Nuclear Receptors and Signaling Open access Peer reviewed

Individualized transcriptomic changes in malignant and benign prostate identify markers of disease recurrence

Julia Mathlin, Kalle T. Rytkönen, Asta Laiho, Tommi Välikangas and 11 more

Scientific Reports | Aug 27, 2026

Scollr summary

What this paper is about

Novel tumor-expressed markers whose expression changes during malignancy are associated with PC aggressiveness are identified.

Full abstract

Read the full abstract

Abstract Better tools to predict the likelihood of a recurrence of prostate cancer (PC) after a radical prostatectomy are needed and would provide more personalized therapies for the patients early enough to efficiently control the disease burden. In this study, the transcriptome profiles from matched malignant and adjacent benign prostate tissue were compared in 41 patients to facilitate the identification of novel markers for PC aggressiveness. Hierarchical clustering separated benign and malignant tissues and identified expected transcriptional changes associated with carcinogenesis. Reproducibility-optimized statistical testing (ROTS) identified 45 genes whose expression change between malignant and benign prostate tissue from the same patient differed in patients with and without biochemical recurrence (FDR < 0.05). The results indicated two interconnected regulatory pathways underlying the pathogenesis: one centered on the NR4A, FOS , and EGR family transcription factors, and another centered on IL6. Expression of these 45 transcripts was also found to differ between more aggressive Luminal B-type PC and Luminal A- and Basal-type PC. A machine learning method (SIVS) was then used to further define five transcripts ( BPIFB2 , NR4A2 , NR4A3 , C11orf96 , DUSP5 ) whose individualized malignant-to-benign expression difference within a patient was most strongly associated with an increased risk of relapse. Of these, BPIFB2 and NR4A2 were responsive to antiandrogen treatment in VCaP xenografts in castrated mice in a direction concordant with the malignant-to-benign expression ratio associated with reduced risk of BCR, and were also co-expressed in the PC epithelium. In summary, this study identified novel tumor-expressed markers whose expression changes during malignancy are associated with PC aggressiveness.

Direct answer

What can I do from this paper page?

Use this page to scan "Individualized transcriptomic changes in malignant and benign prostate identify markers of disease recurrence" quickly: start with the summary and abstract, then check the authors, source, topics, and related papers. From here, open Scollr to follow Nuclear Receptors and Signaling research, save the paper, or map adjacent work.

Authors

Researchers on this paper

Julia Mathlin

first | Åbo Akademi University

Kalle T. Rytkönen

middle | Åbo Akademi University | ORCID 0000-0002-5138-0889

Asta Laiho

middle | University of Turku | ORCID 0000-0001-6217-6659

Tommi Välikangas

middle | University of Turku | ORCID 0000-0002-6046-1920

Arttu Junnila

middle | University of Turku | ORCID 0000-0002-1134-0962

Leena Strauss

middle | University of Turku | ORCID 0000-0002-5682-205X

Mikael Högerman

middle | University of Turku | ORCID 0000-0002-4287-9231

Michael Gabriel

middle | University of Turku

Malin Hagberg Thulin

middle | Sahlgrenska University Hospital | ORCID 0000-0002-8673-1247

Gudrun Wahlström

middle | University of Turku | ORCID 0000-0003-1177-1137

Johanna Schleutker

middle | University of Turku | ORCID 0000-0002-1863-0305

Pekka Taimen

middle | University of Turku | ORCID 0000-0001-8849-4604

Research areas

Follow related topics

Citation

BibTeX

@article{Mathlin2026Individualized,
  title = {Individualized transcriptomic changes in malignant and benign prostate identify markers of disease recurrence},
  author = {Julia Mathlin and Kalle T. Rytkönen and Asta Laiho and Tommi Välikangas and Arttu Junnila and Leena Strauss and Mikael Högerman and Michael Gabriel and Malin Hagberg Thulin and Gudrun Wahlström and Johanna Schleutker and Pekka Taimen and Peter J. Boström and Laura L. Elo and Matti Poutanen},
  journal = {Scientific Reports},
  year = {2026},
  doi = {10.1038/s41598-026-67700-w},
  url = {https://doi.org/10.1038/s41598-026-67700-w}
}

FAQ

Using this paper in a discovery workflow

How do I find related work for this paper?

Use the related papers and topic links on this page as starting points. In Scollr, you can also open the paper and build a literature map around its references, citing papers, and related work.

How can I keep up with new Nuclear Receptors and Signaling research papers?

Follow Nuclear Receptors and Signaling research in Scollr. New papers from the topic flow into a personalized feed, and you can save useful studies to revisit later.

Can I cite this paper from this page?

This page includes a static BibTeX block for Individualized transcriptomic changes in malignant and benign prostate identify markers of disease recurrence. Always verify the DOI, source, and publication details against the publisher record before submitting a manuscript.

Follow this research in Scollr

Follow the topics and authors behind this paper, save useful studies, and build a literature map when you are ready to go deeper.

Get the app