Ole Winther

Ole Winther

Professor with special responsibilities, Visiting professor, Professor MSO


  1. Published

    A comparison of tools for copy-number variation detection in germline whole exome and whole genome sequencing data

    Gabrielaite, M., Torp, M. H., Rasmussen, Malthe Sebro, Andreu-Sánchez, S., Vieira, Filipe Garrett, Pedersen, C. B., Kinalis, S., Madsen, M. B., Kodama, M., Demircan, G. S., Simonyan, A., Yde, C. W., Olsen, L. R., Marvig, R. L., Østrup, O., Rossing, Caroline Maria, Nielsen, Finn Cilius, Winther, Ole & Bagger, F. O., 2021, In: Cancers. 13, 24, 6283.

    Research output: Contribution to journalJournal articleResearchpeer-review

  2. Published

    A comparison of tools for copy-number variation detection in germline whole exome and whole genome sequencing data

    Gabrielaite, M., Torp, M., Rasmussen, M., Andreu-Sánchez, S., Vieira, Filipe Garrett, Pedersen, C., Kinalis, S., Madsen, M., Yde, C., Rønn, O. L., Marvig, R., Østrup, O., Rossing, Caroline Maria, Nielsen, Finn Cilius, Winther, Ole & Bagger, F. O., 2021, bioRxiv, 29 p.

    Research output: Working paperPreprintResearch

  3. Published

    A computational method for identification of vaccine targets from protein regions of conserved human leukocyte antigen binding

    Olsen, L. R., Simon, C., Kudahl, U. J., Bagger, F. O., Winther, Ole, Reinherz, E. L., Zhang, G. L. & Brusic, V., 2015, In: B M C Medical Genomics. 8, Suppl 4, 6 p., 5.

    Research output: Contribution to journalJournal articleResearchpeer-review

  4. Published

    A perspective on inverse design of battery interphases using multi-scale modelling, experiments and generative deep learning

    Bhowmik, A., Castelli, I. E., Garcia-Lastra, J. M., Bjørn-Jørgensen, P., Winther, Ole & Vegge, T., 2019, In: Energy Storage Materials. 21, p. 446-456

    Research output: Contribution to journalReviewResearchpeer-review

  5. Published

    Airway inflammation in chronic rhinosinusitis with nasal polyps and asthma: the united airways concept further supported

    Håkansson, K., Bachert, C., Konge, Lars, Thomsen, Simon Francis, Pedersen, Anders Elm, Poulsen, Steen Seier, Martin-Bertelsen, T., Winther, Ole, Backer, Vibeke & von Buchwald, Christian, 2015, In: PloS one. 10, 7, 11 p., e0127228.

    Research output: Contribution to journalJournal articleResearchpeer-review

  6. Published

    An introduction to deep learning on biological sequence data: examples and solutions

    Jurtz, V. I., Johansen, A. R., Nielsen, M., Almagro Armenteros, J. J., Nielsen, H., Sønderby, C. K., Winther, Ole & Sønderby, S. K., 15 Nov 2017, In: Bioinformatics. 33, 22, p. 3685-3690 6 p.

    Research output: Contribution to journalReviewResearchpeer-review

  7. Published

    Angiotensinogen and HLA class II predict bevacizumab response in recurrent glioblastoma patients

    Urup, T., Michaelsen, Signe Regner, Olsen, L. R., Toft, A., Christensen, I. J., Grunnet, K., Winther, Ole, Broholm, H., Kosteljanetz, M., Issazadeh-Navikas, Shohreh, Poulsen, H. S. & Lassen, Ulrik Niels, Oct 2016, In: Molecular Oncology. 10, 8, p. 1160-1168

    Research output: Contribution to journalJournal articleResearchpeer-review

  8. Published

    Autoencoding beyond pixels using a learned similarity metric

    Larsen, A. B. L., Sønderby, S. K., Larochelle, H. & Winther, Ole, 2016, Proceedings of The 33rd International Conference on Machine Learning. Balcan, M. F. & Weinberger, K. Q. (eds.). p. 1558–1566 9 p. (JMLR: Workshop and Conference Proceedings, Vol. 48).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  9. Published

    BayesMD: Flexible Biological Modeling for Motif Discovery

    Tang, M. E., Krogh, Anders & Winther, Ole, 2008, In: Journal of Computational Biology. 15, 10, p. 1347-63 16 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  10. Published

    Binning microbial genomes using deep learning

    Nissen, J. N., Sønderby, C. K., Armenteros, J. J. A., Grønbech, Christopher Heje, Nielsen, H. B., Petersen, T. N., Winther, Ole & Rasmussen, Simon, 2018, (bioRxiv).

    Research output: Working paperPreprintResearch

  11. Published

    Bioinformatics for cancer immunotherapy target discovery

    Olsen, L. R., Campos, B., Stein Barnkob, M., Winther, Ole, Brusic, V. & Andersen, M. H., 2014, In: Cancer Immunology, Immunotherapy. 63, 12, p. 1235-1249 15 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  12. Published

    BloodSpot: a database of gene expression profiles and transcriptional programs for healthy and malignant haematopoiesis

    Bagger, F. O., Sasivarevic, D., Hadi Sohi, S., Laursen, L. G., Pundhir, Sachin, Sønderby, C. K., Winther, Ole, Rapin, N. & Porse, Bo Torben, 4 Jan 2016, In: Nucleic Acids Research. 44, D1, p. D917-24 8 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  13. Published

    Bone signaling in middle ear development: a genome-wide differential expression analysis

    Nielsen, M. C., Martin-Bertelsen, T., Friis, M., Winther, Ole, Friis-Hansen, Lennart Jan, Cayé-Thomasen, Per & Sørensen, Mads Sølvsten, 2014, In: Anatomical Record. 297, 12, p. 2349-2355 7 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  14. Published

    Calibrated uncertainty for molecular property prediction using ensembles of message passing neural networks

    Busk, J., Jørgensen, P. B., Bhowmik, A., Schmidt, M. N., Winther, Ole & Vegge, T., 2022, In: Machine Learning: Science and Technology. 3, 1, 12 p., 015012.

    Research output: Contribution to journalJournal articleResearchpeer-review

  15. Published

    Can large language models reason about medical questions?

    Liévin, V., Hother, C. E., Motzfeldt, A. G. & Winther, Ole, 2024, In: Patterns. 5, 3, 12 p., 100943.

    Research output: Contribution to journalJournal articleResearchpeer-review

  16. Published

    Cancers of unknown primary origin (CUP) are characterized by chromosomal instability (CIN) compared to metastasis of know origin

    Vikeså, J., Møller, A. K. H., Kaczkowski, B., Helweg-Larsen, R. B., Winther, Ole, Henao Giraldo, R., Krogh, Anders, Perell, K., Jensen, F., Daugaard, G. & Nielsen, Finn Cilius, 2015, In: B M C Cancer. 15, 14 p., 151.

    Research output: Contribution to journalJournal articleResearchpeer-review

  17. Published

    Cellular origin of prognostic chromosomal aberrations in AML patients

    Mora-Jensen, H., Jendholm, L. J., Rapin, N. P. J., Andersen, M. K., Roug, A. S., Bagger, F. O., Bullinger, L., Winther, Ole, Borregaard, N., Porse, Bo Torben & Theilgaard-Mønch, Kim, 11 Feb 2015, In: Leukemia. 29, p. 1785-1789 5 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  18. Published

    Comparing cancer vs normal gene expression profiles identifies new disease entities and common transcriptional programs in AML patients

    Rapin, N. P. J., Bagger, F. O., Jendholm, L. J., Mora-Jensen, H., Krogh, Anders, Kohlmann, A., Thiede, C., Borregaard, N., Bullinger, L., Winther, Ole, Theilgaard-Mønch, Kim & Porse, Bo Torben, 6 Feb 2014, In: Blood (online). 123, 6, p. 894-904 11 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  19. Published

    Competence classification of cumulus and granulosa cell transcriptome in embryos matched by morphology and female age

    Borup, R., Thuesen, L. L., tcg964, tcg964, Andersen, A. N., Ziebe, S., Winther, Ole & Grøndahl, M. L., 2016, In: P L o S One. 11, 4, p. 1-19 19 p., e0153562.

    Research output: Contribution to journalJournal articleResearchpeer-review

  20. Published

    Convolutional LSTM networks for subcellular localization of proteins

    Sønderby, S. K., Sønderby, C. K., Nielsen, H. & Winther, Ole, 2015, Algorithms for Computational Biology. Dediu, A-H., Hernández-Quiroz, F., Martín-Vide, C. & Rosenblueth, D. A. (eds.). Springer, p. 68-80 13 p. (Lecture notes in computer science, Vol. 9199).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  21. Published

    Daily estimates of clinical severity of symptoms in bipolar disorder from smartphone-based self-assessments

    Busk, J., Faurholt-Jepsen, M., Frost, M., Bardram, J. E., Kessing, Lars Vedel & Winther, Ole, 2020, In: Translational Psychiatry. 10, 12 p., 194.

    Research output: Contribution to journalJournal articleResearchpeer-review

  22. Published

    Deconvolution of autoencoders to learn biological regulatory modules from single cell mRNA sequencing data

    Kinalis, S., Nielsen, Finn Cilius, Winther, Ole & Bagger, F. O., 2019, In: BMC Bioinformatics. 20, 9 p., 379.

    Research output: Contribution to journalJournal articleResearchpeer-review

  23. Published

    Deep Learning for Diagnostic Binary Classification of Multiple-Lesion Skin Diseases

    Thomsen, K., Christensen, A. L., Iversen, L., Lomholt, H. B. & Winther, Ole, 2020, In: Frontiers in Medicine. 7, 7 p., 574329.

    Research output: Contribution to journalJournal articleResearchpeer-review

  24. Published

    Deep integrative models for large-scale human genomics

    Sigurdsson, Arnór Ingi, Louloudis, Ioannis, Banasik, Karina, Westergaard, David, Winther, Ole, Lund, O., Ostrowski, Sisse Rye, Erikstrup, C., Pedersen, Ole Birger Vesterager, Nyegaard, Mette, Brunak, Søren, Vilhjálmsson, B. & Rasmussen, Simon, 2023, In: Nucleic Acids Symposium Series. 51, 12, 16 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  25. Published

    DeepLoc: prediction of protein subcellular localization using deep learning

    Almagro Armenteros, J. J., Sønderby, C. K., Sønderby, S. K., Nielsen, H. & Winther, Ole, 1 Nov 2017, In: Bioinformatics. 33, 21, p. 3387-3395 9 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  26. Published

    DeepLoc 2.0: multi-label subcellular localization prediction using protein language models

    Thumuluri, V., Almagro Armenteros, J. J., Johansen, A. R., Nielsen, H. & Winther, Ole, 2022, In: Nucleic Acids Research. 50, W1, p. W228-W234

    Research output: Contribution to journalJournal articleResearchpeer-review

  27. Published

    DeepLocRNA: an interpretable deep learning model for predicting RNA subcellular localization with domain-specific transfer-learning

    Wang, Jun, Horlacher, M., Cheng, L. & Winther, Ole, 2024, In: Bioinformatics. 40, 2, 10 p., btae065.

    Research output: Contribution to journalJournal articleResearchpeer-review

  28. Published

    DeepPeptide predicts cleaved peptides in proteins using conditional random fields

    Teufel, Felix Georg, Refsgaard, J. C., Madsen, C. T., Stahlhut, C., Grønborg, M., Winther, Ole & Madsen, D., 2023, In: Bioinformatics (Oxford, England). 39, 10, 6 p., btad616.

    Research output: Contribution to journalJournal articleResearchpeer-review

  29. Published

    Deorphanizing Peptides Using Structure Prediction

    Teufel, Felix Georg, Refsgaard, J. C., Kasimova, M. A., Deibler, K., Madsen, C. T., Stahlhut, C., Grønborg, M., Winther, Ole & Madsen, D., 2023, In: Journal of Chemical Information and Modeling. 63, 9, 5 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  30. Published

    DermX: An end-to-end framework for explainable automated dermatological diagnosis

    Jalaboi, R., Faye, F., Orbes-Arteaga, M., Jørgensen, D., Winther, Ole & Galimzianova, A., 2023, In: Medical Image Analysis. 83, 12 p., 102647.

    Research output: Contribution to journalJournal articleResearchpeer-review

  31. Published

    Detecting sequence signals in targeting peptides using deep learning

    Almagro Armenteros, J. J., Salvatore, Marco, Emanuelsson, O., Winther, Ole, von Heijne, G., Elofsson, A. & Nielsen, H., 2019, In: Life Science Alliance. 2, 5, 14 p., 201900429.

    Research output: Contribution to journalJournal articleResearchpeer-review

  32. Published

    Differential gene expression in the otic capsule and the middle ear-an annotation of bone-related signaling genes

    Nielsen, M. C., Martin-Bertelsen, T., Friis, M., Winther, Ole, Friis-Hansen, Lennart Jan, Rye-Jørgensen, N., Bloch, S. & Sørensen, Mads Sølvsten, 2015, In: Otology & Neurotology. 36, 4, p. 727-732 6 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  33. Published

    DiscoTope-3.0: improved B-cell epitope prediction using inverse folding latent representations

    Høie, M. H., Gade, F. S., Johansen, J., Würtzen, C., Winther, Ole, Nielsen, M. & Marcatili, P., 2024, In: Frontiers in Immunology. 15, 12 p., 1322712.

    Research output: Contribution to journalJournal articleResearchpeer-review

  34. Published

    Discovery of regulatory elements is improved by a discriminatory approach

    Valen, E., Sandelin, Albin Gustav, Winther, Ole & Krogh, Anders, 2009, In: PLoS Computational Biology. 5, 11, p. e1000562

    Research output: Contribution to journalJournal articleResearchpeer-review

  35. Published

    Down-regulation of microRNAs controlling tumourigenic factors in follicular thyroid carcinoma

    Rossing, M., Helweg-Larsen, R. B., Henao Giraldo, R., Winther, Ole, Vikeså, J., Niazi, O., Godballe, C., Krogdahl, A., Glud, M., Sørensen, C. H., Kiss, K., Bennedbæk, F. N. & Nielsen, Finn Cilius, 2012, In: Journal of Molecular Endocrinology. 48, 1, p. 11-23 13 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  36. Published

    Enterococcus faecalis infection causes inflammation, intracellular oxphos-independent ROS production, and DNA damage in human gastric cancer cells

    Strickertsson, J. A. B., Desler, Claus, Martin-Bertelsen, T., Machado, A. M. D., Wadstrøm, T., Winther, Ole, Rasmussen, Lene Juel & Friis-Hansen, Lennart Jan, 2013, In: PLOS ONE. 8, 4, p. 1-13 13 p., e63147.

    Research output: Contribution to journalJournal articleResearchpeer-review

  37. Published

    Explainable Image Quality Assessments in Teledermatological Photography

    Jalaboi, R., Winther, Ole & Galimzianova, A., 2023, In: Telemedicine and e-Health. 29, 9, p. 1342-1348 7 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  38. Published

    Forecasting Mood in Bipolar Disorder From Smartphone Self-assessments: Hierarchical Bayesian Approach

    Busk, J., Faurholt-Jepsen, M., Frost, M., Bardram, J. E., Kessing, Lars Vedel & Winther, Ole, 1 Apr 2020, In: JMIR mHealth and uHealth. 8, 4, 14 p., e15028.

    Research output: Contribution to journalJournal articleResearchpeer-review

  39. Published

    Gene expression of the endolymphatic sac

    Friis, M., Martin-Bertelsen, T., Friis-Hansen, Lennart Jan, Winther, Ole, Henao Giraldo, R., Sørensen, Mads Sølvsten & Qvortrup, Klaus, 2011, In: Acta Oto-Laryngologica. 131, 12, p. 1257-63 7 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  40. Published

    Genome-wide detection and analysis of hippocampus core promoters using DeepCAGE

    Valen, E., Pascarella, G., Chalk, A., Maeda, N., Kojima, M., Kawazu, C., Murata, M., Nishiyori, H., Lazarevic, D., Motti, D., Marstrand, T. T., Tang, M-H. E., Zhao, X., Krogh, A., Winther, O., Arakawa, T., Kawai, J., Wells, C., Daub, C., Harbers, M. & 4 others, Hayashizaki, Y., Gustincich, S., Sandelin, Albin Gustav & Carninci, P., 2009, In: Genome Research. 19, 2, p. 255-65 10 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  41. Published

    Graph neural network interatomic potential ensembles with calibrated aleatoric and epistemic uncertainty on energy and forces

    Busk, J., Schmidt, M. N., Winther, Ole, Vegge, T. & Jørgensen, P. B., 2023, In: Physical Chemistry Chemical Physics. 25, p. 25828-25837 10 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  42. Published

    GraphPart: homology partitioning for biological sequence analysis

    Teufel, Felix Georg, Gíslason, M. H., Almagro Armenteros, J. J., Johansen, A. R., Winther, Ole & Nielsen, H., 2023, In: NAR Genomics and Bioinformatics. 5, 4, 9 p., lqad088.

    Research output: Contribution to journalJournal articleResearchpeer-review

  43. Published

    Growth-rate regulated genes have profound impact on interpretation of transcriptome profiling in Saccharomyces cerevisiae

    Regenberg, Birgitte, Grotkjaer, T., Winther, Ole, Fausbøll, A., Akesson, M., Bro, C., Hansen, L. K., Brunak, Søren & Nielsen, Jens Bo, 2006, In: Genome Biology (Online Edition). 7, 11, p. R107

    Research output: Contribution to journalJournal articleResearchpeer-review

  44. Published

    HemaExplorer: a database of mRNA expression profiles in normal and malignant haematopoiesis

    Bagger, F. O., Rapin, N. P. J., Theilgaard-Mønch, Kim, Kaczkowski, B., Thorén, L. A. M., Jendholm, L. J., Winther, Ole & Porse, Bo Torben, 2013, In: Nucleic Acids Research. 41, Database issue, p. D1034-D1039 6 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  45. Published

    Identification and validation of 174 COVID-19 vaccine candidate epitopes reveals low performance of common epitope prediction tools

    Prachar, Marek, Justesen, S., Steen-Jensen, D. B., Thorgrimsen, S., Jurgons, E., Winther, Ole & Bagger, F. O., 2020, In: Scientific Reports. 10, 8 p., 20465.

    Research output: Contribution to journalJournal articleResearchpeer-review

  46. Published

    Improved metagenome binning and assembly using deep variational autoencoders

    Nissen, J. N., Johansen, Joachim, Allesoe, R. L., Sonderby, C. K., Armenteros, J. J. A., Grønbech, Christopher Heje, Jensen, Lars Juhl, Nielsen, H. B., Petersen, T. N., Winther, Ole & Rasmussen, Simon, 2021, In: Nature Biotechnology. 39, p. 555-560

    Research output: Contribution to journalJournal articleResearchpeer-review

  47. Published

    Improving The Analysis Of Gene Expression Profiles By Comparing AML Blasts With Their Nearest Normal Counterparts

    Rapin, N., Bagger, F. O., Jendholm, J., Mora-Jensen, H. I., Krogh, Anders, Kohlmann, A., Thiede, C., Borregaard, N., Bullinger, L., Winther, Ole, Theilgaard-Mønch, Kim & Porse, Bo Torben, 2013, In: Blood. 122, 21

    Research output: Contribution to journalConference abstract in journalResearchpeer-review

  48. Published

    Integrative analyses reveal novel strategies in HPV11,-16 and -45 early infection

    Kaczkowski, B., Rossing, M., Andersen, D. K., Dreher, A., Morevati, M., Visser, M. A., Winther, Ole, Nielsen, Finn Cilius & Norrild, B., 2012, In: Scientific Reports. 2, p. 515

    Research output: Contribution to journalJournal articleResearchpeer-review

  49. Published

    Interpretable autoencoders trained on single cell sequencing data can transfer directly to data from unseen tissues

    Walbech, J. S., Kinalis, S., Winther, Ole, Nielsen, Finn Cilius & Bagger, F. O., 2022, In: Cells. 11, 12 p., 85.

    Research output: Contribution to journalJournal articleResearchpeer-review

  50. Published

    JASPAR, the open access database of transcription factor-binding profiles: new content and tools in the 2008 update.

    Bryne, J. C., Valen, E., Tang, M. E., Marstrand, T., Winther, Ole, da Piedade, I., Krogh, Anders, Lenhard, B. & Sandelin, Albin Gustav, 2008, In: Nucleic Acids Research. 36, Database issue, p. D102-6

    Research output: Contribution to journalJournal articleResearchpeer-review

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