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Multiplexed Immunofluorescence Analysis and Quantification of Intratumoral PD-1+ Tim-3+ CD8+ T Cells
Published on: February 8, 2018
Multi-omics Characterization of Response to PD-1 Inhibitors in Advanced Melanoma
Lucía Trilla-Fuertes1, Angelo Gámez-Pozo1,2, Guillermo Prado-Vázquez1,2
1Molecular Oncology Laboratory, Hospital Universitario La Paz-IdiPAZ, 28046 Madrid, Spain.
Abstract:
Immunotherapy improves the survival of patients with advanced melanoma, 40% of whom become long-term responders. However, not all patients respond to immunotherapy. Further knowledge of the processes involved in the response and resistance to immunotherapy is still needed. In this study, clinical paraffin samples from fifty-two advanced melanoma patients treated with anti-PD-1 inhibitors were assessed via high-throughput proteomics and RNA-seq. The obtained proteomics and transcriptomics data were analyzed using multi-omics network analyses based on probabilistic graphical models to identify those biological processes involved in the response to immunotherapy. Additionally, proteins related to overall survival were studied. The activity of the node formed by the proteins involved in protein processing in the endoplasmic reticulum and antigen presentation machinery was higher in responders compared to non-responders; the activity of the immune and inflammatory response node was also higher in those with complete or partial responses. A predictor for overall survival based on two proteins (AMBP and PDSM5) was defined. In summary, the response to anti-PD-1 therapy in advanced melanoma is related to protein processing in the endoplasmic reticulum, and also to genes involved in the immune and inflammatory responses. Finally, a two-protein predictor can define survival in advanced disease. The molecular characterization of the mechanisms involved in the response and resistance to immunotherapy in melanoma leads the way to establishing therapeutic alternatives for patients who will not respond to this treatment.
Insights
Advanced melanoma patients
Area of Science:
- Oncology
- Immunology
- Proteomics
- Transcriptomics
Background:
- Immunotherapy, particularly anti-PD-1 inhibitors, has improved survival in advanced melanoma.
- A significant portion of patients do not respond to immunotherapy, necessitating further research into response and resistance mechanisms.
Purpose of the Study:
- To identify biological processes associated with response and resistance to anti-PD-1 immunotherapy in advanced melanoma.
- To discover molecular predictors of overall survival in advanced melanoma patients treated with immunotherapy.
Main Methods:
- High-throughput proteomics and RNA-sequencing were performed on clinical samples from 52 advanced melanoma patients.
- Multi-omics network analyses utilizing probabilistic graphical models were employed to analyze the data.
- Proteins associated with overall survival were identified.
Main Results:
- Responders showed higher activity in nodes related to endoplasmic reticulum protein processing and antigen presentation machinery compared to non-responders.
- Complete or partial responders exhibited higher activity in immune and inflammatory response nodes.
- A two-protein predictor (AMBP and PDSM5) for overall survival was developed.
Conclusions:
- Response to anti-PD-1 therapy in advanced melanoma is linked to endoplasmic reticulum protein processing and immune/inflammatory responses.
- A novel two-protein biomarker can predict overall survival in advanced melanoma.
- Understanding these molecular mechanisms can guide the development of alternative therapies for non-responders.

