Predictive Multimodal Signatures Associated With Response to Treatment and Prognosis of Patients With Stage IV Non-small Cell Lung Cancer (DEEP-Lung-IV)
Deep Learning-Enabled Exploration of Predictive Signatures in a Multicenter Retrospective and Prospective Observational Study Allowing the Analysis of the Aggregation of Multimodal Clinical, Biological, Genomic and Radiomics Data Associated With the Response to Treatment and Prognosis of Patients With Stage IV Non-small Cell Lung Cancer
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Study Type
Study Type
Enrollment (Estimated)
Enrollment
Contacts and Locations
Study Contact
Study Contact
- Name: Philippe Menu, MD-PhD, MBA
- Phone Number: +41216941060
- Email: DeepLungIV@sophiagenetics.com
Study Locations
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Brasília, Brazil, 71681-603
- DASA - Hospital Brasilia
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Niterói, Brazil, 24020-096
- DASA - Hospital de Niteroi
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Rio de Janeiro, Brazil, 22061-080
- DASA - Hospital São Lucas
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São Paulo, Brazil
- AC Camargo
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São Paulo, Brazil, 01409-902
- DASA - Hospital Nove de Julho
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Toronto, Canada
- Sunnybrook Health Sciences Centre Toronto
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Bobigny, France, 93000
- Avicenne Hospital
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Bordeaux, France
- CHU Bordeaux
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Boulogne-Billancourt, France, 92100
- Ambroise Paré Hospital
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Lyon, France, 69002
- Hospices Civils de Lyon
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Nantes, France, 44093
- CHU de Nantes
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Paris, France, 75020
- Tenon Hospital
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Paris, France, 75013
- La Pitié Salpêtrière
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Suresnes, France, 92150
- Foch Hospital
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Toulon, France, 83100
- Centre Hospitalier de Toulon
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Leipzig, Germany, 04103
- University Hospital Leipzig
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Jerusalem, Israel
- Shaare Zadek Medical Center
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Tel Aviv, Israel
- Sourasky Medical Center
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Parma, Italy, 43100
- University Hospital of Parma
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Roma, Italy
- Policlinico Gemelli
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Udine, Italy, 33100
- Azienda Sanitaria Universitaria Friuli Centrale (ASU FC)
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Madrid, Spain, 28040
- Fundacion Jimenez Diaz
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Madrid, Spain, 28222
- Puerta de Hierro Hospital
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Valence, Spain, 46009
- Instituto Valenciano de Oncología
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Iowa
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Iowa City, Iowa, United States, 52242
- Holden Comprehensive Cancer Center at University of Iowa Health Care
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Massachusetts
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Worcester, Massachusetts, United States, 01655
- UMass Memorial Health
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Minnesota
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Rochester, Minnesota, United States, 55905
- Mayo Clinic
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New York
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Buffalo, New York, United States, 14203
- Roswell Park Comprehensive Cancer Center
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Utah
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Salt Lake City, Utah, United States, 84112
- Huntsman Cancer Institute
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Wisconsin
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Madison, Wisconsin, United States, 53705
- Carbone Comprehensive Cancer Center at University of Wisconsin
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Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Sampling Method
Study Population
Description
Inclusion Criteria:
- Adult ≥18 years old
- Patient diagnosed with Stage IV NSCLC (de novo or earlier stage progression to stage IV)
- Absence of oncogene activating mutations eligible patients to targeted therapy (EGFR, ALK)
- Cohort A: Received first line treatment with pembrolizumab monotherapy
- Cohort B: Received first line treatment with chemotherapy and pembrolizumab combination therapy
- Cohort C: Received first line treatment with chemotherapy doublet
Exclusion Criteria:
- Prior anti-cancer therapy for actual stage IV NSCLC
- Critical data missing (e.g., PD-L1 status, baseline millimetric imaging, first evaluation millimetric imaging)
- Patients participating in other clinical trials that modify the standard of care
Study Plan
How is the study designed?
Design Details
- Observational Models: Cohort
- Time Perspectives: Other
Number of groups / cohorts
Cohorts and Interventions
Group / CohortGroup / Cohort |
Intervention / TreatmentIntervention / Treatment |
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Pembrolizumab monotherapy
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Machine learning predictive models
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Chemotherapy and pembrolizumab combination therapy
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Machine learning predictive models
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Chemotherapy doublet
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Machine learning predictive models
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What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
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Treatment response at first evaluation
Time Frame: 6-12 weeks after treatment start
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Predict treatment response at first evaluation using baseline data
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6-12 weeks after treatment start
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Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
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Progression-Free Survival
Time Frame: Through study completion, expected 6-14 months contingent on cohort
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Predict Progression-Free Survival (PFS) using data at baseline and first evaluation
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Through study completion, expected 6-14 months contingent on cohort
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Overall Survival
Time Frame: Through study completion, expected 8-20 months contingent on cohort
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Predict Overall Survival (OS) using data at baseline and first evaluation
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Through study completion, expected 8-20 months contingent on cohort
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Duration of Response
Time Frame: Through study completion, expected 6-14 months contingent on cohort
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Predict Duration of Response (DoR) using data at baseline and first evaluation
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Through study completion, expected 6-14 months contingent on cohort
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Time-To-Progression
Time Frame: Through study completion, expected 6-14 months contingent on cohort
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Predict Time-To-Progression (TTP) using data at baseline and first evaluation
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Through study completion, expected 6-14 months contingent on cohort
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Collaborators and Investigators
Sponsor
Sponsor
Investigators
Investigators
- Study Director: Philippe Menu, MD-PhD, MBA, SOPHiA GENETICS
Study record dates
Study Major Dates
Study Start (Actual)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Estimated)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- SGDLIV
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
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