, vol. 36, no. 2, pp. 221–227, 1996.
- 17.04.2018 Rule-based system to derive automatically good-list and bad- list entries for structures generators from spectra. In: Journal of Chemical Information & Computer Sciences, vol. 37, no. 5, pp. 884–891, 1997.
- 10.04.2018 On Using Graph-Equivalent Classes for the Structure Elucidation of Large Molecules. In: Journal of Chemical Information & Computer Sciences, vol. 32, no. 4, pp. 338–348, 1992.
Paper Pile
2020
Automatic Annotation and Dereplication of Tandem Mass Spectra of Peptidic Natural Products Journal Article
In: Analytical Chemistry, 2020, ISSN: 0003-2700.
Recurrent Topics in Mass Spectrometry-Based Metabolomics and Lipidomics—Standardization, Coverage, and Throughput Journal Article
In: Analytical Chemistry, 2020, ISSN: 0003-2700.
ChemSchematicResolver: A Toolkit to Decode 2D Chemical Diagrams with Labels and R-Groups into Annotated Chemical Named Entities Journal Article
In: Journal of Chemical Information and Modeling, vol. 0, no. 0, pp. null, 2020, (PMID: 32212690).
A Convolutional Neural Network-Based Approach for the Rapid Characterization of Molecularly Diverse Natural Products Journal Article Forthcoming
In: Journal of the American Chemical Society, vol. 0, no. ja, pp. null, Forthcoming, (PMID: 32045230).
Current Trends, Overlooked Issues, and Unmet Challenges in Virtual Screening Journal Article
In: Journal of Chemical Information and Modeling, 2020, ISSN: 1549-9596.
Compressed graph representation for scalable molecular graph generation Journal Article
In: Journal of Cheminformatics, 2020, ISSN: 1758-2946.
Seeing the forest for the trees: retrieving plant secondary biochemical pathways from metabolome networks Journal Article
In: Computational and Structural Biotechnology Journal, 2020, ISSN: 2001-0370.
2019
CFM-ID 3.0: Significantly Improved ESI-MS/MS Prediction and Compound Identification Journal Article
In: Metabolites, vol. 9, no. 4, 2019, ISSN: 2218-1989.
Deep MS/MS-Aided Structural-Similarity Scoring for Unknown Metabolite Identification Journal Article
In: Analytical Chemistry, vol. 91, no. 9, pp. 5629–5637, 2019, ISSN: 15206882.
2018
Ambit-SMIRKS: a software module for reaction representation, reaction search and structure transformation Journal Article
In: Journal of Cheminformatics, vol. 10, no. 1, pp. 42, 2018, ISSN: 1758-2946.
Chemotion-ELN part 2: adaption of an embedded Ketcher editor to advanced research applications Journal Article
In: Journal of Cheminformatics, vol. 10, no. 1, pp. 38, 2018, ISSN: 1758-2946.
PubChem chemical structure standardization Journal Article
In: Journal of Cheminformatics, vol. 10, no. 1, pp. 36, 2018, ISSN: 1758-2946.
SimCAL: a flexible tool to compute biochemical reaction similarity Journal Article
In: BMC Bioinformatics, vol. 19, no. 1, pp. 254, 2018, ISSN: 1471-2105.
Software Tools and Approaches for Compound Identification of LC-MS/MS Data in Metabolomics Journal Article
In: Metabolites, vol. 8, no. 2, pp. 31, 2018.
MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis Journal Article
In: Nucleic Acids Research, vol. 37, pp. W652, 2018.
The Integration of Metabolomics and Next-Generation Sequencing Data to Elucidate the Pathways of Natural Product Metabolism in Medicinal Plants Journal Article
In: Planta Medica, no. EFirst, 2018.
Physicochemical Prediction of Metabolite Fragmentation in Tandem Mass Spectrometry Journal Article
In: Mass Spectrometry, vol. 7, no. 1, pp. A0066-A0066, 2018.
2017
Identifying metabolites by integrating metabolome databases with mass spectrometry cheminformatics Journal Article
In: Nature Methods, vol. 122, no. 1, pp. 769–56, 2017.
Biologically Consistent Annotation of Metabolomics Data Journal Article
In: Analytical Chemistry, vol. 89, no. 24, pp. acs.analchem.7b02162–13104, 2017.
MetCirc: navigating mass spectral similarity in high-resolution MS/MS metabolomics data Journal Article
In: Bioinformatics, vol. 33, no. 15, pp. 2419–2420, 2017.
2016
A Short Review of the Generation of Molecular Descriptors and Their Applications in Quantitative Structure Property/Activity Relationships Journal Article
In: Current Computer-Aided Drug Design, vol. 12, no. 3, pp. 181-205, 2016.
2015
InChI, the IUPAC International Chemical Identifier Journal Article
In: Journal of Cheminformatics, vol. 7, no. 1, pp. 23, 2015, ISSN: 1758-2946.
2014
A guide to small-molecule structure assignment through computation of (1H and 13C) NMR chemical shifts Journal Article
In: Nature protocols, vol. 9, no. 3, pp. 643–660, 2014.
2013
Recent advances in the structure elucidation of small organic molecules by the LSD software Journal Article
In: Magnetic Resonance in Chemistry, vol. 51, no. 8, pp. 447-453, 2013.
InChI - the worldwide chemical structure identifier standard Journal Article
In: Journal of Cheminformatics, vol. 5, no. 1, pp. 7, 2013, ISSN: 1758-2946.
2012
Consensus Structure Elucidation Combining GC/EI-MS, Structure Generation, and Calculated Properties Journal Article
In: Analytical Chemistry, vol. 84, no. 7, pp. 3287-3295, 2012, (PMID: 22414024).
The enumeration of chemical space Journal Article
In: Wiley Interdisciplinary Reviews: Computational Molecular Science, vol. 2, no. 5, pp. 717-733, 2012.
2004
Structure Elucidator: A Versatile Expert System for Molecular Structure Elucidation from 1D and 2D NMR Data and Molecular Fragments Journal Article
In: Journal of Chemical Information and Computer Sciences, vol. 44, no. 3, pp. 771-792, 2004, (PMID: 15154743).
2003
Applications of a HOUDINI-Based Structure Elucidation System Journal Article
In: Journal of Chemical Information and Computer Sciences, vol. 43, no. 5, pp. 1447-1456, 2003, (PMID: 14502477).
1998
Computer-Based Structure Determination: Then and Now Journal Article
In: Journal of Chemical Information and Computer Sciences, vol. 38, no. 6, pp. 997-1009, 1998.
1996
In: Journal of Chemical Information and Computer Sciences, vol. 36, no. 2, pp. 190-204, 1996.
1994
Efficient Application of 2D NMR Correlation Information in Computer-Assisted Structure Elucidation of Complex Natural Products Journal Article
In: Journal of Chemical Information and Computer Sciences, vol. 34, no. 4, pp. 805-813, 1994.
1993
Graph automorphism perception algorithms in computer-enhanced structure elucidation Journal Article
In: Journal of chemical information and computer sciences, vol. 33, pp. 197-201, 1993.
1990
Automatic generation of 3D-atomic coordinates for organic molecules Journal Article
In: Tetrahedron Computer Methodology, vol. 3, no. 6, Part C, pp. 537 - 547, 1990, ISSN: 0898-5529, (Three-dimensional chemical structure handling).
1989
SMILES. 2. Algorithm for generation of unique SMILES notation Journal Article
In: Journal of Chemical Information and Computer Sciences, vol. 29, no. 2, pp. 97-101, 1989.
1988
SMILES, a chemical language and information system. 1. Introduction to methodology and encoding rules Journal Article
In: Journal of Chemical Information and Computer Sciences, vol. 28, no. 1, pp. 31-36, 1988.
1985
In: Journal of Computational Chemistry, vol. 6, no. 6, pp. 538-551, 1985.
1981
Case, a computer model of the structure elucidation process Journal Article
In: Analytica Chimica Acta, vol. 133, no. 4, pp. 507 - 516, 1981, ISSN: 0003-2670.
1979
Applications of artificial intelligence for chemical inference. 29. Exhaustive generation of stereoisomers for structure elucidation Journal Article
In: Journal of the American Chemical Society, vol. 101, no. 5, pp. 1216-1223, 1979.
1977
Computer-assisted interpretation of carbon-13 nuclear magnetic resonance spectra applied to structure elucidation of natural products Journal Article
In: Analytical Chemistry - ANAL CHEM, vol. 49, 1977.
1976
An Algorithm for Subgraph Isomorphism Journal Article
In: J. ACM, vol. 23, no. 1, pp. 31–42, 1976, ISSN: 0004-5411.
1965
The Generation of a Unique Machine Description for Chemical Structures-A Technique Developed at Chemical Abstracts Service. Journal Article
In: Journal of Chemical Documentation, vol. 5, no. 2, pp. 107-113, 1965.
1958
An Elementary Mathematical theory of Classification and Prediction Journal Article
In: vol. 126, no. 3278, pp. 814–819, 1958.
1957
Finding Chemical Records by Digital Computers Journal Article
In: Science, vol. 126, no. 3278, pp. 814–819, 1957, ISSN: 0036-8075.
1947
Structural Determination of Paraffin Boiling Points Journal Article
In: Journal of the American Chemical Society, vol. 69, no. 1, pp. 17-20, 1947, (PMID: 20291038).