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  1. Article

    Open Access

    Mutation-Attention (MuAt): deep representation learning of somatic mutations for tumour ty** and subty**

    Cancer genome sequencing enables accurate classification of tumours and tumour subtypes. However, prediction performance is still limited using exome-only sequencing and for tumour types with low somatic mutat...

    Prima Sanjaya, Katri Maljanen, Riku Katainen, Sebastian M. Waszak in Genome Medicine (2023)

  2. Article

    Open Access

    Identification of multiplicatively acting modulatory mutational signatures in cancer

    A deep understanding of carcinogenesis at the DNA level underpins many advances in cancer prevention and treatment. Mutational signatures provide a breakthrough conceptualisation, as well as an analysis framew...

    Dovydas Kičiatovas, Qingli Guo, Miika Kailas, Henri Pesonen in BMC Bioinformatics (2022)

  3. Article

    Open Access

    Enrichment of cancer-predisposing germline variants in adult and pediatric patients with acute lymphoblastic leukemia

    Despite recent progress in acute lymphoblastic leukemia (ALL) therapies, a significant subset of adult and pediatric ALL patients has a dismal prognosis. Better understanding of leukemogenesis and recognition ...

    Suvi P. M. Douglas, Atte K. Lahtinen, Jessica R. Koski, Lilli Leimi in Scientific Reports (2022)

  4. Article

    Open Access

    sPLINK: a hybrid federated tool as a robust alternative to meta-analysis in genome-wide association studies

    Meta-analysis has been established as an effective approach to combining summary statistics of several genome-wide association studies (GWAS). However, the accuracy of meta-analysis can be attenuated in the pr...

    Reza Nasirigerdeh, Reihaneh Torkzadehmahani, Julian Matschinske in Genome Biology (2022)

  5. Article

    Open Access

    Retrotransposon insertions can initiate colorectal cancer and are associated with poor survival

    Genomic instability pathways in colorectal cancer (CRC) have been extensively studied, but the role of retrotransposition in colorectal carcinogenesis remains poorly understood. Although retrotransposons are u...

    Tatiana Cajuso, Päivi Sulo, Tomas Tanskanen, Riku Katainen in Nature Communications (2019)

  6. Article

    Open Access

    Exome and immune cell score analyses reveal great variation within synchronous primary colorectal cancers

    Approximately 4% of colorectal cancer (CRC) patients have at least two simultaneous cancers in the colon. Due to the shared environment, these synchronous CRCs (SCRCs) provide a unique setting to study colorec...

    Ulrika A. Hänninen, Erkki-Ville Wirta, Riku Katainen in British Journal of Cancer (2019)

  7. No Access

    Article

    Discovery of potential causative mutations in human coding and noncoding genome with the interactive software BasePlayer

    Next-generation sequencing (NGS) is routinely applied in life sciences and clinical practice, but interpretation of the massive quantities of genomic data produced has become a critical challenge. The genome-w...

    Riku Katainen, Iikki Donner, Tatiana Cajuso, Eevi Kaasinen, Kimmo Palin in Nature Protocols (2018)

  8. No Access

    Article

    Germline alterations in a consecutive series of acute myeloid leukemia

    Ulla Wartiovaara-Kautto, Elina A. M. Hirvonen, Esa Pitkänen, Caroline Heckman in Leukemia (2018)

  9. Article

    Open Access

    Contribution of allelic imbalance to colorectal cancer

    Point mutations in cancer have been extensively studied but chromosomal gains and losses have been more challenging to interpret due to their unspecific nature. Here we examine high-resolution allelic imbalanc...

    Kimmo Palin, Esa Pitkänen, Mikko Turunen, Biswajyoti Sahu in Nature Communications (2018)

  10. Article

    Open Access

    Towards pan-genome read alignment to improve variation calling

    Typical human genome differs from the reference genome at 4-5 million sites. This diversity is increasingly catalogued in repositories such as ExAC/gnomAD, consisting of >15,000 whole-genomes and >126,000 exom...

    Daniel Valenzuela, Tuukka Norri, Niko Välimäki, Esa Pitkänen, Veli Mäkinen in BMC Genomics (2018)

  11. Article

    Open Access

    Global metabolomic profiling of uterine leiomyomas

    Uterine leiomyomas can be classified into molecularly distinct subtypes according to their genetic triggers: MED12 mutations, HMGA2 upregulation, or inactivation of FH. The aim of this study was to identify metab...

    Hanna-Riikka Heinonen, Miika Mehine, Netta Mäkinen in British Journal of Cancer (2017)

  12. Article

    Open Access

    Detection of subclonal L1 transductions in colorectal cancer by long-distance inverse-PCR and Nanopore sequencing

    Long interspersed nuclear elements-1 (L1s) are a large family of retrotransposons. Retrotransposons are repetitive sequences that are capable of autonomous mobility via a copy-and-paste mechanism. In most copy...

    Barun Pradhan, Tatiana Cajuso, Riku Katainen, Päivi Sulo in Scientific Reports (2017)

  13. Article

    Open Access

    Multiple clinical characteristics separate MED12-mutation-positive and -negative uterine leiomyomas

    Up to 86% of uterine leiomyomas harbour somatic mutations in mediator complex subunit 12 (MED12). These mutations have been associated with conventional histology, smaller tumour size, and larger number of tumour...

    Hanna-Riikka Heinonen, Annukka Pasanen, Oskari Heikinheimo in Scientific Reports (2017)

  14. Article

    Open Access

    Whole-exome sequencing identifies novel candidate predisposition genes for familial polycythemia vera

    Polycythemia vera (PV), characterized by massive production of erythrocytes, is one of the myeloproliferative neoplasms. Most patients carry a somatic gain-of-function mutation in JAK2, c.1849G > T (p.Val617Phe),...

    Elina A. M. Hirvonen, Esa Pitkänen, Kari Hemminki, Lauri A. Aaltonen in Human Genomics (2017)

  15. Article

    Open Access

    Whole-genome metabolic model of Trichoderma reesei built by comparative reconstruction

    Trichoderma reesei is one of the main sources of biomass-hydrolyzing enzymes for the biotechnology industry. There is a need for improving its enzyme production efficiency. The use of ...

    Sandra Castillo, Dorothee Barth, Mikko Arvas, Tiina M. Pakula in Biotechnology for Biofuels (2016)

  16. Article

    Open Access

    MED12 mutations and FH inactivation are mutually exclusive in uterine leiomyomas

    Uterine leiomyomas from hereditary leiomyomatosis and renal cell cancer (HLRCC) patients are driven by fumarate hydratase (FH) inactivation or occasionally by mediator complex subunit 12 (MED12) mutations. The ai...

    Kati Kämpjärvi, Netta Mäkinen, Miika Mehine, Salla Välipakka in British Journal of Cancer (2016)

  17. No Access

    Article

    3′-UTR poly(T/U) repeat of EWSR1 is altered in microsatellite unstable colorectal cancer with nearly perfect sensitivity

    Approximately 15 % of colorectal cancers exhibit instability of short nucleotide repeat regions, microsatellites. These tumors display a unique clinicopathologic profile and the microsatellite instability stat...

    Johanna Kondelin, Sari Tuupanen, Alexandra E. Gylfe, Mervi Aavikko in Familial Cancer (2015)

  18. No Access

    Article

    CTCF/cohesin-binding sites are frequently mutated in cancer

    Lauri Aaltonen, Jussi Taipale and colleagues report frequent mutation of CTCF- and cohesin-binding sites (CBSs) in multiple cancer types. They find that the frequency of CBS mutations in microsatellite-stable ...

    Riku Katainen, Kashyap Dave, Esa Pitkänen, Kimmo Palin, Teemu Kivioja in Nature Genetics (2015)

  19. Article

    Open Access

    The Glanville fritillary genome retains an ancient karyotype and reveals selective chromosomal fusions in Lepidoptera

    Previous studies have reported that chromosome synteny in Lepidoptera has been well conserved, yet the number of haploid chromosomes varies widely from 5 to 223. Here we report the genome (393 Mb) of the Glanv...

    Virpi Ahola, Rainer Lehtonen, Panu Somervuo, Leena Salmela in Nature Communications (2014)

  20. No Access

    Chapter and Conference Paper

    Reconstructing Gapless Ancestral Metabolic Networks

    We present a method for inferring the structure of ancestral metabolic networks directly from the networks of observed species and their phylogenetic tree. In particular, we aim to minimize the number of mutat...

    Esa Pitkänen, Mikko Arvas, Juho Rousu in Biomedical Engineering Systems and Technologies (2013)

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