PhD in Computer Science Ileana Montoya Perez - UTU Research Portal

Ileana Montoya Perez
PhD in Computer Science

- Senior Researcher,
Data-analytiikka (Department of Computing)

iimope@utu.fi

: 452B

: https://orcid.org/0000-0002-9744-9204

CV.pdf

ResearchGate profile

GoogleScholar

Data analysis; Machine learning; Statistics; Databases; Web-development

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Prostate Cancer Risk Stratification in Men With a Clinical Suspicion of Prostate Cancer Using a Unique Biparametric MRI and Expression of 11 Genes in Apparently Benign Tissue: Evaluation Using Machine-Learning Techniques (2020)
- Journal of Magnetic Resonance Imaging
Ileana Montoya Perez, Ivan Jambor, Tapio Pahikkala, Antti Airola, Harri Merisaari, Jani Saunavaara, Saeid Alinezhad, Riina-Minna Väänänen, Terhi Tallgrén, Janne Verho, Aida Kiviniemi, Otto Ettala, Juha Knaapila, Kari T. Syvänen, Markku Kallajoki, Paula Vainio, Hannu J. Aronen, Kim Pettersson, Peter J. Boström, Pekka Taimen
Symptoms and diagnostic delays in bladder cancer with high risk of recurrence: results from a prospective FinnBladder 9 trial (2020)
- World Journal of Urology
Sell V., Ettala O., Montoya Perez I., Järvinen R., Pekkarinen T., Vaarala M., Seppänen M., Liukkonen T., Marttila T., Aaltomaa S., Kaasinen E., Boström P.J.
Adverse Events During Neoadjuvant Chemotherapy for Muscle Invasive Bladder Cancer (2019)
- Bladder Cancer
Salminen Antti P, Montoya Perez Ileana, Klén Riku, Ettala Otto O, Syvänen Kari T, Elo Laura L, Boström Peter J
Correlation between 18F-1-amino-3-fluorocyclobutane-1-carboxylic acid (18F-fluciclovine) uptake and expression of alanine-serine-cysteine-transporter 2 (ASCT2) and L-type amino acid transporter 1 (LAT1) in primary prostate cancer (2019)
- EJNMMI Research
Irena Saarinen, Ivan Jambor, Mai Kim, Anna Kuisma, Jukka Kemppainen, Harri Merisaari, Olli Eskola, Anna-Riina Koskenniemi, Ileana Montoya Perez, Peter Boström, Pekka Taimen, Heikki Minn
IMPROD biparametric MRI in men with a clinical suspicion of prostate cancer (IMPROD Trial): Sensitivity for prostate cancer detection in correlation with whole-mount prostatectomy sections and implications for focal therapy (2019)
- Journal of Magnetic Resonance Imaging
Merisaari H., Jambor I., Ettala O., Boström P.J., Montoya Perez I., Verho J., Kiviniemi A., Syvänen K., Kähkönen E., Eklund L., Pahikkala T., Vainio P., Saunavaara J., Aronen H.J., Taimen P.
Luminometric label array for quantification of metal ions in drinking water – Comparison to human taste panel (2019)
- Microchemical Journal
Tanja Seppälä, Tuuli Ruponen, Mari Sandell, Parisa Movahedi, Ileana Montoya Perez, Leo Lepistö, Oskar Laaksonen, Tapio Pahikkala, Harri Härmä, Sari Pihlasalo
Prebiopsy IMPROD Biparametric Magnetic Resonance Imaging Combined with Prostate-Specific Antigen Density in the Diagnosis of Prostate Cancer: An External Validation Study (2019)
- European Urology Oncology
Knaapila J, Jambor I, Perez IM, Ettala O, Taimen P, Verho J, Kiviniemi A, Pahikkala T, Merisaari H, Lamminen T, Saunavaara J, Aronen HJ, Syvänen KT, Boström PJ
Prediction of biochemical recurrence in prostate cancer patients who underwent prostatectomy using routine clinical prostate multiparametric MRI and decipher genomic score (2019)
- Journal of Magnetic Resonance Imaging
Jambor I, Falagario U, Ratnani P, Perez IM, Demir K, Merisaari H, Sobotka S, Haines GK, Martini A, Beksac AT, Lewis S, Pahikkala T, Wiklund P, Nair S, Tewari A
Qualitative and Quantitative Reporting of a Unique Biparametric MRI: Towards Biparametric MRI-Based Nomograms for Prediction of Prostate Biopsy Outcome in Men With a Clinical Suspicion of Prostate Cancer (IMPROD and MULTI-IMPROD Trials) (2019)
- Journal of Magnetic Resonance Imaging
Perez IM, Jambor I, Kauko T, Verho J, Ettala O, Falagario U, Merisaari H, Kiviniemi A, Taimen P, Syvänen KT, Knaapila J, Seppänen M, Rannikko A, Riikonen J, Kallajoki M, Mirtti T, Lamminen T, Saunavaara J, Pahikkala T, Boström PJ, Aronen HJ
Radiomics and machine learning of multisequence multiparametric prostate MRI: Towards improved non-invasive prostate cancer characterization (2019)
- PLoS ONE
Jussi Toivonen, Ileana Montoya Perez, Parisa Movahedi, Harri Merisaari, Marko Pesola, Pekka Taimen, Peter J. Boström, Jonne Pohjankukka, Aida Kiviniemi, Tapio Pahikkala, Hannu J. Aronen, Ivan Jambor
Tournament leave-pair-out cross-validation for receiver operating characteristic analysis (2019)
- Statistical Methods in Medical Research
Montoya Perez I., Airola A., Boström P., Jambor I., Pahikkala T.
Validation of IMPROD biparametric MRI in men with clinically suspected prostate cancer: A prospective multi-institutional trial (2019)
- PLoS Medicine
Ivan Jambor, Janne Verho, Otto Ettala, Juha Knaapila, Pekka Taimen, Kari T. Syvänen, Aida Kiviniemi, Esa Kähkönen, Ileana Montoya Perez, Marjo Seppänen, Antti Rannikko, Outi Oksanen, Jarno Riikonen, Sanna Mari Vimpeli, Tommi Kauko, Harri Merisaari, Markku Kallajoki, Tuomas Mirtti, Tarja Lamminen, Jani Saunavaara, Hannu J. Aronen, Peter J. Boström
Neoadjuvant Chemotherapy Does Not Increase the Morbidity of Radical Cystectomy: A 10-year Retrspective Nationwide Study (2018)
- European Urology Oncology
Salminen AP, Koskinen Ilmari, Perez Ileana Montoya, Hurme Saija, Murtola Teemu J, Vaarala Markku H, Nykopp Timo K, Seppänen M, Isotalo T, Marttila T, Levomäki L, Becker Sebastian, Anttinen Mikael, Liukkonen Tapani, Säily Matti, Pogodin-Hannolainen Dimitri, Viitanen Jouko, Palmberg Christian, Ottelin Juhani, Sairanen Jukka, Ettala Otto O, Boström Peter J
Prospective evaluation of 18F-FACBC PET/CT and PET/MRI versus multiparametric MRI in intermediate- to high-risk prostate cancer patients (FLUCIPRO trial) (2018)
- European Journal of Nuclear Medicine and Molecular Imaging
Jambor I, Kuisma A, Kähkönen E, Kemppainen J, Merisaari H, Eskola O, Teuho J, Perez IM, Pesola M, Aronen HJ, Boström PJ, Taimen P, Minn H
Assessment of metal ion concentration in water with structured feature selection (2017)
- Chemosphere
Naula P, Airola A, Pihlasalo S, Perez IM, Salakoski T, Pahikkala T
Fitting methods for intravoxel incoherent motion imaging of prostate cancer on region of interest level: Repeatability and gleason score prediction (2017)
- Magnetic Resonance in Medicine
Harri Merisaari, Parisa Movahedi, Ileana M. Perez, Jussi Toivonen, Marko Pesola, Pekka Taimen, Peter J. Boström, Tapio Pahikkala, Aida Kiviniemi, Hannu J. Aronen, Ivan Jambor
Novel Biparametric MRI and Targeted Biopsy Improves Risk Stratification in Men With a Clinical Suspicion of Prostate Cancer (IMPROD Trial) (2017)
- Journal of Magnetic Resonance Imaging
Jambor I, Bostrom PJ, Taimen P, Syvanen K, Kahkonen E, Kallajoki M, Perez IM, Kauko T, Matomaki J, Ettala O, Merisaari H, Kiviniemi A, Dean PB, Aronen HJ
Diffusion Weighted Imaging of Prostate Cancer: Prediction of Cancer using Texture Features from Parametric Maps of the Monoexponential and Kurtosis functions (2016) 2016 Sixth International Conference on Image Processing Theory, Tools and Applications (IPTA) Ileana Montoya Perez, Jussi Toivonen, Parisa Movahedi, Harri Merisaari, Marko Pesola, Pekka Taimen, Peter J. Boström, Aida Kiviniemi, Hannu J. Aronen, Tapio Pahikkala, Ivan Jambor
Luminometric Label Array for Quantification and Identification of Metal Ions (2016)
- Analytical Chemistry
Pihlasalo S, Perez IM, Hollo N, Hokkanen E, Pahikkala T, Harma H
Stratification of aggressive prostate cancer from indolent disease-Prospective controlled trial utilizing expression of 11 genes in apparently benign tissue (2016)
- Urologic Oncology: Seminars and Original Investigations
Alinezhad S, Vaananen RM, Tallgren T, Perez IM, Jambor I, Aronen H, Kahkonen E, Ettala O, Syvanen K, Nees M, Kallajoki M, Taimen P, Bostrom PJ, Pettersson K