Linearis

Our publications in metabolomics research

Blood-Based Multiomics-Guided Detection of a Precancerous Pancreatic Tumor

Anwar MA, Keshteli AH, Yang H, Wang W, Li X, Messier HM, Cullis PR, Borchers CH, Fraser R, Wishart DS. (OMICS. 2024 Apr;28(4):182-192. doi: 10.1089/omi.2023.0278. Epub 2024 Apr 17. PMID: 38634790.)

MetaboAnalyst 6.0: towards a unified platform for metabolomics data processing, analysis and interpretation

Pang Z, Lu Y, Zhou G, Hui F, Xu L, Viau C, Spigelman AF, MacDonald PE, Wishart DS, Li S, Xia J. (Nucleic Acids Res. 2024 Jul 5;52(W1):W398-W406. doi: 10.1093/nar/gkae253. PMID: 38587201; PMCID: PMC11223798.)

Deep Learning-Enabled MS/MS Spectrum Prediction Facilitates Automated Identification Of Novel Psychoactive Substances.

Wang F, Pasin D, Skinnider MA, Liigand J, Kleis JN, Brown D, Oler E, Sajed T, Gautam V, Harrison S, Greiner R, Foster LJ, Dalsgaard PW, Wishart DS.  (Anal Chem. 2023 Dec 19;95(50):18326-18334. doi: 10.1021/acs.analchem.3c02413. Epub 2023 Dec 4. PMID: 38048435; PMCID: PMC10733899.)

DrugBank 6.0: the DrugBank Knowledgebase for 2024

Knox C, Wilson M, Klinger CM, Franklin M, Oler E, Wilson A, Pon A, Cox J, Chin NEL, Strawbridge SA, Garcia-Patino M, Kruger R, Sivakumaran A, Sanford S, Doshi R, Khetarpal N, Fatokun O, Doucet D, Zubkowski A, Rayat DY, Jackson H, Harford K, Anjum A, Zakir M, Wang F, Tian S, Lee B, Liigand J, Peters H, Wang RQR, Nguyen T, So D, Sharp M, da Silva R, Gabriel C, Scantlebury J, Jasinski M, Ackerman D, Jewison T, Sajed T, Gautam V, Wishart DS. (Nucleic Acids Res. 2024 Jan 5;52(D1):D1265-D1275. doi: 10.1093/nar/gkad976. PMID: 37953279; PMCID: PMC10767804.)

Metabolome of Newborns with Perinatal Complications

López-Hernández Y, Lima-Rogel V, Mandal R, Zheng J, Zhang L, Oler E, García-López DA, Torres-Calzada C, Mejía-Elizondo AR, Poelsner J, López JA, Zubkowski A, Wishart DS. The Urinary  (Metabolites. 2024 Jan 10;14(1):41. doi: 10.3390/metabo14010041. PMID: 38248844; PMCID: PMC10819924.)

Deep Learning-Enabled MS/MS Spectrum Prediction Facilitates Automated Identification Of Novel Psychoactive Substances.

Wang F, Pasin D, Skinnider MA, Liigand J, Kleis JN, Brown D, Oler E, Sajed T, Gautam V, Harrison S, Greiner R, Foster LJ, Dalsgaard PW, Wishart DS.  (Anal Chem. 2023 Dec 19;95(50):18326-18334. doi: 10.1021/acs.analchem.3c02413. Epub 2023 Dec 4. PMID: 38048435; PMCID: PMC10733899.)

PathBank 2.0-the pathway database for model organism metabolomics

Wishart DS, Kruger R, Sivakumaran A, Harford K, Sanford S, Doshi R, Kehrtarpal N, Fatokun O, Doucet D, Zubkowski A, Jackson H, Sykes G, Ramirez-Gaona M, Marcu A, Li C, Yee K, Garros C, Rayat DY, Coleongco J, Nandyala T, Gautam V, Oler E. (Nucleic Acids Res. 2024 Jan 5;52(D1):D654-D662. doi: 10.1093/nar/gkad1041. Erratum in: Nucleic Acids Res. 2024 Apr 12;52(6):3486. doi: 10.1093/nar/gkae191. PMID: 37962386; PMCID: PMC10767802.)

Learning self-supervised molecular representations for drug–drug interaction prediction

R Kpanou, P Dallaire, E Rousseau, J Corbeil (BMC bioinformatics 25 (1), 47)

Sample Boosting Algorithm (SamBA)-An interpretable greedy ensemble classifier based on local expertise for fat data

Bauvin B et al. (PMLR 216:130–140, 2023)

Integrating and Reporting Full Multi-View Supervised Learning Experiments Using SuMMIT

Bauvin B et al. (PMRL 183:139–150, 2022)

Generative Flow Networks

Bengio Y. (Yoshua Bengio Web Page 2023)

Flexible protein database based on amino acid k-mers

Déraspe  M. et al (Sci Rep 2022 Jun 1;12(1):9101)

HMDB 5.0: the Human Metabolome Database for 2022

Wishart D. et al (Nucleic Acids Res 2022 Jan 7;50(D1):D622-D631.

On the robustness of generalization of drug– drug interaction models

Kpanou R et al. (BMC Bioinformatic, 2021 Oct 4;22(1):477).

Machine learning analysis identifies genes differentiating triple negative breast cancers

Kothari C. et al. (Sci Rep, 2020 Jun 26;10(1):10464.)

Mass spectra alignment using virtual lock-masses

Brochu F. et al. (Sci Rep, 2019 Jun 11;9(1):8469)

Predicting Ion Mobility Collision Cross-Sections Using a Deep Neural Network: DeepCCS

Plante PL. et al. (Ana Chem, 2019 Apr 16;91(8):5191-5199)

Interpretable genotype-to-phenotype classifiers with performance guarantees

Drouin A. et al (Sci Rep, 2019 Mar 11;9(1):4071)