
Mehrdad Rakaee
- Senior Researcher; PhD
I am the project PI at Oslo University Hospital and have a secondary appointment as Associate Professor II at UiT. In addition, I serve as a visiting fellow at Brigham and Women’s Hospital/Harvard Medical School and hold an honorary research affiliation with Imperial College London. My team’s primary research focus is the development of treatment response, prognostic and diagnostic biomarkers in solid tumors using advanced machine learning and deep learning approaches.
Publications 2025
Deep Learning Model for Predicting Immunotherapy Response in Advanced Non-Small Cell Lung Cancer
JAMA Oncol, 11 (2), 109-118
DOI 10.1001/jamaoncol.2024.5356, PubMed 39724105
Publications 2024
High density of TCF1+ stem-like tumor-infiltrating lymphocytes is associated with favorable disease-specific survival in NSCLC
Front Immunol, 15, 1504220
DOI 10.3389/fimmu.2024.1504220, PubMed 39749327
Association of Baseline Tumor-Specific Neoantigens and CD8+ T-Cell Infiltration With Immune-Related Adverse Events Secondary to Immune Checkpoint Inhibitors
JCO Precis Oncol, 8, e2300439
DOI 10.1200/PO.23.00439, PubMed 38330262
Deep learning-based classification of breast cancer molecular subtypes from H&E whole-slide images
J Pathol Inform, 16, 100410
DOI 10.1016/j.jpi.2024.100410, PubMed 39720418
Publications 2023
Enzyme-mediated depletion of methylthioadenosine restores T cell function in MTAP-deficient tumors and reverses immunotherapy resistance
Cancer Cell, 41 (10), 1774-1787.e9
DOI 10.1016/j.ccell.2023.09.005, PubMed 37774699
Deep pathomics: A new image-based tool for predicting response to treatment in stage III non-small cell lung cancer
PLoS One, 18 (11), e0294259
DOI 10.1371/journal.pone.0294259, PubMed 38015944
Impact of microvessel patterns and immune status in NSCLC: a non-angiogenic vasculature is an independent negative prognostic factor in lung adenocarcinoma
Front Oncol, 13, 1157461
DOI 10.3389/fonc.2023.1157461, PubMed 37182191
Association of Machine Learning-Based Assessment of Tumor-Infiltrating Lymphocytes on Standard Histologic Images With Outcomes of Immunotherapy in Patients With NSCLC
JAMA Oncol, 9 (1), 51-60
DOI 10.1001/jamaoncol.2022.4933, PubMed 36394839
Machine learning-based immune phenotypes correlate with STK11/KEAP1 co-mutations and prognosis in resectable NSCLC: a sub-study of the TNM-I trial
Ann Oncol, 34 (7), 578-588
DOI 10.1016/j.annonc.2023.04.005, PubMed 37100205
Clinicopathologic, Genomic, and Immunophenotypic Landscape of ATM Mutations in Non-Small Cell Lung Cancer
Clin Cancer Res, 29 (13), 2540-2550
DOI 10.1158/1078-0432.CCR-22-3413, PubMed 37097610
Publications 2021
Interplay of immune and kidney resident cells in the formation of tertiary lymphoid structures in lupus nephritis
Autoimmun Rev, 20 (12), 102980
DOI 10.1016/j.autrev.2021.102980, PubMed 34718163
Tertiary lymphoid structure score: a promising approach to refine the TNM staging in resected non-small cell lung cancer
Br J Cancer, 124 (10), 1680-1689
DOI 10.1038/s41416-021-01307-y, PubMed 33723388
Proteomic analyses identify major vault protein as a prognostic biomarker for fatal prostate cancer
Carcinogenesis, 42 (5), 685-693
DOI 10.1093/carcin/bgab015, PubMed 33609362
High expression of miR-17-5p in tumor epithelium is a predictor for poor prognosis for prostate cancer patients
Sci Rep, 11 (1), 13864
DOI 10.1038/s41598-021-93208-6, PubMed 34226620
Overexpression of miR-20a-5p in Tumor Epithelium Is an Independent Negative Prognostic Indicator in Prostate Cancer-A Multi-Institutional Study
Cancers (Basel), 13 (16)
DOI 10.3390/cancers13164096, PubMed 34439249
Publications 2020
Digitally quantified CD8+ cells: the best candidate marker for an immune cell score in non-small cell lung cancer?
Carcinogenesis, 41 (12), 1671-1681
DOI 10.1093/carcin/bgaa105, PubMed 33035322
Publications 2019
Differential prognostic impact of platelet-derived growth factor receptor expression in NSCLC
Sci Rep, 9 (1), 10163
DOI 10.1038/s41598-019-46510-3, PubMed 31308421
Prognostic Value of Macrophage Phenotypes in Resectable Non-Small Cell Lung Cancer Assessed by Multiplex Immunohistochemistry
Neoplasia, 21 (3), 282-293
DOI 10.1016/j.neo.2019.01.005, PubMed 30743162
Low Expression of miR-424-3p is Highly Correlated with Clinical Failure in Prostate Cancer
Sci Rep, 9 (1), 10662
DOI 10.1038/s41598-019-47234-0, PubMed 31337863
MicroRNA 141 is associated to outcome and aggressive tumor characteristics in prostate cancer
Sci Rep, 9 (1), 386
DOI 10.1038/s41598-018-36854-7, PubMed 30674952
Publications 2018
Progesterone Receptors in Prostate Cancer: Progesterone receptor B is the isoform associated with disease progression
Sci Rep, 8 (1), 11358
DOI 10.1038/s41598-018-29520-5, PubMed 30054508
Tissue analyses reveal a potential immune-adjuvant function of FAP-1 positive fibroblasts in non-small cell lung cancer
PLoS One, 13 (2), e0192157
DOI 10.1371/journal.pone.0192157, PubMed 29415055
Evaluation of tumor-infiltrating lymphocytes using routine H&E slides predicts patient survival in resected non-small cell lung cancer
Hum Pathol, 79, 188-198
DOI 10.1016/j.humpath.2018.05.017, PubMed 29885403
Publications 2017
The impact of MET, IGF-1, IGF1R expression and EGFR mutations on survival of patients with non-small-cell lung cancer
PLoS One, 12 (7), e0181527
DOI 10.1371/journal.pone.0181527, PubMed 28742836
Expression of phosphatase of regenerating liver (PRL)-3, is independently associated with biochemical failure, clinical failure and death in prostate cancer
PLoS One, 12 (11), e0189000
DOI 10.1371/journal.pone.0189000, PubMed 29190795
LAG-3 in Non-Small-cell Lung Cancer: Expression in Primary Tumors and Metastatic Lymph Nodes Is Associated With Improved Survival
Clin Lung Cancer, 19 (3), 249-259.e2
DOI 10.1016/j.cllc.2017.12.001, PubMed 29396238
The prognostic role of immune checkpoint markers programmed cell death protein 1 (PD-1) and programmed death ligand 1 (PD-L1) in a large, multicenter prostate cancer cohort
Oncotarget, 8 (16), 26789-26801
DOI 10.18632/oncotarget.15817, PubMed 28460462
High expression of PDGFR-β in prostate cancer stroma is independently associated with clinical and biochemical prostate cancer recurrence
Sci Rep, 7, 43378
DOI 10.1038/srep43378, PubMed 28233816
CTLA-4 expression in the non-small cell lung cancer patient tumor microenvironment: diverging prognostic impact in primary tumors and lymph node metastases
Cancer Immunol Immunother, 66 (11), 1449-1461
DOI 10.1007/s00262-017-2039-2, PubMed 28707078
Evaluation of the proliferation marker Ki-67 in a large prostatectomy cohort
PLoS One, 12 (11), e0186852
DOI 10.1371/journal.pone.0186852, PubMed 29141018
Corrigendum to "Prognostic relevance of estrogen receptor α, β and aromatase expression in non-small cell lung cancer" [Steroids 113 (2016) 5-13]
Steroids, 130, 36-37
DOI 10.1016/j.steroids.2017.11.010, PubMed 29273210
Publications 2016
The Role of Tumor-Infiltrating Lymphocytes in Development, Progression, and Prognosis of Non-Small Cell Lung Cancer
J Thorac Oncol, 11 (6), 789-800
DOI 10.1016/j.jtho.2016.01.015, PubMed 26845192
Estrogen receptors α and β and aromatase as independent predictors for prostate cancer outcome
Sci Rep, 6, 33114
DOI 10.1038/srep33114, PubMed 27610593
The presence of intraepithelial CD45RO+ cells in resected lymph nodes with metastases from NSCLC patients is an independent predictor of disease-specific survival
Br J Cancer, 114 (10), 1145-51
DOI 10.1038/bjc.2016.92, PubMed 27167450
Assessing PDL-1 and PD-1 in Non-Small Cell Lung Cancer: A Novel Immunoscore Approach
Clin Lung Cancer, 18 (2), 220-233.e8
DOI 10.1016/j.cllc.2016.09.009, PubMed 27816392
Prognostic effect of intratumoral neutrophils across histological subtypes of non-small cell lung cancer
Oncotarget, 7 (44), 72184-72196
DOI 10.18632/oncotarget.12360, PubMed 27708229
Prognostic relevance of estrogen receptor α, β and aromatase expression in non-small cell lung cancer
Steroids, 113, 5-13
DOI 10.1016/j.steroids.2016.05.008, PubMed 27234503
Publications 2015
Cancer Associated Fibroblasts in Stage I-IIIA NSCLC: Prognostic Impact and Their Correlations with Tumor Molecular Markers
PLoS One, 10 (8), e0134965
DOI 10.1371/journal.pone.0134965, PubMed 26252379
CD45RO(+) Memory T Lymphocytes--a Candidate Marker for TNM-Immunoscore in Squamous Non-Small Cell Lung Cancer
Neoplasia, 17 (11), 839-48
DOI 10.1016/j.neo.2015.11.004, PubMed 26678911
Publications 2012
Relationship between p53 overexpression, human papillomavirus infection, and lifestyle in Indian patients with head and neck cancers
Tumour Biol, 33 (2), 543-50
DOI 10.1007/s13277-011-0295-x, PubMed 22231431