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1.
Cancer Cell ; 40(9): 999-1009.e6, 2022 09 12.
Artigo em Inglês | MEDLINE | ID: mdl-36055228

RESUMO

Cancer patients benefit from early tumor detection since treatment outcomes are more favorable for less advanced cancers. Platelets are involved in cancer progression and are considered a promising biosource for cancer detection, as they alter their RNA content upon local and systemic cues. We show that tumor-educated platelet (TEP) RNA-based blood tests enable the detection of 18 cancer types. With 99% specificity in asymptomatic controls, thromboSeq correctly detected the presence of cancer in two-thirds of 1,096 blood samples from stage I-IV cancer patients and in half of 352 stage I-III tumors. Symptomatic controls, including inflammatory and cardiovascular diseases, and benign tumors had increased false-positive test results with an average specificity of 78%. Moreover, thromboSeq determined the tumor site of origin in five different tumor types correctly in over 80% of the cancer patients. These results highlight the potential properties of TEP-derived RNA panels to supplement current approaches for blood-based cancer screening.


Assuntos
Neoplasias , RNA , Biomarcadores Tumorais/genética , Plaquetas , Detecção Precoce de Câncer/métodos , Humanos , Neoplasias/diagnóstico , Neoplasias/genética , RNA/genética
2.
Cell Rep Med ; 1(7): 100101, 2020 10 20.
Artigo em Inglês | MEDLINE | ID: mdl-33103128

RESUMO

Tumor-educated platelets (TEPs) are potential biomarkers for cancer diagnostics. We employ TEP-derived RNA panels, determined by swarm intelligence, to detect and monitor glioblastoma. We assessed specificity by comparing the spliced RNA profile of TEPs from glioblastoma patients with multiple sclerosis and brain metastasis patients (validation series, n = 157; accuracy, 80%; AUC, 0.81 [95% CI, 0.74-0.89; p < 0.001]). Second, analysis of patients with glioblastoma versus asymptomatic healthy controls in an independent validation series (n = 347) provided a detection accuracy of 95% and AUC of 0.97 (95% CI, 0.95-0.99; p < 0.001). Finally, we developed the digitalSWARM algorithm to improve monitoring of glioblastoma progression and demonstrate that the TEP tumor scores of individual glioblastoma patients represent tumor behavior and could be used to distinguish false positive progression from true progression (validation series, n = 20; accuracy, 85%; AUC, 0.86 [95% CI, 0.70-1.00; p < 0.012]). In conclusion, TEPs have potential as a minimally invasive biosource for blood-based diagnostics and monitoring of glioblastoma patients.


Assuntos
Plaquetas/metabolismo , Neoplasias Encefálicas/diagnóstico , Glioblastoma/diagnóstico , Monitorização Fisiológica/métodos , Esclerose Múltipla/diagnóstico , RNA Neoplásico/genética , Adulto , Idoso , Idoso de 80 Anos ou mais , Algoritmos , Biomarcadores Tumorais/genética , Biomarcadores Tumorais/metabolismo , Plaquetas/patologia , Neoplasias Encefálicas/genética , Neoplasias Encefálicas/mortalidade , Neoplasias Encefálicas/cirurgia , Estudos de Casos e Controles , Progressão da Doença , Glioblastoma/genética , Glioblastoma/mortalidade , Glioblastoma/cirurgia , Humanos , Pessoa de Meia-Idade , Esclerose Múltipla/genética , Esclerose Múltipla/patologia , Metástase Neoplásica , Splicing de RNA , RNA Neoplásico/metabolismo , Curva ROC , Análise de Sobrevida , Microambiente Tumoral/genética
3.
Clin Cancer Res ; 24(12): 2944-2950, 2018 06 15.
Artigo em Inglês | MEDLINE | ID: mdl-29535126

RESUMO

Purpose: About 60% of non-small cell lung cancer (NSCLC) patients develop resistance to targeted epidermal growth factor receptor (EGFR) inhibitor therapy through the EGFR T790M mutation. Patients with this mutation respond well to third-generation tyrosine kinase inhibitors, but obtaining a tissue biopsy to confirm the mutation poses risks and is often not feasible. Liquid biopsies using circulating free tumor DNA (cfDNA) have emerged as a noninvasive option to detect the mutation; however, sensitivity is low as many patients have too few detectable copies in circulation. Here, we have developed and validated a novel test that overcomes the limited abundance of the mutation by simultaneously capturing and interrogating exosomal RNA/DNA and cfDNA (exoNA) in a single step followed by a sensitive allele-specific qPCR.Experimental Design: ExoNA was extracted from the plasma of NSCLC patients with biopsy-confirmed T790M-positive (N = 102) and T790M-negative (N = 108) samples. The T790M mutation status was determined using an analytically validated allele-specific qPCR assay in a Clinical Laboratory Improvement Amendment laboratory.Results: Detection of the T790M mutation on exoNA achieved 92% sensitivity and 89% specificity using tumor biopsy results as gold standard. We also obtained high sensitivity (88%) in patients with intrathoracic disease (M0/M1a), for whom detection by liquid biopsy has been particularly challenging.Conclusions: The combination of exoRNA/DNA and cfDNA for T790M detection has higher sensitivity and specificity compared with historical cohorts using cfDNA alone. This could further help avoid unnecessary tumor biopsies for T790M mutation testing. Clin Cancer Res; 24(12); 2944-50. ©2018 AACR.


Assuntos
Carcinoma Pulmonar de Células não Pequenas/genética , Carcinoma Pulmonar de Células não Pequenas/metabolismo , Exossomos/metabolismo , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/metabolismo , Mutação , Alelos , Biomarcadores Tumorais , Biópsia , Carcinoma Pulmonar de Células não Pequenas/patologia , DNA Tumoral Circulante , Receptores ErbB/sangue , Receptores ErbB/genética , Éxons , Humanos , Neoplasias Pulmonares/patologia , Estadiamento de Neoplasias , Curva ROC , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
4.
Cancer Cell ; 32(2): 238-252.e9, 2017 08 14.
Artigo em Inglês | MEDLINE | ID: mdl-28810146

RESUMO

Blood-based liquid biopsies, including tumor-educated blood platelets (TEPs), have emerged as promising biomarker sources for non-invasive detection of cancer. Here we demonstrate that particle-swarm optimization (PSO)-enhanced algorithms enable efficient selection of RNA biomarker panels from platelet RNA-sequencing libraries (n = 779). This resulted in accurate TEP-based detection of early- and late-stage non-small-cell lung cancer (n = 518 late-stage validation cohort, accuracy, 88%; AUC, 0.94; 95% CI, 0.92-0.96; p < 0.001; n = 106 early-stage validation cohort, accuracy, 81%; AUC, 0.89; 95% CI, 0.83-0.95; p < 0.001), independent of age of the individuals, smoking habits, whole-blood storage time, and various inflammatory conditions. PSO enabled selection of gene panels to diagnose cancer from TEPs, suggesting that swarm intelligence may also benefit the optimization of diagnostics readout of other liquid biopsy biosources.


Assuntos
Algoritmos , Inteligência Artificial , Plaquetas/fisiologia , Carcinoma Pulmonar de Células não Pequenas/diagnóstico , Diagnóstico por Computador/métodos , Neoplasias Pulmonares/diagnóstico , Adulto , Idoso , Idoso de 80 Anos ou mais , Biomarcadores Tumorais , Carcinoma Pulmonar de Células não Pequenas/sangue , Carcinoma Pulmonar de Células não Pequenas/genética , Estudos de Coortes , Feminino , Perfilação da Expressão Gênica , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Inflamação/sangue , Inflamação/diagnóstico , Inflamação/genética , Neoplasias Pulmonares/sangue , Neoplasias Pulmonares/genética , Masculino , Pessoa de Meia-Idade , Máquina de Vetores de Suporte
5.
Oncotarget ; 7(1): 1066-75, 2016 Jan 05.
Artigo em Inglês | MEDLINE | ID: mdl-26544515

RESUMO

PURPOSE: Non-small-cell lung cancers harboring EML4-ALK rearrangements are sensitive to crizotinib. However, despite initial response, most patients will eventually relapse, and monitoring EML4-ALK rearrangements over the course of treatment may help identify these patients. However, challenges associated with serial tumor biopsies have highlighted the need for blood-based assays for the monitoring of biomarkers. Platelets can sequester RNA released by tumor cells and are thus an attractive source for the non-invasive assessment of biomarkers. METHODS: EML4-ALK rearrangements were analyzed by RT-PCR in platelets and plasma isolated from blood obtained from 77 patients with non-small-cell lung cancer, 38 of whom had EML4-ALK-rearranged tumors. In a subset of 29 patients with EML4-ALK-rearranged tumors who were treated with crizotinib, EML4-ALK rearrangements in platelets were correlated with progression-free and overall survival. RESULTS: RT-PCR demonstrated 65% sensitivity and 100% specificity for the detection of EML4-ALK rearrangements in platelets. In the subset of 29 patients treated with crizotinib, progression-free survival was 3.7 months for patients with EML4-ALK+ platelets and 16 months for those with EML4-ALK- platelets (hazard ratio, 3.5; P = 0.02). Monitoring of EML4-ALK rearrangements in the platelets of one patient over a period of 30 months revealed crizotinib resistance two months prior to radiographic disease progression. CONCLUSIONS: Platelets are a valuable source for the non-invasive detection of EML4-ALK rearrangements and may prove useful for predicting and monitoring outcome to crizotinib, thereby improving clinical decisions based on radiographic imaging alone.


Assuntos
Plaquetas/metabolismo , Carcinoma Pulmonar de Células não Pequenas/tratamento farmacológico , Neoplasias Pulmonares/tratamento farmacológico , Proteínas de Fusão Oncogênica/genética , Pirazóis/uso terapêutico , Piridinas/uso terapêutico , Adulto , Idoso , Idoso de 80 Anos ou mais , Carcinoma Pulmonar de Células não Pequenas/sangue , Carcinoma Pulmonar de Células não Pequenas/genética , Crizotinibe , Monitoramento de Medicamentos/métodos , Feminino , Humanos , Hibridização in Situ Fluorescente , Estimativa de Kaplan-Meier , Neoplasias Pulmonares/sangue , Neoplasias Pulmonares/genética , Masculino , Pessoa de Meia-Idade , Proteínas de Fusão Oncogênica/sangue , Avaliação de Resultados em Cuidados de Saúde/métodos , Avaliação de Resultados em Cuidados de Saúde/estatística & dados numéricos , Prognóstico , Modelos de Riscos Proporcionais , Inibidores de Proteínas Quinases/uso terapêutico , Reprodutibilidade dos Testes , Reação em Cadeia da Polimerase Via Transcriptase Reversa
6.
Cancer Cell ; 28(5): 666-676, 2015 Nov 09.
Artigo em Inglês | MEDLINE | ID: mdl-26525104

RESUMO

Tumor-educated blood platelets (TEPs) are implicated as central players in the systemic and local responses to tumor growth, thereby altering their RNA profile. We determined the diagnostic potential of TEPs by mRNA sequencing of 283 platelet samples. We distinguished 228 patients with localized and metastasized tumors from 55 healthy individuals with 96% accuracy. Across six different tumor types, the location of the primary tumor was correctly identified with 71% accuracy. Also, MET or HER2-positive, and mutant KRAS, EGFR, or PIK3CA tumors were accurately distinguished using surrogate TEP mRNA profiles. Our results indicate that blood platelets provide a valuable platform for pan-cancer, multiclass cancer, and companion diagnostics, possibly enabling clinical advances in blood-based "liquid biopsies".


Assuntos
Biomarcadores Tumorais/genética , Plaquetas/metabolismo , Neoplasias/genética , Transdução de Sinais/genética , Adulto , Idoso , Idoso de 80 Anos ou mais , Biomarcadores Tumorais/sangue , Classe I de Fosfatidilinositol 3-Quinases , Receptores ErbB/genética , Feminino , Perfilação da Expressão Gênica/métodos , Ontologia Genética , Humanos , Masculino , Pessoa de Meia-Idade , Mutação , Neoplasias/sangue , Neoplasias/diagnóstico , Patologia Molecular/métodos , Fosfatidilinositol 3-Quinases/genética , Proteínas Proto-Oncogênicas c-met/genética , Proteínas Proto-Oncogênicas p21(ras)/genética , Receptor ErbB-2/genética , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Análise de Sequência de RNA/métodos , Máquina de Vetores de Suporte , Adulto Jovem
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