Ileana Montoya Perez
PhD in Computer Science
iimope@utu.fi Office: 452B ORCID identifier: https://orcid.org/0000-0002-9744-9204 |
Areas of expertise
Data analysis; Machine learning; Statistics; Databases; Web-development
Data analysis; Machine learning; Statistics; Databases; Web-development
Biography
Research
Teaching
Publications
- Added value of systematic biopsy in men with a clinical suspicion of prostate cancer undergoing biparametric MRI-targeted biopsy: multi-institutional external validation study (2020)
- World Journal of UrologyWorld Journal of Urology
(A1 Refereed original research article in a scientific journal) - Impact of biparametric prebiopsy prostate magnetic resonance imaging on the diagnostics of clinically significant prostate cancer in biopsy naïve men (2020)
- Scandinavian Journal of Urology
(A1 Refereed original research article in a scientific journal) - Prediction of prostate cancer aggressiveness using 18 F-Fluciclovine (FACBC) PET and multisequence multiparametric MRI (2020)
- Scientific Reports
(A1 Refereed original research article in a scientific journal) - 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
(A1 Refereed original research article in a scientific journal) - Symptoms and diagnostic delays in bladder cancer with high risk of recurrence: results from a prospective FinnBladder 9 trial (2020)
(A1 Refereed original research article in a scientific journal) - (2019)
- Bladder CancerMicrochemical Journal
(A1 Refereed original research article in a scientific journal) - 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
(A1 Refereed original research article in a scientific journal) - 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
(A1 Refereed original research article in a scientific journal) - Luminometric label array for quantification of metal ions in drinking water – Comparison to human taste panel (2019)
(A1 Refereed original research article in a scientific journal) - Prebiopsy IMPROD Biparametric Magnetic Resonance Imaging Combined with Prostate-Specific Antigen Density in the Diagnosis of Prostate Cancer: An External Validation Study2019
- European Urology OncologyJournal of Magnetic Resonance Imaging
(A1 Refereed original research article in a scientific journal) - 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 ImagingPLoS ONE
(A1 Refereed original research article in a scientific journal) - 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)
(A1 Refereed original research article in a scientific journal) - Radiomics and machine learning of multisequence multiparametric prostate MRI: Towards improved non-invasive prostate cancer characterization (2019)
(A1 Refereed original research article in a scientific journal) - Tournament leave-pair-out cross-validation for receiver operating characteristic analysis (2019)
- Statistical Methods in Medical Research
(A1 Refereed original research article in a scientific journal) - Validation of IMPROD biparametric MRI in men with clinically suspected prostate cancer: A prospective multi-institutional trial (2019)
- PLoS MedicineEuropean Journal of Nuclear Medicine and Molecular Imaging
(A1 Refereed original research article in a scientific journal) - (2018)
- European Urology OncologyChemosphere
(A1 Refereed original research article in a scientific journal) - Prospective evaluation of 18F-FACBC PET/CT and PET/MRI versus multiparametric MRI in intermediate- to high-risk prostate cancer patients (FLUCIPRO trial) (2018)
(A1 Refereed original research article in a scientific journal) - Assessment of metal ion concentration in water with structured feature selection (2017)
(A1 Refereed original research article in a scientific journal) - (2017)
- Magnetic Resonance in MedicineJournal of Magnetic Resonance Imaging
(A1 Refereed original research article in a scientific journal) - Novel Biparametric MRI and Targeted Biopsy Improves Risk Stratification in Men With a Clinical Suspicion of Prostate Cancer (IMPROD Trial) (2017)
(A1 Refereed original research article in a scientific journal)



