Unbiased Drug Target Prediction Reveals Sensitivity to Ferroptosis Inducers, HDAC and RTK Inhibitors in Melanoma Subtypes

Pla, Indira; Szabolcs, Botond L.* [Szabolcs, Botond (Bőrgyógyászati al...), author] Department of Dermatology, Dermatooncology and ... (SU / FM / C); Department of Physiology (SU / FM / I); Péter, Petra Nikolett*; Ujfaludi, Zsuzsanna [Újfaludi, Zsuzsanna (molekuláris bioló...), author] Department of Pathology (SZTE / ASZMS); Kim, Yonghyo; Horvatovich, Peter; Sanchez, Aniel; Pawlowski, Krzysztof; Wieslander, Elisabet; Kuras, Magdalena; Murillo, Jimmy Rodriguez; Guedes, Jéssica; Pál, Dorottya M.P. [Pál, Dorottya (Molekuláris biológia), author] Department of Physiology (SU / FM / I); HCEMM-SU Translational Dermatology Research Group (SU / FM / C / DDDV); Department of Dermatology, Dermatooncology and ... (SU / FM / C); Ascsillán, Anna A. [Ascsillán, Anna (Orvostudomány), author] Department of Dermatology, Dermatooncology and ... (SU / FM / C); Department of Physiology (SU / FM / I); Betancourt, Lazaro Hiram; Németh, István Balázs [Németh, István Balázs (pathologia, bőrgy...), author] Department of Dermatology and Allergology (SZTE / ASZMS); Gil, Jeovanis; de Almeida, Natália Pinto; Szeitz, Beáta [Szeitz, Beáta (Patológia), author] Department of Internal Medicine and Oncology (SU / FM / C); Szadai, Leticia [Szadai, Leticia (bőrgyógyászat), author] Department of Dermatology and Allergology (SZTE / ASZMS); Doma, Viktória; Woldmar, Nicole; Bartha, Áron [Bartha, Áron (Onkológia Bioinfo...), author] Bioinformatika Tanszék (SU / FM / I); Pahi, Zoltan; Pankotai, Tibor [Pankotai, Tibor (molekuláris patol...), author] Department of Pathology (SZTE / ASZMS); HCEMM Genome Integrity and DNA Repair Group (HCEMM); Győrffy, Balázs [Győrffy, Balázs (Onkológia), author] Institute of Molecular Life Sciences; Szasz, A. Marcell [Szász, Attila Marcell (emlőpatologia), author] Department of Internal Medicine and Oncology (SU / FM / C); Domont, Gilberto; Nogueira, Fábio; Kwon, Ho Jeong; Appelqvist, Roger; Kárpáti, Sarolta [Kárpáti, Sarolta (Bõrgyógyászat, ge...), author] Department of Dermatology, Dermatooncology and ... (SU / FM / C); Fenyö, David; Malm, Johan; Marko‐Varga, György**; Kemény, Lajos V. ✉ [Kemény, Lajos Vince (Bőrgyógyászat, on...), author] Department of Physiology (SU / FM / I); Department of Dermatology, Dermatooncology and ... (SU / FM / C); HCEMM-SU Translational Dermatology Research Group (SU / FM / C / DDDV)

English Study Group (Journal Article) Scientific
  • SJR Scopus - Dermatology: Q1
Identifiers
Fundings:
  • (FK138696) Funder: NRDIO
  • (STIA-KFI2021)
  • (125509) Funder: HSRF
  • (ÚNKP-21-3-SZTE-102)
  • (114-460) Funder: HSRF
Background The utilization of PD1 and CTLA4 inhibitors has revolutionized the treatment of malignant melanoma (MM). However, resistance to targeted and immune-checkpoint-based therapies still poses a significant problem. Objective Here, we mine large-scale MM proteogenomic data to identify druggable targets and forecast treatment efficacy and resistance. Methods Leveraging protein profiles from established MM subtypes and molecular structures of 82 cancer treatment drugs, we identified nine candidate hub proteins, mTOR, FYN, PIK3CB, EGFR, MAPK3, MAP4K1, MAP2K1, SRC, and AKT1, across five distinct MM subtypes. These proteins are potential drug targets applicable to one or multiple MM subtypes. Additionally, by integrating proteogenomic profiles obtained from MM subtypes with MM cell line dependency and drug sensitivity data, we identified a total of 162 potentially targetable genes. Lastly, we identified 20 compounds exhibiting potential drug impact in at least one melanoma subtype. Results Employing these unbiased approaches, we have uncovered compounds targeting ferroptosis demonstrating a striking 30× fold difference in sensitivity among different subtypes. Conclusions Our results suggest innovative and novel therapeutic strategies by stratifying melanoma samples through proteomic profiling, offering a spectrum of novel therapeutic interventions and prospects for combination therapy.
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2025-04-16 18:08