Rantalainen, Mattias

OPLS discriminant analysis: combining the strengths of PLS-DA and SIMCA classification

Bylesjö, M., Rantalainen, M., Cloarec, O., Nicholson, J. K., Holmes, E., & Trygg, J. (2006) · Journal of Chemometrics

Spectroscopy and Chemometric AnalysesStatistical Methods and Applications

Cited by 1,475

Symbiotic gut microbes modulate human metabolic phenotypes

Li, M., Wang, B., Zhang, M., Rantalainen, M., Wang, S., Zhou, H., Zhang, Y., Shen, J., Pang, X., Zhang, M., et al. (2008) · Proceedings of the National Academy of Sciences

Gut microbiota and healthMetabolomics and Mass Spectrometry Studies

Cited by 1,144

Artificial intelligence for diagnosis and grading of prostate cancer in biopsies: a population-based, diagnostic study

Ström, P., Kartasalo, K., Olsson, H., Solorzano, L., Delahunt, B., Berney, D. M., Bostwick, D. G., Evans, A. J., Grignon, D. J., Humphrey, P. A., et al. (2020) · The Lancet Oncology

AI in cancer detectionArtificial Intelligence in Healthcare and Education

Cited by 620

Reprogramming Tumor-Associated Macrophages by Antibody Targeting Inhibits Cancer Progression and Metastasis

Georgoudaki, A.-M., Prokopec, K. E., Boura, V. F., Hellqvist, E., Sohn, S., Östling, J., Dahan, R., Harris, R. A., Rantalainen, M., Klevebring, D., et al. (2016) · Cell Reports

Immune cells in cancerCancer Immunotherapy and Biomarkers

Cited by 609

Improved breast cancer histological grading using deep learning

Wang, Y., Acs, B., Robertson, S., Liu, B., Solorzano, L., Wählby, C., Hartman, J., & Rantalainen, M. (2022) · Annals of Oncology

AI in cancer detectionRadiomics and Machine Learning in Medical Imaging

Cited by 211

Beta-Poisson model for single-cell RNA-seq data analyses

Vu, T. N., Wills, Q. F., Kalari, K. R., Niu, N., Wang, L., Rantalainen, M., & Pawitan, Y. (2016) · Bioinformatics

Single-cell and spatial transcriptomicsGene expression and cancer classification

Cited by 157

The presence of methylation quantitative trait loci indicates a direct genetic influence on the level of DNA methylation in adipose tissue

Drong, A. W., Nicholson, G., Hedman, Å. K., Meduri, E., Grundberg, E., Small, K. S., Shin, S.-Y., Bell, J. T., Karpe, F., Soranzo, N., et al. (2013) · PLoS ONE

Epigenetics and DNA MethylationGenetic Associations and Epidemiology

Cited by 79