Ole Winther
Professor with special responsibilities, Visiting professor, Professor MSO
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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 journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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SignalP 5.0 improves signal peptide predictions using deep neural networks
Armenteros, J. J. A., Tsirigos, Konstantinos, Sønderby, C. K., Petersen, T. N., Winther, Ole, Brunak, Søren, von Heijne, G. & Nielsen, H., 18 Feb 2019, In: Nature Biotechnology. 37, 4, p. 420-423Research output: Contribution to journal › Journal article › Communication
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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 journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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. 446-456Research output: Contribution to journal › Review › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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. D102-6Research output: Contribution to journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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Multivariate Hawkes process models of the occurrence of regulatory elements
Carstensen, L., Sandelin, Albin Gustav, Winther, Ole & Hansen, Niels Richard, 2010, In: BMC Bioinformatics. 11, p. 456Research output: Contribution to journal › Journal article › Research › peer-review
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RSK is a principal effector of the RAS-ERK pathway for eliciting a coordinate promotile/invasive gene program and phenotype in epithelial cells
Doehn, U., Hauge, C., Frank, S. R., Jensen, C. A. J., Duda, K., Nielsen, J. V., Cohen, M. S., Johansen, Jens Vilstrup, Winther, B. R., Lund, L. R., Winther, Ole, Taunton, J., Hansen, S. H. & Frödin, Morten, 2009, In: Molecular Cell. 35, 4, p. 511-22 11 p.Research output: Contribution to journal › Journal article › Research › peer-review
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Molecular Representations in Machine-Learning-Based Prediction of PK Parameters for Insulin Analogs
Einarson, K. A., Bendtsen, K. M., Li, K., Thomsen, M., Kristensen, N. R., Winther, Ole, Fulle, S., Clemmensen, L. & Refsgaard, H. H. F., 2023, In: ACS Omega. 8, 26, p. 23566-23578 13 p.Research output: Contribution to journal › Journal article › Research › peer-review
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Reducing the rate of psychiatric re-admissions in bipolar disorder using smartphones - The RADMIS trial
Faurholt-Jepsen, M., Lindbjerg Tønning, M., Fros, M., Martiny, Klaus, Tuxen, N., Rosenberg, N., Busk, J., Winther, Ole, Thaysen-Petersen, D., Aamund, K. A., Tolderlund, L., Bardram, J. E. & Kessing, Lars Vedel, 2021, In: Acta Psychiatrica Scandinavica. 143, 5, p. 453-465 13 p.Research output: Contribution to journal › Journal article › Research › peer-review
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Sequential neural models with stochastic layers
Fraccaro, M., Sønderby, S. K., Paquet, U. & Winther, Ole, 2016, Neural Information Processing Systems 2016. Lee, D. D., Sugiyama, M., Luxburg, U. V., Guyon, I. & Garnett, R. (eds.). Neural Information Processing Systems Foundation, p. 2207-2215 9 p. (Advances in Neural Information Processing Systems, Vol. 29).Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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 paper › Preprint › Research
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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 journal › Journal article › Research › peer-review
Robust multi-scale clustering of large DNA microarray datasets with the consensus algorithm
Grotkjær, T., Winther, Ole, Regenberg, Birgitte, Nielsen, J. & Hansen, L. K., 2006, In: Bioinformatics. 22, 1, p. 58-67 10 p.Research output: Contribution to journal › Journal article › Research › peer-review
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scVAE: variational auto-encoders for single-cell gene expression data
Grønbech, Christopher Heje, Vording, M. F., Timshel, P., Sønderby, C. K., Pers, Tune H & Winther, Ole, 2020, In: Bioinformatics. 36, 16, p. 4415-4422 8 p.Research output: Contribution to journal › Journal article › Research › peer-review
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Molecular signatures of thyroid follicular neoplasia
Helweg-Larsen, R. B., Rossing, M., Henao Giraldo, R., Yamamoto, Y., Krogdahl, A., Godballe, C., Winther, Ole, Kiss, K., Christensen, L. H., Høgdall, Estrid Vilma Solyom, Bennedbæk, F. N. & Nielsen, Finn Cilius, 2010, In: Endocrine - Related Cancer. 17, 3, p. 691-708 18 p.Research output: Contribution to journal › Journal article › Research › peer-review
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Predictive active set selection methods for Gaussian processes
Henao, R. & Winther, Ole, 2012, In: Neurocomputing. 80, p. 10-18 9 p.Research output: Contribution to journal › Conference article › Research › peer-review
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Towards in silico CLIP-seq: predicting protein-RNA interaction via sequence-to-signal learning
Horlacher, M., Wagner, N., Moyon, L., Kuret, K., Goedert, N., Salvatore, Marco, Ule, J., Gagneur, J., Winther, Ole & Marsico, A., 2023, In: Genome Biology. 24, 1, 37 p., 180.Research output: Contribution to journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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NetSurfP-3.0: accurate and fast prediction of protein structural features by protein language models and deep learning
Høie, M. H., Kiehl, E. N., Petersen, Bent, Nielsen, M., Winther, Ole, Nielsen, H., Hallgren, J. & Marcatili, P., 2022, In: Nucleic Acids Research. 50, W1, p. W510-W515 6 p.Research output: Contribution to journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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 journal › Review › Research › peer-review
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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. 515Research output: Contribution to journal › Journal article › Research › peer-review
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The Bipolar Illness Onset study: research protocol for the BIO cohort study
Kessing, Lars Vedel, Munkholm, K., Faurholt-Jepsen, M., Miskowiak, Kamilla, Nielsen, L. B., Frikke-Schmidt, Ruth, Ekstrøm, Claus Thorn, Winther, Ole, Pedersen, Bente Klarlund, Poulsen, Henrik Enghusen, McIntyre, R. S., Kapczinski, F., Gattaz, W. F., Bardram, J., Frost, M., Mayora, O., Knudsen, Gitte Moos, Phillips, M. & Vinberg, Maj, 2017, In: BMJ Open. 7, 6, 12 p., e015462.Research output: Contribution to journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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NetSurfP-2.0: improved prediction of protein structural features by integrated deep learning
Klausen, M. S., Jespersen, M. C., Nielsen, H., Jensen, K. K., Jurtz, V. I., Sønderby, C. K., Sommer, M. O. A., Winther, Ole, Nielsen, M., Petersen, Bent & Marcatili, P., 2019, In: Proteins: Structure, Function and Bioinformatics. 87, 6, p. 520-527Research output: Contribution to journal › Journal article › Research › peer-review
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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 proceeding › Article in proceedings › Research › peer-review
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MicroRNA expression analysis and Multiplex ligation-dependent probe amplification in metastatic and non-metastatic uveal melanoma
Larsen, A., Holst, L. M., Kaczkowski, B., Andersen, M. T., Manfé, V., Siersma, Volkert Dirk, Kolko, Miriam, Kiilgaard, Jens Folke, Winther, Ole, Prause, J. U., Gniadecki, R. & Heegaard, Steffen, 2014, In: Acta Ophthalmologica. 92, 6, p. 541-549Research output: Contribution to journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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Optimal Variance Control of the Score-Function Gradient Estimator for Importance Weighted Bounds
Liévin, V., Dittadi, A., Christensen, Anders & Winther, Ole, 2020, In: Advances in Neural Information Processing Systems. 2020-December, 12 p.Research output: Contribution to journal › Conference article › Research › peer-review
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Variational Open-Domain Question Answering
Liévin, V., Motzfeldt, A. G., Jensen, I. R. & Winther, Ole, 2023, In: Proceedings of Machine Learning Research. 202, p. 20950-20977 28 p.Research output: Contribution to journal › Conference article › Research › peer-review
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NetTCR-2.0 enables accurate prediction of TCR-peptide binding by using paired TCRα and β sequence data
Montemurro, A., Schuster, Viktoria, Povlsen, H. R., Bentzen, A. K., Jurtz, V., Chronister, W. D., Crinklaw, A., Hadrup, S. R., Winther, Ole, Peters, B., Jessen, L. E. & Nielsen, M., 2021, In: Communications Biology . 4, 13 p., 1060.Research output: Contribution to journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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The middle ear immune defense changes with age
Nielsen, M. C., Friis, M., Martin-Bertelsen, T., Winther, Ole, Friis-Hansen, Lennart Jan & Cayé-Thomasen, Per, 2016, In: European Archives of Oto-Rhino-Laryngology. 273, 1, p. 81-86 6 p.Research output: Contribution to journal › Journal article › Research › peer-review
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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. 555-560Research output: Contribution to journal › Journal article › Research › peer-review
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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 paper › Preprint › Research
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Tumor antigens as proteogenomic biomarkers in invasive ductal carcinomas
Olsen, L. R., Campos, B., Winther, Ole, Sgroi, D. C., Karger, B. L. & Brusic, V., 2014, In: B M C Medical Genomics. 7, 3, p. 1-13 13 p.Research output: Contribution to journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
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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 journal › Journal article › Research › peer-review
ID: 171145930
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Multivariate Hawkes process models of the occurrence of regulatory elements
Research output: Contribution to journal › Journal article › Research › peer-review
Published -
2496
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HemaExplorer: a database of mRNA expression profiles in normal and malignant haematopoiesis
Research output: Contribution to journal › Journal article › Research › peer-review
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987
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Enterococcus faecalis infection causes inflammation, intracellular oxphos-independent ROS production, and DNA damage in human gastric cancer cells
Research output: Contribution to journal › Journal article › Research › peer-review
Published