Heinäniemi lab, Systems Genomics
Cells represent the fundamental unit of life. In tissues, they are in constant interaction with their environment. Our goal is to investigate the changes in the regulation of cellular state during the development of various diseases. To understand these mechanisms, we utilize extensive molecular profiling data and collect measurements using various genomic methods from cell models and humans. We apply and develop systems biology, bioinformatics and AI-based methods to investigate changes at the cellular and molecular level at different stages of disease development.
The bone marrow produces a huge number of different blood cells every day and thereby creates the foundation of the immune system. We study changes in the immune system that occur during the lifespan and the changes in bone marrow cells in leukemia. The most common cancer in children and adolescents develops as a result of a disorder of blood cell differentiation. We aim to determine how the regulatory system that controls cell differentiation is altered in different leukemia types. To facilitate translation of the cell state profiles (genome/transcriptome/proteome) to clinical use in patients, we are developing suitable analysis tools. In addition to the regulatory circuits operating within the cell, we study the interaction of cells. By understanding these connections, our goal is to restore early dysfunction to normal and enhance the efficacy of new immunotherapies in cancer.
Our key future goal is to connect information about molecular and cellular interactions so that we can more accurately model the dynamics of cell states.
Publications – selected publications; all publications co-authored by principal investigator in orcid
News
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Merja Heinäniemi appointed as Professor of Computational BiomedicineMerja Heinäniemi appointed as Professor of Computational Biomedicine
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Better treatments for leukemiaBetter treatments for leukemia
Keywords
Professors
Post-doctoral Researchers
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Fahad Sohrab
Postdoctoral ResearcherInstitute of Biomedicine, School of Medicine, Faculty of Health Sciences -
Mouhamad Al Moussawy
Project ResearcherInstitute of Biomedicine, School of Medicine, Faculty of Health Sciences
Doctoral Researchers
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Sanni Moisio
Doctoral ResearcherInstitute of Biomedicine, School of Medicine, Faculty of Health Sciences -
Andrea Hanel
Doctoral ResearcherInstitute of Biomedicine, School of Medicine, Faculty of Health Sciences -
Buddika Jayasingha
Doctoral ResearcherInstitute of Biomedicine, School of Medicine, Faculty of Health Sciences -
Konstantin Ivanov
Doctoral ResearcherInstitute of Biomedicine, School of Medicine, Faculty of Health Sciences -
Tiina Tuononen
Doctoral ResearcherInstitute of Biomedicine, School of Medicine, Faculty of Health Sciences -
Arghavan Alizadeh Fekejvar
Project ResearcherInstitute of Biomedicine, School of Medicine, Faculty of Health Sciences
Publications
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Absolute copy number aware CNV calling of sub-megabase segments in ultra-low coverage single-cell DNA sequencing data
Kolbeinsdottir, Solrun; Zachariadis, Vasilios; Sommerauer, Christian; Lohi, Olli; Heinäniemi, Merja; Enge, Martin, 2025, Nucleic acids research, 53, 17, gkaf919. A1 Journal article (refereed), original research -
Genomic determinants of therapy response in ETV6::RUNX1 leukemia
Oksa, Laura; Moisio, Sanni; Maqbool, Khurram; Kramer, Roger; Nikkilä, Atte; Jayasingha, Buddika; Mäkinen, Artturi; Foroughi-Asl, Hassan; Rounioja, Samuli; Suhonen, Janne; Krali, Olga; Voutilainen, Miikka; Lahnalampi, Mari; Vepsäläinen, Kaisa; Huang, Sui; Duque-Afonso, Jesus; Hauer, Julia; Nordlund, Jessica; Wirta, Valtteri; Lohi, Olli; Heinäniemi, Merja, 2025, Leukemia, 39, 9, 2125-2139. A1 Journal article (refereed), original research -
MicroRNA gene dynamics in immune cell subpopulations during aging and atherosclerosis disease development at single-cell resolution
de Sande, Ana Hernández; Turunen, Tanja; Bouvy-Liivrand, Maria; Örd, Tiit; Palani, Senthil; Lahnalampi, Mari; Tundidor-Centeno, Celia; Liljenbäck, Heidi; Virta, Jenni; Niskanen, Henri; Jayasingha, Buddika; Smålander, Olli-Pekka; Sinkkonen, Lasse; Mikkola, Lea; Sauter, Thomas; Roivainen, Anne; Lönnberg, Tapio; Kaikkonen, Minna U; Heinäniemi, Merja, 2025, Genome medicine, 17, 1, 112. A1 Journal article (refereed), original research -
In vivo interrogation of regulatory genomes reveals extensive quasi-insufficiency in cancer evolution
Fischer, Anja; Lersch, Robert; de Andrade Krätzig, Niklas; Strong, Alexander; Friedrich, Mathias J.; Weber, Julia; Engleitner, Thomas; Öllinger, Rupert; Yen, Hsi-Yu; Kohlhofer, Ursula; Gonzalez-Menendez, Irene; Sailer, David; Kogan, Liz; Lahnalampi, Mari; Laukkanen, Saara; Kaltenbacher, Thorsten; Klement, Christine; Rezaei, Majdaddin; Ammon, Tim; Montero, Juan J.; Schneider, Günter; Mayerle, Julia; Heikenwälder, Mathias; Schmidt-Supprian, Marc; Quintanilla-Martinez, Leticia; Steiger, Katja; Liu,, 2023, Cell genomics, 3, 3, 100276. A1 Journal article (refereed), original research -
Combination therapies to inhibit LCK tyrosine kinase and mTOR signaling in T-cell Acute Lymphoblastic Leukemia
Laukkanen, Saara; Bacquelaine Veloso, Alexandra; Yan, Chuan; Oksa, Laura; Alpert, Eric J.; Do, Daniel; Hyvärinen, Noora; McCarthy, Karin; Adhikari, Abhinav; Yang, Qiqi; Iyer, Sowmya; Garcia, Sara P.; Pello, Annukka; Ruokoranta, Tanja; Moisio, Sanni; Adhikari, Sadiksha; Yoder, Jeffrey A.; Gallagher, Kayleigh Mary; Whelton, Lauren; Allen, James R.; Jin, Alexander Hai; Loontiens, Siebe; Heinäniemi, Merja; Kelliher, Michelle A; Heckman, Caroline A.; Lohi, Olli; Langenau, David M, 2022, Blood, 140, 17, 1891–1906. A1 Journal article (refereed), original research -
Immunogenomic Landscape of Hematological Malignancies
Dufva, Olli; Pölönen, Petri; Brück, Oscar; Keränen, Mikko AI; Klievink, Jay; Mehtonen, Juha; Huuhtanen, Jani; Kumar, Ashwini; Malani, Disha; Siitonen, Sanna; Kankainen, Matti; Ghimire, Bishwa; Lahtela, Jenni; Mattila, Pirkko; Vähä-Koskela, Markus; Wennerberg, Krister; Granberg, Kirsi; Leivonen, Suvi-Katri; Meriranta, Leo; Heckman, Caroline; et al. [incl. Heinäniemi, Merja], 2020, Cancer cell, 38, 3, 380-399.e13. A1 Journal article (refereed), original research -
Single cell characterization of B-lymphoid differentiation and leukemic cell states during chemotherapy in ETV6-RUNX1-positive pediatric leukemia identifies drug-targetable transcription factor activities
Mehtonen, Juha; Teppo, Susanna; Lahnalampi, Mari; Kokko, Aleksi; Kaukonen, Riina; Oksa, Laura; Bouvy-Liivrand, Maria; Malyukova, Alena; Mäkinen, Artturi; Laukkanen, Saara; Mäkinen, Petri I; Rounioja, Samuli; Ruusuvuori, Pekka; Sangfelt, Olle; Lund, Riikka; Lönnberg, Tapio; Lohi, Olli; Heinäniemi, Merja, 2020, Genome medicine, 12, 1, Article number: 99. A1 Journal article (refereed), original research -
Hemap: An interactive online resource for characterizing molecular phenotypes across hematologic malignancies
Pölönen, P; Mehtonen, J; Lin, J; Liuksiala, T; Häyrynen, S; Teppo, S; Mäkinen, A; Kumar, A; Malani, D; Pohjolainen, V; Porkka, K; Heckman, CA; May, P; Hautamäki, V; Granberg, KJ; Lohi, O; Nykter, M; Heinäniemi, M, 2019, Cancer research, 79, 10, 2466-2479. A1 Journal article (refereed), original research -
Semisupervised Generative Autoencoder for Single-Cell Data
Ngo Trong, Trung; Mehtonen, Juha; González, Geraldo; Kramer, Roger; Hautamäki, Ville; Heinäniemi, Merja, 2019, Journal of computational biology, [Published online: 2 December 2019], 1-14. A1 Journal article (refereed), original research