Radiogenomics in Renal Cancer Management—Current Evidence and Future Prospects

Author:

Ferro Matteo12ORCID,Musi Gennaro12,Marchioni Michele345ORCID,Maggi Martina6ORCID,Veccia Alessandro7,Del Giudice Francesco6ORCID,Barone Biagio8ORCID,Crocetto Felice8ORCID,Lasorsa Francesco9,Antonelli Alessandro7,Schips Luigi345,Autorino Riccardo10,Busetto Gian Maria11ORCID,Terracciano Daniela12ORCID,Lucarelli Giuseppe9ORCID,Tataru Octavian Sabin13ORCID

Affiliation:

1. Department of Urology, European Institute of Oncology (IEO) IRCCS, 20141 Milan, Italy

2. Department of Oncology and Hemato-Oncology, University of Milan, 20141 Milan, Italy

3. Department of Medical, Oral and Biotechnological Sciences, G. d’Annunzio, University of Chieti, 66100 Chieti, Italy

4. Urology Unit, SS. Annunziata Hospital, 66100 Chieti, Italy

5. Department of Urology, ASL Abruzzo 2, 66100 Chieti, Italy

6. Department of Maternal Infant and Urologic Sciences, Policlinico Umberto I Hospital, University of Rome, 00161 Rome, Italy

7. Department of Urology, Azienda Ospedaliera Universitaria Integrata of Verona, University of Verona, 37126 Verona, Italy

8. Department of Neurosciences and Reproductive Sciences and Odontostomatology, University of Naples Federico II, 80131 Naples, Italy

9. Urology, Andrology and Kidney Transplantation Unit, Department of Precision and Regenerative Medicine and Ionian Area, University of Bari Aldo Moro, 70124 Bari, Italy

10. Department of Urology, Rush University, Chicago, IL 60612, USA

11. Department of Urology and Renal Transplantation, University of Foggia, 71122 Foggia, Italy

12. Department of Translational Medical Sciences, University of Naples Federico II, 80131 Naples, Italy

13. Department of Simulation Applied in Medicine, The Institution Organizing University Doctoral Studies (I.O.S.U.D.), George Emil Palade University of Medicine, Pharmacy, Sciences, and Technology of Târgu Mureș, 540142 Târgu Mureș, Romania

Abstract

Renal cancer management is challenging from diagnosis to treatment and follow-up. In cases of small renal masses and cystic lesions the differential diagnosis of benign or malignant tissues has potential pitfalls when imaging or even renal biopsy is applied. The recent artificial intelligence, imaging techniques, and genomics advancements have the ability to help clinicians set the stratification risk, treatment selection, follow-up strategy, and prognosis of the disease. The combination of radiomics features and genomics data has achieved good results but is currently limited by the retrospective design and the small number of patients included in clinical trials. The road ahead for radiogenomics is open to new, well-designed prospective studies, with large cohorts of patients required to validate previously obtained results and enter clinical practice.

Publisher

MDPI AG

Subject

Inorganic Chemistry,Organic Chemistry,Physical and Theoretical Chemistry,Computer Science Applications,Spectroscopy,Molecular Biology,General Medicine,Catalysis

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