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Multi-omics Integrative Modelling for Stereotactic Body Radiotherapy in Early-stage Non-small Cell Lung Cancer: Clinical Trial Protocol of the MONDRIAN Study

Abstract

Background: Currently, main treatment strategies for early-stage non-small cell lung cancer (ES-NSCLC) disease are surgery or stereotactic body radiation therapy (SBRT), with successful local control rates for both approaches. However, regional and distant failure remain critical in SBRT, and it is paramount to identify predictive factors of response to identify high-risk patients who may benefit from more aggressive approaches. The main endpoint of the MONDRIAN trial is to identify multi-omic biomarkers of SBRT response integrating information from the individual fields of radiomics, genomics and proteomics.

Methods: MONDRIAN is a prospective observational explorative cohort clinical study, with a data-driven, bottom-up approach. It is expected to enroll 100 ES-NSCLC SBRT candidates treated at an Italian tertiary cancer center with well-recognized expertise in SBRT and thoracic surgery. To identify predictors specific to SBRT, MONDRIAN will include data from 200 patients treated with surgery, in a 1:2 ratio, with comparable clinical characteristics. The project will have an overall expected duration of 60 months, and will be structured into five main tasks: (i) Clinical Study; (ii) Imaging/ Radiomic Study, (iii) Gene Expression Study, (iv) Proteomic Study, (v) Integrative Model Building.

Discussion: Thanks to its multi-disciplinary nature, MONDRIAN is expected to provide the opportunity to characterize ES-NSCLC from a multi-omic perspective, with a Radiation Oncology-oriented focus. Other than contributing to a mechanistic understanding of the disease, the study will assist the identification of high-risk patients in a largely unexplored clinical setting. Ultimately, this would orient further clinical research efforts on the combination of SBRT and systemic treatments, such as immunotherapy, with the perspective of improving oncological outcomes in this subset of patients.

Trial Registration: The study was prospectively registered at clinicaltrials.gov (NCT05974475).

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References
1.
Lachin J . Sample size and power for a logrank test and Cox proportional hazards model with multiple groups and strata, or a quantitative covariate with multiple strata. Stat Med. 2013; 32(25):4413-25. PMC: 3775959. DOI: 10.1002/sim.5839. View

2.
Sung H, Ferlay J, Siegel R, Laversanne M, Soerjomataram I, Jemal A . Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA Cancer J Clin. 2021; 71(3):209-249. DOI: 10.3322/caac.21660. View

3.
Okoye C, Cho C, Liu M, Louie A, Obayomi-Davies O, Siva S . Dose matters for stereotactic body radiotherapy for early stage non-small cell lung cancer. Ann Transl Med. 2020; 8(18):1197. PMC: 7576082. DOI: 10.21037/atm-20-3149. View

4.
Fan L, Cao Q, Ding X, Gao D, Yang Q, Li B . Radiotranscriptomics signature-based predictive nomograms for radiotherapy response in patients with nonsmall cell lung cancer: Combination and association of CT features and serum miRNAs levels. Cancer Med. 2020; 9(14):5065-5074. PMC: 7367624. DOI: 10.1002/cam4.3115. View

5.
Wakelee H, Liberman M, Kato T, Tsuboi M, Lee S, Gao S . Perioperative Pembrolizumab for Early-Stage Non-Small-Cell Lung Cancer. N Engl J Med. 2023; 389(6):491-503. PMC: 11074923. DOI: 10.1056/NEJMoa2302983. View