Breathomics as Predictive Biomarker for Checkpoint Inhibitor Response

June 2, 2023 updated by: University Health Network, Toronto

Breathomics as a Non-invasive, Inexpensive, Point-of-care Predictive Test for Immune Checkpoint Inhibitor Efficacy

Immunotherapy with agents stimulating the immune system to act against cancer are now a new standard of care in various cancers as lung cancer and melanoma, but also bladder cancer, kidney cancer and head & neck cancer. However, even though a subset of patients derives long-term benefit from these agents, depending of cancer type still at least half of patients do not respond to these new drugs. Our understanding of possible factors predicting whether a patient might actually benefit from immunotherapy is poor. Volatile organic compounds (VOCs) are gases exhaled with a person's breath, which are released into the lung from blood and bacteria and therefore can give information about infections as well as inflammation and possibly cancer cells in a person's body. Breath analysis of these VOCs with special devices called electronic noses (eNose) generate a specific electric signals patterns called breathprints. There is early evidence that specific breathprints can actually help to select patients who will be likely to benefit from immunotherapy.

This study is being undertaken in an effort to evaluate breathprint analysis as a potential predicting factor for benefit from immunotherapy, so that treatment selection can further be improved.

This study is designed to help us identify the role of breathprint analysis to better select patients for immunotherapy.

Study Overview

Detailed Description

Immune checkpoint blockade with anti-PD-1 and anti-PD-L1 antibodies has become a new standard of care in several cancer types as NSCLC and melanoma. However, in biomarker-unselected patient populations, overall response rate (ORR) depending on type of cancer and whether single or combination treatment is chosen remains still only 20%-60%. Though overall well tolerated approximately 5-10% of patients treated with PD1/PD-L1 targeting agents will experience grade 3 or 4 toxicities, including potentially life-threatening auto-immune toxicities such as colitis, hepatitis, and pneumonitis. Therefore, due to high costs of treatment and its possible complications, improved selection of patients is a crucial goal and an easily available non-invasive, point-of-care test for better patient selection is very much needed.

A promising approach in this regard is the analysis of volatile organic compounds (VOCs) in breath. Breath analysis for the detection of VOCs is increasingly investigated for its utility in diagnosis and management of cancer. Electronic noses (eNoses) are promising as cheap and clinically-practical devices that are designed to detect patterns of VOCs. Recently published prospective observational data showed very promising discriminant function for breathprint analysis for non-response to immunotherapy in NSCLC patients.

The principle goal of this study is to validate a prior study that found that breathomics-based classifiers predicted 12-week early progression vs non-progression in advanced NSCLC patients treated with nivolumab or pembrolizumab. Secondarily, we will expand assessment of breathomic-based classifiers to include other cohorts of advanced tumors treated with ICI, and also consider using response instead of non-progression as an endpoint. Exploratory goals include refinement of the breathomics classifier using alternative machine-learning techniques, and correlate with other biomarkers of immunotherapy outcomes.

Study Type

Observational

Enrollment (Estimated)

425

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Contact

Study Locations

    • Ontario
      • Toronto, Ontario, Canada, M5G 2M9

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

16 years and older (Adult, Older Adult)

Accepts Healthy Volunteers

No

Sampling Method

Non-Probability Sample

Study Population

Subjects included in this study are patients over the age of 18 years with a histologically-confirmed diagnosis of non-small cell lung cancer, melanoma or other solid tumor for which ICI-treatment is a standard of care. Patients must have advanced/metastatic disease and planning to receive ICI treatment (categories defined above) or chemotherapy treatment (cohort 4) at the Princess Margaret Cancer Centre/University Health Network. Study subjects will be consented specifically for that study.

Description

INCLUSION CRITERIA

  • Patients 18 years of age or older
  • Histologically confirmed advanced/metastatic non-small cell lung cancer, melanoma or solid tumor such as urothelial, kidney or head and neck cancer and planned treatment with

    • NSCLC validation cohort: Pembrolizumab or Nivolumab
    • NSCLC Cohort 1: Pembrolizumab-chemotherapy combination therapy 1L
    • Melanoma Cohort 2: Nivolumab/ipilimumab combination treatment 1L, Pembrolizumab or nivolumab monotherapy treatment 1L , Ipilimumab
    • Solid tumors Cohort 3: Any ICI-treatment, any line
    • NSCLC Cohort 4: Chemotherapy-only (either platinum-based combination treatment or docetaxel monotherapy)
  • At least one measurable lesion as defined by RECIST 1.1. A lesion at a previously irradiated site may only be counted as a target lesion if there is clear sign of progression since the irradiation.
  • Able to provide informed consent.

EXCLUSION CRITERIA

  • Patients who are unable to perform the breathing manoeuvres needed for eNose-analysis of exhaled air.
  • Patients who are unable to independently consent to participation in the trial.
  • Patients with severe, acute, or chronic medical conditions (including uncontrolled diabetes mellitus) or psychiatric conditions or laboratory abnormalities that in the opinion of the Investigator or their physician may cause undue harm or inconvenience to the patient, or that may interfere with the interpretation of study results.

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

  • Observational Models: Cohort
  • Time Perspectives: Prospective

Cohorts and Interventions

Group / Cohort
Intervention / Treatment
Validation cohort: NSCLC

Patients with advanced/metastatic NSCLC planned for IO-treatment in one of the following categories

  • Pembrolizumab monotherapy first-line
  • Pembrolizumab or nivolumab monotherapy in second or later line

Breathprint analysis: Patients will be providing breathprint samples into the eNose device at baseline and every 12 weeks thereafter as long as on immunotherapy treatment.

Questionnaires will be completed at the same timepoints.

Cohort 1: NSCLC
Patients with advanced/metastatic NSCLC planned for Pembrolizumab-chemotherapy combination therapy first-line

Breathprint analysis: Patients will be providing breathprint samples into the eNose device at baseline and every 12 weeks thereafter as long as on immunotherapy treatment.

Questionnaires will be completed at the same timepoints.

Cohort 2: Melanoma

Patients with advanced/metastatic melanoma planned for IO-treatment in one of the following categories

  • Nivolumab/ipilimumab combination treatment 1L
  • Pembrolizumab or nivolumab monotherapy treatment 1L
  • Ipilimumab monotherapy 2L

Breathprint analysis: Patients will be providing breathprint samples into the eNose device at baseline and every 12 weeks thereafter as long as on immunotherapy treatment.

Questionnaires will be completed at the same timepoints.

Cohort 3: Mixed solid tumor cohort
Patients with advanced/metastatic solid tumors such as Head&Neck tumors, kidney cancer and urothelial cancer planned for IO-treatment

Breathprint analysis: Patients will be providing breathprint samples into the eNose device at baseline and every 12 weeks thereafter as long as on immunotherapy treatment.

Questionnaires will be completed at the same timepoints.

Cohort 4: NSCLC
Patients with advanced/metastatic NSCLC planned for treatment with Chemotherapy-only (either platinum-based combination treatment or docetaxel monotherapy)

Breathprint analysis: Patients will be providing breathprint samples into the eNose device at baseline and every 12 weeks thereafter as long as on immunotherapy treatment.

Questionnaires will be completed at the same timepoints.

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Time Frame
12 week Progression Rate in validation cohort
Time Frame: 12 weeks
12 weeks

Secondary Outcome Measures

Outcome Measure
Time Frame
Overall Survival (OS) in validation cohort
Time Frame: 5 years
5 years
Overall Response Rate (ORR) in validation cohort
Time Frame: 5 years
5 years

Other Outcome Measures

Outcome Measure
Time Frame
Progression-free survival (PFS) in validation cohort
Time Frame: 5 years
5 years
6 months clinical benefit rate (CR, PR or SD at 6 months after treatment start) in validation cohort
Time Frame: 6 months
6 months
12 week Progression Rate in exploratory cohorts
Time Frame: 12 weeks
12 weeks
OS in exploratory cohorts
Time Frame: 5 years
5 years
Overall Response Rate (ORR) in exploratory cohorts
Time Frame: 5 years
5 years
PFS in exploratory cohorts
Time Frame: 5 years
5 years
6 months clinical benefit rate in exploratory cohorts
Time Frame: 6 months
6 months

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Collaborators

Investigators

  • Principal Investigator: Geoffrey Liu, MD MSc, UHN

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

February 24, 2020

Primary Completion (Estimated)

May 1, 2024

Study Completion (Estimated)

May 1, 2024

Study Registration Dates

First Submitted

October 29, 2019

First Submitted That Met QC Criteria

October 29, 2019

First Posted (Actual)

October 31, 2019

Study Record Updates

Last Update Posted (Actual)

June 5, 2023

Last Update Submitted That Met QC Criteria

June 2, 2023

Last Verified

June 1, 2023

More Information

Terms related to this study

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

UNDECIDED

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

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