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High-dimensional single-cell analysis predicts response to anti-PD-1 immunotherapy
by
Schindler, Sabrina
, Weber, Lukas M
, Robinson, Mark D
, Krieg, Carsten
, Nowicka, Malgorzata
, Hartmann, Felix J
, Levesque, Mitchell P
, Becher, Burkhard
, Dummer, Reinhard
, Guglietta, Silvia
in
13
/ 13/31
/ 13/51
/ 38
/ 38/91
/ 631/67/1059/2325
/ 692/308/53/2423
/ 82
/ 82/58
/ Analysis
/ Apoptosis
/ Bioinformatics
/ Biomarkers
/ Biomedicine
/ Cancer
/ Cancer Research
/ Care and treatment
/ CD14 antigen
/ CD16 antigen
/ Cell death
/ Cytometry
/ Dimensional analysis
/ Flow cytometry
/ Genetic aspects
/ Health aspects
/ Histocompatibility antigen HLA
/ Humans
/ Immune checkpoint
/ Immunotherapy
/ Infectious Diseases
/ Lymphocytes T
/ Melanoma
/ Metabolic Diseases
/ Metastases
/ Molecular Medicine
/ Monocytes
/ Neurosciences
/ Patients
/ PD-1 protein
/ Peripheral blood
/ Physiological aspects
/ Programmed Cell Death 1 Receptor - immunology
/ Single-Cell Analysis
/ Survival
/ T cell receptors
/ Therapy
2018
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High-dimensional single-cell analysis predicts response to anti-PD-1 immunotherapy
by
Schindler, Sabrina
, Weber, Lukas M
, Robinson, Mark D
, Krieg, Carsten
, Nowicka, Malgorzata
, Hartmann, Felix J
, Levesque, Mitchell P
, Becher, Burkhard
, Dummer, Reinhard
, Guglietta, Silvia
in
13
/ 13/31
/ 13/51
/ 38
/ 38/91
/ 631/67/1059/2325
/ 692/308/53/2423
/ 82
/ 82/58
/ Analysis
/ Apoptosis
/ Bioinformatics
/ Biomarkers
/ Biomedicine
/ Cancer
/ Cancer Research
/ Care and treatment
/ CD14 antigen
/ CD16 antigen
/ Cell death
/ Cytometry
/ Dimensional analysis
/ Flow cytometry
/ Genetic aspects
/ Health aspects
/ Histocompatibility antigen HLA
/ Humans
/ Immune checkpoint
/ Immunotherapy
/ Infectious Diseases
/ Lymphocytes T
/ Melanoma
/ Metabolic Diseases
/ Metastases
/ Molecular Medicine
/ Monocytes
/ Neurosciences
/ Patients
/ PD-1 protein
/ Peripheral blood
/ Physiological aspects
/ Programmed Cell Death 1 Receptor - immunology
/ Single-Cell Analysis
/ Survival
/ T cell receptors
/ Therapy
2018
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High-dimensional single-cell analysis predicts response to anti-PD-1 immunotherapy
by
Schindler, Sabrina
, Weber, Lukas M
, Robinson, Mark D
, Krieg, Carsten
, Nowicka, Malgorzata
, Hartmann, Felix J
, Levesque, Mitchell P
, Becher, Burkhard
, Dummer, Reinhard
, Guglietta, Silvia
in
13
/ 13/31
/ 13/51
/ 38
/ 38/91
/ 631/67/1059/2325
/ 692/308/53/2423
/ 82
/ 82/58
/ Analysis
/ Apoptosis
/ Bioinformatics
/ Biomarkers
/ Biomedicine
/ Cancer
/ Cancer Research
/ Care and treatment
/ CD14 antigen
/ CD16 antigen
/ Cell death
/ Cytometry
/ Dimensional analysis
/ Flow cytometry
/ Genetic aspects
/ Health aspects
/ Histocompatibility antigen HLA
/ Humans
/ Immune checkpoint
/ Immunotherapy
/ Infectious Diseases
/ Lymphocytes T
/ Melanoma
/ Metabolic Diseases
/ Metastases
/ Molecular Medicine
/ Monocytes
/ Neurosciences
/ Patients
/ PD-1 protein
/ Peripheral blood
/ Physiological aspects
/ Programmed Cell Death 1 Receptor - immunology
/ Single-Cell Analysis
/ Survival
/ T cell receptors
/ Therapy
2018
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High-dimensional single-cell analysis predicts response to anti-PD-1 immunotherapy
Journal Article
High-dimensional single-cell analysis predicts response to anti-PD-1 immunotherapy
2018
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Overview
Among many populations of blood cells, high dimensional analysis using mass cytometry reveals classical monocyte frequency as strong predictors of response to PD-1 blockade therapy of melanoma.
Immune-checkpoint blockade has revolutionized cancer therapy. In particular, inhibition of programmed cell death protein 1 (PD-1) has been found to be effective for the treatment of metastatic melanoma and other cancers. Despite a dramatic increase in progression-free survival, a large proportion of patients do not show durable responses. Therefore, predictive biomarkers of a clinical response are urgently needed. Here we used high-dimensional single-cell mass cytometry and a bioinformatics pipeline for the in-depth characterization of the immune cell subsets in the peripheral blood of patients with stage IV melanoma before and after 12 weeks of anti-PD-1 immunotherapy. During therapy, we observed a clear response to immunotherapy in the T cell compartment. However, before commencing therapy, a strong predictor of progression-free and overall survival in response to anti-PD-1 immunotherapy was the frequency of CD14
+
CD16
−
HLA-DR
hi
monocytes. We confirmed this by conventional flow cytometry in an independent, blinded validation cohort, and we propose that the frequency of monocytes in PBMCs may serve in clinical decision support.
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