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Hunter E, Salter M, Powell R, Dring A, Naithani T, Chatziioannou ME, Gebregzabhar A, Issa M, Green J, Ng S, Lim CR, Keat CS, Suan AT, Raman R, Fatt HK, Luen FLW, Alshaker H, Pchejetski D, Blum D, Guiel T, Heaton R, Levine J, Akoulitchev A. Development and Validation of Blood-Based Predictive Biomarkers for Response to PD-1/PD-L1 Checkpoint Inhibitors: Evidence of a Universal Systemic Core of 3D Immunogenetic Profiling across Multiple Oncological Indications. Cancers (Basel) 2023; 15:2696. [PMID: 37345033 DOI: 10.3390/cancers15102696] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Revised: 05/06/2023] [Accepted: 05/08/2023] [Indexed: 06/23/2023] Open
Abstract
BACKGROUND Unprecedented advantages in cancer treatment with immune checkpoint inhibitors (ICIs) remain limited to only a subset of patients. Systemic analyses of the regulatory 3D genome architecture linked to individual epigenetic and immunogenetic controls associated with tumour immune evasion mechanisms and immune checkpoint pathways reveal a highly prevalent molecular profile predictive of response to PD-1/PD-L1 ICIs. A clinical blood test based on a set of eight (8) 3D genomic biomarkers has been developed and validated on the basis of an observational trial to predict response to ICI therapy. METHODS The predictive eight biomarker set is derived from prospective observational clinical trials, representing 280 treatments with Pembrolizumab, Atezolizumab, Durvalumab, Nivolumab, and Avelumab in a broad range of indications: melanoma, lung, hepatocellular, renal, breast, bladder, colon, head and neck, bone, brain, lymphoma, prostate, vulvar, and cervical cancers. RESULTS The 3D genomic eight biomarker panel for response to immune checkpoint therapy achieved a high accuracy of 85%, sensitivity of 93%, and specificity of 82%. CONCLUSIONS This study demonstrates that a 3D genomic approach can be used to develop a predictive clinical assay for response to PD-1/PD-L1 checkpoint inhibition in cancer patients.
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Affiliation(s)
| | | | | | - Ann Dring
- Oxford BioDynamics Plc., Oxford OX4 2WB, UK
| | | | | | | | - Mutaz Issa
- Oxford BioDynamics Plc., Oxford OX4 2WB, UK
| | | | - Serene Ng
- Oxford BioDynamics (M) Sdn Bhd, Penang 10470, Malaysia
| | - Chun Ren Lim
- Oxford BioDynamics (M) Sdn Bhd, Penang 10470, Malaysia
| | - Cheah Soon Keat
- Mount Miriam Cancer Hospital (MMCH), Penang 11200, Malaysia
- Island Hospital, Penang 10450, Malaysia
| | - Ang Tick Suan
- Mount Miriam Cancer Hospital (MMCH), Penang 11200, Malaysia
| | - Rakesh Raman
- Mount Miriam Cancer Hospital (MMCH), Penang 11200, Malaysia
| | - Ho Kean Fatt
- Mount Miriam Cancer Hospital (MMCH), Penang 11200, Malaysia
| | | | - Heba Alshaker
- School of Medicine, University of East Anglia, Norwich NR4 7TJ, UK
| | | | - Dave Blum
- Oxford BioDynamics Inc., Gaithersburg, MD 20878, USA
| | - Thomas Guiel
- Oxford BioDynamics Inc., Gaithersburg, MD 20878, USA
| | - Robert Heaton
- Oxford BioDynamics Inc., Gaithersburg, MD 20878, USA
| | - Jedd Levine
- Oxford BioDynamics Inc., Gaithersburg, MD 20878, USA
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Berry J, Brooks B, Genge A, Heiman-Patterson T, Appel S, Benatar M, Bowser R, Cudkowicz M, Gooch C, Shefner J, Westra J, Agnese W, Merrill C, Nelson S, Apple S. Radicava/Edaravone Findings in Biomarkers From Amyotrophic Lateral Sclerosis (REFINE-ALS): Protocol and Study Design. Neurol Clin Pract 2021; 11:e472-e479. [PMID: 34476128 PMCID: PMC8382414 DOI: 10.1212/cpj.0000000000000968] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2020] [Accepted: 09/03/2020] [Indexed: 11/15/2022]
Abstract
Objectives To identify putative biomarkers that may serve as quantifiable, biological, nonclinical measures of the pharmacodynamic effect of edaravone in amyotrophic lateral sclerosis (ALS) and to report real-world treatment outcomes. Methods This is a prospective, observational, longitudinal, multicenter (up to 40 sites) US study (Clinicaltrials.gov; NCT04259255) with at least 200 patients with ALS who will receive edaravone for 24 weeks (6 cycles; Food and Drug Administration-approved regimen). All participants must either be treatment naive for edaravone or be more than 1 month without receiving any edaravone dose before screening. Biomarker quantification and other assessments will be performed at baseline (before cycle 1) and during cycles 1, 3, and 6. Selected biomarkers of oxidative stress, inflammation, neuronal injury and death, and muscle injury, as well as biomarker discovery panels (EpiSwitch and SOMAscan), will be evaluated and, when feasible, compared with biobanked samples. Clinical efficacy assessments will include the ALS Functional Rating Scale-Revised, King's clinical staging, ALS Assessment Questionnaire-40, Appel ALS Score (Rating Scale), slow vital capacity, hand-held dynamometry and grip strength, and time to specified states of disease progression or death. DNA samples will also be collected for potential genomic evaluation. The predicted rates of progression and survival, and their potential correlations with biomarkers, will be evaluated. Adverse events related to the study will be reported. Results The study is estimated to be completed in 2022 with an interim analysis planned. Conclusions Findings may help to further the understanding of the pharmacodynamic effect of edaravone, including changes in biomarkers, in response to treatment.
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Affiliation(s)
- James Berry
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Benjamin Brooks
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Angela Genge
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Terry Heiman-Patterson
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Stanley Appel
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Michael Benatar
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Robert Bowser
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Merit Cudkowicz
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Clifton Gooch
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Jeremy Shefner
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Jurjen Westra
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Wendy Agnese
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Charlotte Merrill
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Sally Nelson
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
| | - Stephen Apple
- Massachusetts General Hospital (JB), Boston; Atrium Health Neurosciences Institute (BB), Carolinas Medical Center, University of North Carolina School of Medicine-Charlotte Campus; Montreal Neurological Institute and Hospital (AG), QC, Canada; Lewis Katz School of Medicine (TH-P), Temple University, Philadelphia, PA; Houston Methodist (S. Appel), TX; University of Miami (MB), FL; Barrow Neurological Institute (RB, JS), Phoenix, AZ; Harvard Medical School (MC), Boston, MA; University of South Florida (CG), Tampa; Oxford BioDynamics Inc. (JW), Wilmington, DE; and Mitsubishi Tanabe Pharma America (WA, CM, SN, S. Apple), Inc., Jersey City, NJ
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