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1.
Nat Cancer ; 4(7): 1036-1052, 2023 07.
Artigo em Inglês | MEDLINE | ID: mdl-37349501

RESUMO

Precision medicine is critically dependent on better methods for diagnosing and staging disease and predicting drug response. Histopathology using hematoxylin and eosin (H&E)-stained tissue (not genomics) remains the primary diagnostic method in cancer. Recently developed highly multiplexed tissue imaging methods promise to enhance research studies and clinical practice with precise, spatially resolved single-cell data. Here, we describe the 'Orion' platform for collecting H&E and high-plex immunofluorescence images from the same cells in a whole-slide format suitable for diagnosis. Using a retrospective cohort of 74 colorectal cancer resections, we show that immunofluorescence and H&E images provide human experts and machine learning algorithms with complementary information that can be used to generate interpretable, multiplexed image-based models predictive of progression-free survival. Combining models of immune infiltration and tumor-intrinsic features achieves a 10- to 20-fold discrimination between rapid and slow (or no) progression, demonstrating the ability of multimodal tissue imaging to generate high-performance biomarkers.


Assuntos
Neoplasias , Humanos , Estudos Retrospectivos , Diagnóstico por Imagem , Biomarcadores Tumorais , Imunofluorescência
2.
Am J Clin Pathol ; 158(2): 270-276, 2022 08 04.
Artigo em Inglês | MEDLINE | ID: mdl-35460401

RESUMO

OBJECTIVES: The US Food and Drug Administration (FDA)-approved CELLSEARCH assay (Menarini Silicon Biosystems) for circulating tumor cells (CTCs) relies on expression of an epithelial cell adhesion molecule to enrich for CTCs. We sought to validate a CTC assay (RareCyte) for clinical use that instead collects a buffy coat preparation enriched for CTCs. METHODS: Normal peripheral blood specimens spiked with cultured breast and prostate cancer cells and 47 clinical samples were used to validate assay performance. Specimens were enriched for buffy coat cells and applied onto 8 glass slides. The slides were immunofluorescently stained and imaged by automated microscopy and computer-aided image analysis. RESULTS: The assay was 100% specific for detecting spiked tumor cells. For samples spiked with 25, 50, and 125 cells, the percentage coefficients of variation were 42%, 21%, and 3.7%, respectively. Linearity studies demonstrated a slope of 0.99, an intercept of 1.6, and R2 of 0.96. Recoveries at the 25-, 50-, and 125-cell levels were 92%, 111%, and 100%, respectively. Clinical samples run on both CELLSEARCH and RareCyte correlated with an R2 of 0.8 after log-transformation and demonstrated 87.5% concordance using the CELLSEARCH criteria for predicting adverse outcomes. CONCLUSIONS: The RareCyte CTC assay has comparable performance to the FDA-cleared method and is ready for further clinical validation studies.


Assuntos
Células Neoplásicas Circulantes , Neoplasias da Próstata , Biomarcadores Tumorais/metabolismo , Contagem de Células , Centrifugação , Humanos , Masculino , Microscopia de Fluorescência , Células Neoplásicas Circulantes/patologia , Neoplasias da Próstata/diagnóstico , Neoplasias da Próstata/patologia
3.
Cancer Cytopathol ; 129(11): 893-906, 2021 11.
Artigo em Inglês | MEDLINE | ID: mdl-34171181

RESUMO

BACKGROUND: Cancer is a leading cause of death worldwide, and patients may have advanced disease when diagnosed. Targeted therapies guided by molecular subtyping of cancer can benefit patients significantly. Pleural effusions are frequently observed in patients with metastatic cancer and are routinely removed for therapeutic purposes; however, effusion specimens have not been recognized as typical substrates for clinical molecular testing because of frequent low tumor cellularity. METHODS: Excess remnant pleural effusion samples (N = 25) from 21 patients with and without suspected malignancy were collected at Stanford Health Care between December 2019 and November 2020. Samples were processed into ThinPrep slides and underwent novel effusion tumor cell (ETC) analysis. The ETC results were compared with the original clinical diagnoses for accuracy. A subset of confirmed ETCs was further isolated and processed for molecular profiling to identify cancer driver mutations. All samples were obtained with Institutional Review Board approval. RESULTS: The authors established novel quantitative standards to identify ETCs and detected epithelial malignancy with 89.5% sensitivity and 100% specificity in the pleural effusion samples. Molecular profiling of confirmed ETCs (pools of 5 cells evaluated) revealed key pathogenic mutations consistent with clinical molecular findings. CONCLUSIONS: In this study, the authors developed a novel ETC-testing assay that detected epithelial malignancies in pleural effusions with high sensitivity and specificity. Molecular profiling of 5 ETCs showed promising concordance with the clinical molecular findings. To promote cancer subtyping and guide treatment, this ETC-testing assay will need to be validated in larger patient cohorts to facilitate integration into cytologic workflow.


Assuntos
Derrame Pleural Maligno , Derrame Pleural , Exsudatos e Transudatos , Humanos , Derrame Pleural/patologia , Derrame Pleural Maligno/diagnóstico , Derrame Pleural Maligno/genética , Derrame Pleural Maligno/patologia
4.
Cytometry A ; 93(12): 1220-1225, 2018 12.
Artigo em Inglês | MEDLINE | ID: mdl-30277660

RESUMO

Circulating tumor cells (CTCs) can reliably be identified in cancer patients and are associated with clinical outcome. Next-generation "liquid biopsy" technologies will expand CTC diagnostic investigation to include phenotypic characterization and single-cell molecular analysis. We describe here a rare cell analysis platform designed to comprehensively collect and identify CTCs, enable multi-parameter assessment of individual CTCs, and retrieve single cells for molecular analysis. The platform has the following four integrated components: 1) density-based separation of the CTC-containing blood fraction and sample deposition onto microscope slides; 2) automated multiparameter fluorescence staining; 3) image scanning, analysis, and review; and 4) mechanical CTC retrieval. The open platform utilizes six fluorescence channels, of which four channels are used to identify CTC and two channels are available for investigational biomarkers; a prototype assay that allows three investigational biomarker channels has been developed. Single-cell retrieval from fixed slides is compatible with whole genome amplification methods for genomic analysis. © 2018 The Authors. Cytometry Part A published by Wiley Periodicals, Inc. on behalf of International Society for Advancement of Cytometry.


Assuntos
Neoplasias/patologia , Células Neoplásicas Circulantes/patologia , Biomarcadores Tumorais/genética , Contagem de Células/métodos , Linhagem Celular Tumoral , Separação Celular/métodos , Fluorescência , Humanos , Biópsia Líquida/métodos , Neoplasias/genética , Análise de Célula Única/métodos
5.
J Virol ; 85(13): 6293-308, 2011 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-21490089

RESUMO

Gammaherpesvirus-associated neoplasms include tumors of lymphocytes, epithelial cells, and endothelial cells (ECs). We previously showed that, unlike most cell types, ECs survive productive gammaherpesvirus 68 (γHV68) infection and achieve anchorage-independent growth, providing a cellular reservoir for viral persistence. Here, we demonstrated autophagy in infected ECs by analysis of LC3 localization and protein modification and that infected ECs progress through the autophagosome pathway by LC3 dual fluorescence and p62 analysis. We demonstrate that pharmacologic autophagy induction results in increased survival of infected ECs and, conversely, that autophagy inhibition results in death of infected EC survivors. Furthermore, we identified two viral oncogenes, v-cyclin and v-Bcl2, that are critical to EC survival and that modify EC proliferation and survival during infection-induced autophagy. We found that these viral oncogenes can also facilitate survival of substrate detachment in the absence of viral infection. Autophagy affords cells the opportunity to recover from stressful conditions, and consistent with this, the altered phenotype of surviving infected ECs was reversible. Finally, we demonstrated that knockdown of critical autophagy genes completely abrogated EC survival. This study reveals a viral mechanism which usurps the autophagic machinery to promote viral persistence within nonadherent ECs, with the potential for recovery of infected ECs at a distant site upon disruption of virus replication.


Assuntos
Autofagia , Células Endoteliais/virologia , Gammaherpesvirinae/fisiologia , Infecções por Herpesviridae/virologia , Oncogenes/genética , Proteínas Virais/metabolismo , Animais , Autofagia/genética , Linhagem Celular , Sobrevivência Celular , Células Cultivadas , Células Endoteliais/patologia , Células Endoteliais/fisiologia , Gammaherpesvirinae/genética , Gammaherpesvirinae/metabolismo , Gammaherpesvirinae/patogenicidade , Infecções por Herpesviridae/patologia , Pulmão/citologia , Camundongos , Camundongos Transgênicos , Proteínas Oncogênicas/genética , Proteínas Oncogênicas/metabolismo , Oncogenes/fisiologia , Proteínas Virais/genética
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