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Education

 

University of Helsinki, Helsinki, Finland

PhD, Computer Science, 2022
Probabilistic methods for high-resolution metagenomics

University of Helsinki, Helsinki, Finland

MSc, Statistical machine learning, 2017
Major studies in Statistics

University of Helsinki, Helsinki, Finland

BSc, Statistics, 2016
Minor studies in Mathematics and Computer Science

Research experience

 

University of Helsinki, Helsinki, Finland

Postdoctoral researcher, 2023–ongoing

I work on developing and applying statistical methods for studying the link between ecology and epidemiology of opportunistic pathogens that are also a part of the healthy human gut microbiome.

European Bioinformatics Institute, Hinxton, Cambridgeshire, UK

Visiting postdoctoral fellow, Jan 2023–July 2023

I visited the Pathogen Informatics and Modelling group led by Dr John Lees through the Theory@EMBL program.

University of Helsinki, Helsinki, Finland

Doctoral researcher, 2018–2022

Developed probabilistic models for determining the composition of a DNA sequencing data sample. Produced efficient open source implementations of the said models and distributed them. Published results in scientific journals and presented at international conferences.

Helsinki Institute for Information Technology, Helsinki, Finland

Research assistant, 2016–2017

Designed and implemented models for identifying bacterial strains from DNA sequencing data.

Other employment

 

Heldata oy, Helsinki, Finland

Part-time entrepreneur, 2018–2022

Planned, organised, and hosted a 250-person data science networking and recruiting event in 2019 and 2021. Ran the day-to-day affairs of the business. Worked with customers to find bespoke solutions.

Stokastiko oy, Helsinki, Finland

Independent consultant, 2016–2018

Designed and taught a 3-day statistics introductory course for the tax avoidance unit of the Finnish Tax Administration. Consulted small businesses and organizations in automating data analysis pipelines. Founded and operated a one-man company.

Publications

 

Preprints

Group 2 and 3 ABC-transporter dependant capsular K-loci contribute significantly to variation in the invasive potential of Escherichia coli
RA Gladstone, M Pesonen, AK Pöntinen, T Mäklin, N MacAlasdair, H Thorpe, Y Shao, S Mallawaarachchi, S Arredondo-Alonso, BJ Parcell, JD Turnbull, G Tonkin-Hill, PJ Johnsen, Ø Samuelsen, NR Thomson, TD Lawley, and J Corander
preprint (2024), available at medRxiv: 10.1101/2024.11.22.24317484

Enhanced metagenomics-enabled transmission inference with TRACS
G Tonkin-Hill, Y Shao, AE Zarebski, S Mallawaarachchi, Ouli Xie, T Mäklin, HA Thorpe, MR Davies, SD Bentley, TD Lawley, and J Corander
preprint (2024), available at bioRxiv: 10.1101/2024.08.19.608527
software in GitHub: TRACS

Basic reproduction number for pandemic Escherichia coli clones is comparable to typical pandemic viruses
FA Ojala, H Pesonen, RA Gladstone, T Mäklin, G Tonkin-Hill, P Marttinen, and J Corander
preprint (2024), available at bioRxiv: 10.1101/2024.05.08.593267

Peer-reviewed journal articles

Geographical variation in the incidence of colorectal cancer and urinary tract cancer is associated with population exposure to colibactin-producing Escherichia coli
T Mäklin, A Taira, S Arredondo-Alonso, Y Shao, MR Stratton, TD Lawley, LA Aaltonen, and J Corander
The Lancet Microbe (2024), doi: 10.1016/j.lanmic.2024.101015

Seamless, rapid, and accurate analyses of outbreak genomic data using split k-mer analysis
R Derelle, J von Wachsmann, T Mäklin, J Hellewell, T Russell, A Lalvani, L Chindelevitch, NJ Croucher, SR Harris, and JA Lees
Genome Research (2024), doi: 10.1101/gr.279449.124
software in GitHub: SKA2

Pan-pathogen deep sequencing of nosocomial bacterial pathogens in Italy in Spring 2020: a prospective cohort study
HA Thorpe, M Pesonen, M Corbella, H Pesonen, S Gaiarsa, CJ Boinett, G Tonkin-Hill, T Mäklin, AK Pöntinen, N MacAlasdair, RA Gladstone, S Arredondo-Alonso, T Kallonen, D Jamrozy, SW Lo, C Chaguza, GA Blackwell, A Honkela, AC Schürch, RJL Willems, C Merla, G Petazzoni, EJ Feil, P Cambieri, NR Thomson, SD Bentley, D Sassera, and J Corander
The Lancet Microbe (2024), doi: 10.1016/S2666-5247(24)00113-7

Deep sequencing of Escherichia coli exposes colonisation diversity and impact of antibiotics in Punjab, Pakistan
T Khawaja°, T Mäklin°, T Kallonen°, RA Gladstone, AK Pöntinen, S Mero, HA Thorpe, Ø Samuelsen, J Parkhill, M Izhar, WM Akhtar, J Corander, and A Kantele
° joint first authors
Nature Communications (2024), doi: 10.1038/s41467-024-49591-5

Exploring the paediatric nasopharyngeal bacterial microbiota with culture-based MALDI-TOF mass spectrometry and targeted metagenomic sequencing
P Sreymom, T Kallonen, T Mäklin, P Sar, J Hopkins, S Soeng, T Miliya, CL Ling, SD Bentley, J Corander, and P Turner
mBio (2024), doi: 10.1128/mbio.00784-24

A novel prophage-like insertion element within yabG triggers early entry into sporulation in Clostridium botulinum
FP Douillard, I Martins Portinha, Y Derman, C Woudstra, T Mäklin, MB Dorner, H Korkeala, AO Henriques, and M Lindström
Viruses (2023), doi: 10.3390/v15122431

Themisto: a scalable colored k-mer index for sensitive pseudoalignment against hundreds of thousands of bacterial genomes
JN Alanko, J Vuohtoniemi, T Mäklin, and SJ Puglisi
Bioinformatics (2023), doi: 10.1093/bioinformatics/btad233
software in GitHub: Themisto

Strong pathogen competition in neonatal gut colonisation
T Mäklin, HA Thorpe, AK Pöntinen, RA Gladstone, Y Shao, M Pesonen, A McNally, PJ Johnsen, Ø Samuelsen, TD Lawley, A Honkela, and J Corander
Nature communications (2022), doi: 10.1038/s41467-022-35178-5

Genomic and phenotypic characterization of Clostridium botulinum isolates from an infant botulism case suggests adaptation signatures to the gut
FP Douillard, Y Derman, C Woudstra, K Selby, T Mäklin, MB Dorner, H Saxén, BG Dorner, H Korkeala, and M Lindström
mBio (2022), doi: 10.1128/mbio.02384-21

Bacterial genomic epidemiology with mixed samples
T Mäklin, T Kallonen, JN Alanko, Ø Samuelsen, K Hegstad, V Mäkinen, J Corander, E Heinz, and A Honkela
Microbial genomics (2021), doi: 10.1099/mgen.0.000691
software in GitHub: mGEMS

High-resolution sweep metagenomics using ultrafast read mapping and inference
T Mäklin, T Kallonen, S David, CJ Boinett, B Pascoe, G Méric, DM Aanensen, EJ Feil, S Baker, J Parkhill, SK Sheppard, J Corander, and A Honkela
Wellcome open research (2021), doi: 10.12688/wellcomeopenres.15639.2
software in GitHub: mSWEEP

Closing Clostridium botulinum Group III genomes using long-read sequencing
C Woudstra, T Mäklin, Y Derman, L Bano, H Skarin, C Mazuet, A Honkela, and M Lindström
Microbiology resource announcements (2021), doi: 10.1128/MRA.01364-20

Book chapters

Identifying bacterial strains from sequencing data
T Mäklin, J Corander, and A Honkela
Data mining for systems biology (2018), doi: 10.1007/978-1-4939-8561-6_1

Grants

 

Theory@EMBL visitor fellowship
For visit costs, approx. £5 000, 2023

DONASCI thesis finalization grant
Covered six months salary, approx. €20 000, 2021

Research visits

 

Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
Visitor, May 2024

European Bioinformatics Institute, Hinxton, Cambridge, UK
Visiting postdoctoral fellow, Jan 2023–July 2023

External affiliations

 

Wellcome Sanger Institute, Hinxton, Cambridge, UK
Visiting worker, Pathogens and microbes programme, 2022-2024

Positions of trust

 

University of Helsinki, Helsinki, Finland
Union representative (shop steward), 2023–2024

Volunteer experience

 

Finnish union of university researchers and teachers
Board member, 2024 ∘ Deputy board member, 2023

Helsinki university researchers and teachers association
Vice chair, 2023–2024 ∘ Board member, 2022–2025 ∘ Deputy board member 2020–2021

University of Helsinki PhD students association
Chair, 2020–2021 ∘ Secretary 2022

Finnish statistical society
Secretary, 2017–2022 ∘ Deputy board member 2022–2023

Service

Boards and committees

Doctoral school in natural sciences, University of Helsinki
Board member, 2020–2021

Doctoral programme in Computer Science, University of Helsinki
Board member, 2020–2021

Peer review

2024 ECML PKDD, Journal of Open Source Software, Microbiome
2023 Genome biology, Nature communications, Microbiome, Scientific reports
2022 BMC microbiology
2021 International conference on machine learning (ICML)
2019 International conference on machine learning (ICML)

Research software

 

mGEMS
Main contributor
Taxonomic binner with lineage-level resolution, PROBIC/mGEMS

mSWEEP
Main contributor
Taxonomic profiler with lineage-level resolution, PROBIC/mSWEEP

Themisto
With Jarno N Alanko & others
Pseudoaligner and k-mer index for short-read sequencing data, algbio/Themisto

SKA2
With John A Lees & others
Split k-mer analysis of closely related genomic sequences, bacpop/ska.rust

cpprate
Main contributor
Variable selection in Bayesian regression models with relative centrality, tmaklin/cpprate

Media coverage

Newspapers with national reach

Sairaalabakteeri ei tartu terveisiin vastasyntyneisiin, kertoo tutkimus
Helsingin Sanomat, Helsinki, Finland, 8 February 2023
https://www.hs.fi/helsinki/art-2000009380665.html

Presentations and conference activity

 

Session chair

Probabilistic modelling in microbial ecology workshop
Kellogg College, University of Oxford, Oxford, UK, March 2023

Invited talks

Computational methods in AMR research
University of Turku, Turku, Finland, October 2023

Lawley group meeting
Wellcome Sanger Institute, Hinxton, Cambridge, UK, June 2023

Theory@EMBL seminar
European Molecular Biology Laboratory EMBL, Hinxton, Cambridge, UK, June 2023

Heinz group meeting
Liverpool school of tropical medicine, Liverpool, UK, February 2023

Lahti group meeting
University of Turku, Turku, Finland, January 2023

AMR-bridge annual meeting
AMR-bridge consortium, Tromsø, Norway, June 2022

Thomson group meeting
Wellcome Sanger Institute, Hinxton, Cambridge, UK, June 2020

CompLifeSci 4th annual meeting
Åbo Akademi, Turku, Finland, November 2019

Contributed talks

SMBE Satellite Workshop on Pathogen Pangenome Evolution Between and Within their Hosts Tokyo, Japan, November 2024

Microbial (gen)omics meeting
Wellcome Sanger Institute, Hinxton, Cambridge, UK, July 2023

EBI research retreat
European Bioinformatics Institute, Hinxton, Cambridge, UK, July 2023

ISMB/ECCB 2019
Basel, Switzerland, July 2019

Bioinformatics research and education workshop
Max Planck Institute for Molecular Genetics, Berlin, Germany, May 2019

Mathematical and statistical aspects of molecular biology workshop
European Bioinformatics Institute, Hinxton, Cambridge, UK, April 2019

Probabilistic modelling in genomics
Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, US, November 2018

Regional workshop of European young researchers in Statistics
Henri Poincaré Institute, Paris, France, November 2018

Mathematical and statistical aspects of molecular biology workshop
University of St Andrews, St Andrews, Scotland, UK, March 2018

Contact

Tommi Mäklin – – –