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1.
Cancer Res ; 79(1): 263-273, 2019 01 01.
Article in English | MEDLINE | ID: mdl-30487137

ABSTRACT

Low-dose CT (LDCT) is widely accepted as the preferred method for detecting pulmonary nodules. However, the determination of whether a nodule is benign or malignant involves either repeated scans or invasive procedures that sample the lung tissue. Noninvasive methods to assess these nodules are needed to reduce unnecessary invasive tests. In this study, we have developed a pulmonary nodule classifier (PNC) using RNA from whole blood collected in RNA-stabilizing PAXgene tubes that addresses this need. Samples were prospectively collected from high-risk and incidental subjects with a positive lung CT scan. A total of 821 samples from 5 clinical sites were analyzed. Malignant samples were predominantly stage 1 by pathologic diagnosis and 97% of the benign samples were confirmed by 4 years of follow-up. A panel of diagnostic biomarkers was selected from a subset of the samples assayed on Illumina microarrays that achieved a ROC-AUC of 0.847 on independent validation. The microarray data were then used to design a biomarker panel of 559 gene probes to be validated on the clinically tested NanoString nCounter platform. RNA from 583 patients was used to assess and refine the NanoString PNC (nPNC), which was then validated on 158 independent samples (ROC-AUC = 0.825). The nPNC outperformed three clinical algorithms in discriminating malignant from benign pulmonary nodules ranging from 6-20 mm using just 41 diagnostic biomarkers. Overall, this platform provides an accurate, noninvasive method for the diagnosis of pulmonary nodules in patients with non-small cell lung cancer. SIGNIFICANCE: These findings describe a minimally invasive and clinically practical pulmonary nodule classifier that has good diagnostic ability at distinguishing benign from malignant pulmonary nodules.


Subject(s)
Biomarkers, Tumor/genetics , Carcinoma, Non-Small-Cell Lung/diagnosis , Gene Expression Profiling , Lung Neoplasms/diagnosis , Multiple Pulmonary Nodules/diagnosis , Tomography, X-Ray Computed/methods , Aged , Algorithms , Biomarkers, Tumor/blood , Carcinoma, Non-Small-Cell Lung/blood , Carcinoma, Non-Small-Cell Lung/diagnostic imaging , Carcinoma, Non-Small-Cell Lung/genetics , Diagnosis, Differential , Female , Gene Expression Regulation, Neoplastic , Humans , Lung Neoplasms/blood , Lung Neoplasms/diagnostic imaging , Lung Neoplasms/genetics , Male , Middle Aged , Multiple Pulmonary Nodules/blood , Multiple Pulmonary Nodules/diagnostic imaging , Multiple Pulmonary Nodules/genetics , Prospective Studies
2.
Cell Signal ; 21(8): 1308-16, 2009 Aug.
Article in English | MEDLINE | ID: mdl-19344757

ABSTRACT

There are two key processes underlying ligand-induced receptor endocytosis: receptor ubiquitylation and remodeling of the actin cytoskeleton. Tyrosine kinases play critical roles in both receptor endocytosis and actin reorganization. Interestingly, members of the Abl family are the only known tyrosine kinases that possess an actin-binding domain and thus have the potential to directly regulate the actin cytoskeleton. However, the role of non-transforming cAbl in receptor endocytosis remains undefined. We report that cAbl promotes ligand-induced antigen receptor endocytosis in B lymphocytes. We show that pharmacologic inhibition or genetic deletion of cAbl causes a defect in tyrosine phosphorylation of the cytoskeletal adapter CrkII. cAbl inhibition or ablation also impairs Rac activation downstream of CrkII, as well as antigen receptor capping and endocytosis. Although phosphorylation of CrkII has been suggested to maintain it in a closed inactive conformation, we demonstrate that it is in fact essential for the activation of Rac. On the other hand, association of CrkII with cCbl, a key mediator of receptor ubiquitylation, does not require CrkII phosphorylation and is cAbl-independent. Phosphorylation of cCbl itself is also cAbl-independent. Our results thus indicate that CrkII links receptor engagement to cytoskeletal remodeling by coupling cCbl- and cAbl-mediated signaling pathways that cooperatively regulate ligand-induced receptor endocytosis.


Subject(s)
B-Lymphocytes/immunology , Endocytosis , Proto-Oncogene Proteins c-abl/metabolism , Proto-Oncogene Proteins c-crk/metabolism , Actins/metabolism , Animals , B-Lymphocytes/metabolism , Benzamides , Chickens , Cytoskeleton , Imatinib Mesylate , Piperazines/pharmacology , Protein Structure, Tertiary , Proto-Oncogene Proteins c-abl/deficiency , Proto-Oncogene Proteins c-abl/immunology , Proto-Oncogene Proteins c-cbl/immunology , Proto-Oncogene Proteins c-cbl/metabolism , Proto-Oncogene Proteins c-crk/immunology , Pyrimidines/pharmacology , rac GTP-Binding Proteins/immunology , rac GTP-Binding Proteins/metabolism
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