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1.
Proc Natl Acad Sci U S A ; 118(11)2021 03 16.
Artigo em Inglês | MEDLINE | ID: mdl-33836566

RESUMO

Unlike other epithelial cancer types, circulating tumor cells (CTCs) are less frequently detected in the peripheral blood of non-small cell lung cancer (NSCLC) patients using epithelial marker-based detection approaches despite the aggressive nature of NSCLC. Here, we demonstrate hexokinase-2 (HK2) as a metabolic function-associated marker for the detection of CTCs. In 59 NSCLC patients bearing cytokeratin-positive (CKpos) primary tumors, HK2 enables resolving cytokeratin-negative (HK2high/CKneg) CTCs as a prevalent population in about half of the peripheral blood samples with positive CTC counts. However, HK2high/CKneg tumor cells are a minority population in pleural effusions and cerebrospinal fluids. Single-cell analysis shows that HK2high/CKneg CTCs exhibit smaller sizes but consistent copy number variation profiles compared with CKpos counterparts. Single-cell transcriptome profiling reveals that CK expression levels of CTCs are independent of their epithelial-to-mesenchymal transition (EMT) status, challenging the long-standing association between CK expression and EMT. HK2high/CKneg CTCs display metastasis and EGFR inhibitor resistance-related molecular signatures and are selectively enriched in patients with EGFRL858R driver oncogene mutation as opposed to EGFR19Del , which is more frequently found in patients with prevalent CKpos CTCs in the blood. Consistently, treatment-naïve patients with a larger number or proportion of HK2high/CKneg CTCs in the blood exhibit poor therapy response and shorter progression-free survival. Collectively, our approach resolves a more complete spectrum of CTCs in NSCLC that can potentially be exploited to identify patient prognosis before therapy.


Assuntos
Carcinoma Pulmonar de Células não Pequenas/patologia , Hexoquinase/sangue , Neoplasias Pulmonares/patologia , Células Neoplásicas Circulantes/patologia , Carcinoma Pulmonar de Células não Pequenas/sangue , Carcinoma Pulmonar de Células não Pequenas/enzimologia , Transição Epitelial-Mesenquimal , Receptores ErbB/genética , Genótipo , Humanos , Queratinas/sangue , Biópsia Líquida , Neoplasias Pulmonares/sangue , Neoplasias Pulmonares/enzimologia , Prognóstico
2.
Semin Cancer Biol ; 82: 94-119, 2022 07.
Artigo em Inglês | MEDLINE | ID: mdl-33290846

RESUMO

Metabolic reprogramming is one of the main hallmarks of cancer cells. It refers to the metabolic adaptations of tumor cells in response to nutrient deficiency, microenvironmental insults, and anti-cancer therapies. Metabolic transformation during tumor development plays a critical role in the continued tumor growth and progression and is driven by a complex interplay between the tumor mutational landscape, epigenetic modifications, and microenvironmental influences. Understanding the tumor metabolic vulnerabilities might open novel diagnostic and therapeutic approaches with the potential to improve the efficacy of current tumor treatments. Prostate cancer is a highly heterogeneous disease harboring different mutations and tumor cell phenotypes. While the increase of intra-tumor genetic and epigenetic heterogeneity is associated with tumor progression, less is known about metabolic regulation of prostate cancer cell heterogeneity and plasticity. This review summarizes the central metabolic adaptations in prostate tumors, state-of-the-art technologies for metabolic analysis, and the perspectives for metabolic targeting and diagnostic implications.


Assuntos
Neoplasias da Próstata , Epigênese Genética , Humanos , Masculino , Neoplasias da Próstata/genética , Neoplasias da Próstata/metabolismo
3.
Anal Chem ; 94(5): 2607-2614, 2022 02 08.
Artigo em Inglês | MEDLINE | ID: mdl-35077134

RESUMO

As one of the prime applications of liquid biopsy, the detection of tumor-derived whole cells and molecular markers is enabled in a noninvasive means before symptoms or hints from imaging procedures used for cancer screening. However, liquid biopsy is not a diagnostic test of malignant diseases per se because it fails to establish a definitive cancer diagnosis. Although single-cell genomics provides a genome-wide genetic alternation landscape, it is technologically challenging to confirm cell malignancy of a suspicious cell in body fluids due to unknown technical noise of single-cell sequencing and genomic variation among cancer cells, especially when tumor tissues are unavailable for sequencing as the reference. To address this challenge, we report a molecular algorithm, named scCancerDx, for confirming cell malignancy based on single-cell copy number alternation profiles of suspicious cells from body fluids, leading to a definitive cancer diagnosis. The scCancerDx algorithm has been trained with normal cells and cancer cell lines and validated with single tumor cells disassociated from clinical samples. The established scCancerDx algorithm then validates hexokinase 2 (HK2) as an efficient metabolic function-associated marker of identifying disseminated tumor cells in different body fluids across many cancer types. The HK2-based test, together with scCancerDx, has been investigated for the early detection of bladder cancer (BC) at a preclinical phase by detecting high glycolytic HK2high tumor cells in urine. Early BC detection improves patient prognosis and avoids radical resection for enhancing life quality.


Assuntos
Detecção Precoce de Câncer , Neoplasias da Bexiga Urinária , Algoritmos , Genômica/métodos , Humanos , Prognóstico , Neoplasias da Bexiga Urinária/diagnóstico
4.
Clin Chem ; 68(5): 680-690, 2022 05 18.
Artigo em Inglês | MEDLINE | ID: mdl-35142335

RESUMO

BACKGROUND: Malignant pleural effusion (MPE) represents advanced malignant disease with poor prognosis. To date, pleural effusion cytology remains the best test to diagnose MPE but suffers from limited diagnostic sensitivity and high variation. We report a hexokinase 2-based method (HK2-seq) as a novel diagnostic method for multicancer MPE diagnosis. METHODS: HK2-seq employed HK2 as a new metabolic function-associated marker to detect disseminated tumor cells engaging increased glycolysis in pleural effusion from many cancer types. Single-cell sequencing was used to confirm the malignancy of HK2-derived high glycolytic tumor cells (hgTCs) at the single-cell level via surveying genome-wide copy number alterations (CNAs), leading to establishment of definitive MPE diagnosis. RESULTS: In a prospective cohort study including 111 patients with pleural effusion, the HK2 test showed diagnostic sensitivity, diagnostic specificity, positive predictive value, and negative predictive value of 91% (95% CI: 80%-97%), 84% (95% CI: 68%-93%), 90% (95% CI: 79%-96%), and 86% (95% CI: 70%-95%), respectively, in MPE diagnosis across 12 different cancer types. In contrast, pleural effusion cytology exhibits an overall diagnostic sensitivity of 45%. In addition to confirming the tumor origin of hgTCs, single-cell sequencing allowed identification of prognostic or targetable CNAs in hgTCs, especially CNAs found in liquid biopsies but absent in solid biopsies. CONCLUSIONS: HK2-seq establishes definitive MPE diagnosis across many cancer types with high diagnostic performance. It has the potential to be used for multicancer detection of circulating tumor cells in blood and other types of body fluids, as well as liquid biopsy-based genomic characterization for informative diagnosis.


Assuntos
Derrame Pleural Maligno , Derrame Pleural , Biomarcadores Tumorais , Testes Diagnósticos de Rotina , Hexoquinase/genética , Humanos , Derrame Pleural/diagnóstico , Derrame Pleural Maligno/diagnóstico , Derrame Pleural Maligno/genética , Derrame Pleural Maligno/metabolismo , Estudos Prospectivos , Sensibilidade e Especificidade
5.
Proteomics ; 20(13): e1900224, 2020 07.
Artigo em Inglês | MEDLINE | ID: mdl-31960581

RESUMO

The advent of rapid and inexpensive sequencing technology allows scientists to decipher intra-tumor heterogeneity spatially and temporally for resolving the evolutionary history of tumor and the underlying mechanism. However, studies on characterizing heterogeneity of disseminated tumor cells (DTCs) in liquid biopsies are rare because of the rarity and low viability of DTCs as well as a large number of non-tumor cells. Here, high-throughput single-cell transcriptome sequencing technology and rare DTC enrichment method are employed to decipher the heterogeneity and distinct molecular signatures of DTCs in malignant pleural effusion (MPE) from lung adenocarcinoma. Single-cell transcriptomes of 8213 MPE-derived cells are acquired for bioinformatics analysis. In these cells from MPE, five main cell populations including tumor, mesothelial, monocyte, T and B cells are identified with specific markers for each group. Tumor cells present in MPE are further divided into four distinct subgroups that are found to be associated with immune response, cell proliferation, apoptosis, and cell adhesion, respectively. Based on the single-cell dataset of MPE-derived DTCs, 19 tumor-specific markers are identified that are also highly expressed at RNA and protein levels in tumor tissues as candidate markers for detection of extraordinarily rare circulating tumor cells in the blood.


Assuntos
Adenocarcinoma de Pulmão , Neoplasias Pulmonares , Derrame Pleural Maligno , Perfilação da Expressão Gênica , Humanos , Biópsia Líquida
6.
Anal Chem ; 92(24): 16284-16292, 2020 12 15.
Artigo em Inglês | MEDLINE | ID: mdl-33269906

RESUMO

Bladder cancer (BC) is among the most common tumors with a high recurrence rate, necessitating noninvasive and sensitive diagnostic methods. Accurate detection of exfoliated tumor cells (ETCs) in urine is crucial for noninvasive BC diagnosis but suffers from limited sensitivity when ETCs are rare and confounded by reactive, regenerative, or reparative cells. Single-cell sequencing (SCS) enables accurate detection of ETCs by surveying oncogenic driver mutations or genome-wide copy number alternations. To overcome the low-throughput limitation of SCS, we report a SCS-validated cellular marker, hexokinase 2 (HK2), for high-throughput screening cells in urine and detecting ETCs engaging elevated glycolysis. In the SCS-based training set, a total of 385 cells from urine samples of eight urothelial carcinoma (UC) patients were sequenced to establish a HK2 threshold that achieved >90% specificity for ETC detection. This urine-based HK2 assay was tested with a blinded patient group (n = 384) including UC and benign genitourinary disorders as a validation cohort for prospectively evaluating diagnostic accuracy. The sensitivity, specificity, positive predictive value, and negative predictive value of the assay were 90, 88, 83, and 93%, respectively, which were superior to urinary cytology. For investigating the potential to be a screening test, the HK2 assay was tested with a group of healthy individuals (n = 846) and a 6-month follow-up. The specificity was 98.4% in this health group. Three participants were found to have >5 putative ETCs that were sequenced to exhibit recurrent copy number alternations characteristic of malignant cells, demonstrating early BC detection before current clinical methods.


Assuntos
Hexoquinase/genética , Hexoquinase/metabolismo , Programas de Rastreamento , Análise de Célula Única , Neoplasias da Bexiga Urinária/diagnóstico , Neoplasias da Bexiga Urinária/urina , Linhagem Celular Tumoral , Humanos , Valor Preditivo dos Testes , Análise de Sequência , Neoplasias da Bexiga Urinária/patologia
7.
Proc Natl Acad Sci U S A ; 114(10): 2544-2549, 2017 03 07.
Artigo em Inglês | MEDLINE | ID: mdl-28223509

RESUMO

Malignant pleural effusion (MPE), the presence of malignant cells in pleural fluid, is often the first sign of many cancers and occurs in patients with metastatic malignancies. Accurate detection of tumor cells in pleural fluid is crucial because the presence of MPE denotes an advanced stage of disease and directs a switch in clinical managements. Cytology, as a traditional diagnostic tool, has limited sensitivity especially when tumor cells are not abundant, and may be confounded by reactive mesothelial cells in the pleural fluid. We describe a highly sensitive approach for rapid detection of metabolically active tumor cells in MPE via exploiting the altered glucose metabolism of tumor cells relative to benign cells. Metabolically active tumor cells with high glucose uptake, as evaluated by a fluorescent glucose analog (2-NBDG), are identified by high-throughput fluorescence screening within a chip containing 200,000 addressable microwells and collected for malignancy confirmation via single-cell sequencing. We demonstrate the utility of this approach through analyzing MPE from a cohort of lung cancer patients. Most candidate tumor cells identified are confirmed to harbor the same driver oncogenes as their primary lesions. In some patients, emergence of secondary mutations that mediate acquired resistance to ongoing targeted therapies is also detected before resistance is manifested in the clinical imaging. The detection scheme can be extended to analyze peripheral blood samples. Our approach may serve as a valuable complement to cytology in MPE diagnosis, helping identify the driver oncogenes and resistance-leading mutations for targeted therapies.


Assuntos
Ensaios de Triagem em Larga Escala/métodos , Neoplasias Pulmonares/diagnóstico , Neoplasias Pulmonares/metabolismo , Derrame Pleural Maligno/diagnóstico , Derrame Pleural Maligno/metabolismo , Derrame Pleural/diagnóstico , Derrame Pleural/metabolismo , 4-Cloro-7-nitrobenzofurazano/análogos & derivados , 4-Cloro-7-nitrobenzofurazano/metabolismo , Células A549 , Antígenos de Neoplasias/análise , Antígenos de Neoplasias/sangue , Biomarcadores Tumorais/análise , Biomarcadores Tumorais/sangue , Antígeno Carcinoembrionário/análise , Antígeno Carcinoembrionário/sangue , Linhagem Celular Tumoral , Desoxiglucose/análogos & derivados , Desoxiglucose/metabolismo , Diagnóstico Diferencial , Glucose/metabolismo , Humanos , Leucócitos , Neoplasias Pulmonares/sangue , Derrame Pleural/sangue , Derrame Pleural Maligno/sangue , Tomografia por Emissão de Pósitrons/métodos
8.
Cancer Cell Int ; 19: 21, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-30718976

RESUMO

BACKGROUND: Circulating tumor cells (CTCs) have been described as a population of cells that may seed metastasis, which is a reliable target for the prevention of metastases in lung cancer patients at the early stage. The culturing of CTCs in vitro can be used to study the mechanism of lung cancer metastasis and to screen antimetastasis drugs. This study aims to establish CTC cell line in vitro and explore the potential mechanism of its metastasis. METHODS: A mixture of EpCAM- and EGFR-coated immunomagnetic microbeads in microfluidic Herringbone-Chip was used to capture CTCs. The CTCs, 95-D and A549 cells was evaluated by cell proliferation assays, clonal formation assays, migration assays and drug resistance. Flow cytometry and cytokine protein chip were used to detect the difference in phenotype and cytokine secretion between CTCs, 95-D and A549 cells. The NOD/SCID mice were used to study tumorigenicity, lung organ colonization and metastasis of CTCs. The H&E staining, immunohistochemistry and immunofluorescence assay were used to detect the pathological status of CTCs. RESULTS: The number of EpCAM(+)/EGFR(+)/CK(+)/CD45(-) lung CTCs showed a weak negative correlation with clinical stages in patients with non-small cell lung cancer (NSCLC). In a phase IIa lung cancer patient, we successfully establish a permanent CTC cell line, named CTC-TJH-01. In vitro studies showed the CTC-TJH-01 cells were in the intermediate stage of epithelial to mesenchymal transition (EMT), had stem cell characteristics and were drug resistant. In vivo studies showed that CTC-TJH-01 cells can induce tumorigenesis, lung organ colonization and metastasis after xenografting in immunodeficient mice. In addition, the low expression level of CX3CL1 and high expression level of CXCL5 in the CTC-TJH-01 cells may be an important mechanism for their metastasis. CONCLUSIONS: We successfully established a permanent CTC cell line with metastatic ability, which can be used to screen antimetastatic drugs and study the mechanism of lung cancer metastasis.

9.
Anal Bioanal Chem ; 411(21): 5373-5382, 2019 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-30820628

RESUMO

Circulating tumor cells (CTCs) are extraordinarily rare in blood samples and represent a real-time "liquid biopsy" of tumors. Although genetic and transcriptional sequencing of single CTCs has been reported, these methods fail to provide phenotypic and functional information of CTCs such as protein levels of surface proteins. Studies of single-cell proteomic assays of CTCs have been rare because of a lack of single-cell proteomic methods to handle and analyze rare cells in a high background of non-target cells with high sensitivity, throughput, and multiplexing capacity. Here, we develop a microchip-assisted single-cell proteomic method for profiling surface proteins of CTCs based on antibody and cellular DNA barcoding strategy. We combine DNA-encoded antibody tags and cell indexes to profile 15 proteins in ~ 100 single rare cells simultaneously, and use high-throughput sequencing as the readout to generate surface protein profiles of CTCs according to their cell indexes and antibody-derived protein barcodes. A 6400-well microchip and the automated puncher are used to rapidly retrieve single CTCs from enriched CTC population with minimal cell loss (~ 10%). This technological platform integrates reliable isolation and proteomic analysis of single CTCs and can be extendable to ~ 100 proteins in hundreds of rare cells with single-cell precision.


Assuntos
Anticorpos/imunologia , Código de Barras de DNA Taxonômico , Proteínas de Membrana/metabolismo , Proteínas de Neoplasias/metabolismo , Células Neoplásicas Circulantes/metabolismo , Análise de Célula Única/métodos , Antígenos de Neoplasias/imunologia , Linhagem Celular Tumoral , Ensaios de Triagem em Larga Escala , Humanos , Proteínas de Membrana/genética , Proteínas de Membrana/imunologia , Proteínas de Neoplasias/genética , Células Neoplásicas Circulantes/imunologia , Reprodutibilidade dos Testes
10.
Proteomics ; 17(3-4)2017 02.
Artigo em Inglês | MEDLINE | ID: mdl-28128880

RESUMO

New insights on cellular heterogeneity in the last decade provoke the development of a variety of single cell omics tools at a lightning pace. The resultant high-dimensional single cell data generated by these tools require new theoretical approaches and analytical algorithms for effective visualization and interpretation. In this review, we briefly survey the state-of-the-art single cell proteomic tools with a particular focus on data acquisition and quantification, followed by an elaboration of a number of statistical and computational approaches developed to date for dissecting the high-dimensional single cell data. The underlying assumptions, unique features, and limitations of the analytical methods with the designated biological questions they seek to answer will be discussed. Particular attention will be given to those information theoretical approaches that are anchored in a set of first principles of physics and can yield detailed (and often surprising) predictions.


Assuntos
Biologia Computacional/métodos , Proteômica/métodos , Análise de Célula Única/métodos , Algoritmos , Animais , Biofísica/métodos , Humanos , Processamento de Imagem Assistida por Computador , Proteômica/estatística & dados numéricos , Análise de Célula Única/estatística & dados numéricos
11.
Yi Chuan ; 39(1): 66-74, 2017 01 20.
Artigo em Inglês | MEDLINE | ID: mdl-28115307

RESUMO

Circulating tumor cells (CTCs) are free tumor cells shed from tumor site and enter into blood circulation. CTCs represent a reliable source of tumor cells for the molecular characteristics of the original tumor. However, the extraordinary rarity of CTCs makes the subsequent molecular and functional analysis technically challenging. Here, we describe a one-step microfludics-based immunomagnetic isolation method to isolate CTCs directly from the whole blood of lung adenocarcinoma patients. This method avoids harsh sample preparation and enrichment steps, and therefore preserves the viability (>90%) of CTCs during the in vitro isolation. The isolated CTCs are enriched in small volume (80 µL) and cultured ex vivo that leads to successful ex vivo expansion. The expanded CTCs can be frozen and thawed, which shows cell line property. Genetic sequencing on EGFR、KRAS、PIK3CA、TP53 and BRAF and metabolic assay (2-NBDG) are utilized to characterize the expanded CTCs. Our results demostrated that this method is suitable for ex vivo expansion of CTCs facilitates. The genomic, proteomic and metabolic analyses of CTCs have guiding significance in tumor precise treatment.


Assuntos
Técnicas de Cultura de Células/métodos , Citometria de Fluxo/métodos , Neoplasias Pulmonares/patologia , Células Neoplásicas Circulantes/patologia , Adenocarcinoma/patologia , Adenocarcinoma de Pulmão , Humanos , Proteômica/métodos
12.
Anal Chem ; 88(22): 11077-11083, 2016 11 15.
Artigo em Inglês | MEDLINE | ID: mdl-27644430

RESUMO

Circulating tumor cells (CTCs) shed from tumor sites and represent the molecular characteristics of the tumor. Besides genetic and transcriptional characterization, it is important to profile a panel of proteins with single-cell precision for resolving CTCs' phenotype, organ-of-origin, and drug targets. We describe a new technology that enables profiling multiple protein markers of extraordinarily rare tumor cells at the single-cell level. This technology integrates a microchip consisting of 15000 60 pL-sized microwells and a novel beads-on-barcode antibody microarray (BOBarray). The BOBarray allows for multiplexed protein detection by assigning two independent identifiers (bead size and fluorescent color) of the beads to each protein. Four bead sizes (1.75, 3, 4.5, and 6 µm) and three colors (blue, green, and yellow) are utilized to encode up to 12 different proteins. The miniaturized BOBarray can fit an array of 60 pL-sized microwells that isolate single cells for cell lysis and the subsequent detection of protein markers. An enclosed 60 pL-sized microchamber defines a high concentration of proteins released from lysed single cells, leading to single-cell resolution of protein detection. The protein markers assayed in this study include organ-specific markers and drug targets that help to characterize the organ-of-origin and drug targets of isolated rare tumor cells from blood samples. This new approach enables handling a very small number of cells and achieves single-cell, multiplexed protein detection without loss of rare but clinically important tumor cells.


Assuntos
Proteínas de Neoplasias/análise , Neoplasias/patologia , Células Neoplásicas Circulantes/patologia , Análise Serial de Proteínas , Análise de Célula Única , Linhagem Celular Tumoral , Humanos
13.
Analyst ; 141(12): 3621-5, 2016 Jun 07.
Artigo em Inglês | MEDLINE | ID: mdl-26887792

RESUMO

We describe a one-step microfludics-based immunomagnetic isolation method to isolate CTCs directly from the whole blood of lung adenocarcinoma patients. This method avoids harsh sample preparation and enrichment steps, and therefore preserves the viability of CTCs during the in vitro isolation. Importantly, isolated, magnetic bead-bearing CTCs are concentrated in a small volume of culture medium with a high CTC density. High cell viability and culturing density promote the ex vivo expansion of limited numbers of CTCs. Expanded CTCs are characterized at the genetic, protein and metabolic levels.


Assuntos
Técnicas de Cultura de Células , Separação Imunomagnética , Neoplasias Pulmonares/diagnóstico , Técnicas Analíticas Microfluídicas , Células Neoplásicas Circulantes , Contagem de Células , Humanos
14.
Proc Natl Acad Sci U S A ; 110(15): E1352-60, 2013 Apr 09.
Artigo em Inglês | MEDLINE | ID: mdl-23530221

RESUMO

Hypoxia is a near-universal feature of cancer, promoting glycolysis, cellular proliferation, and angiogenesis. The molecular mechanisms of hypoxic signaling have been intensively studied, but the impact of changes in oxygen partial pressure (pO2) on the state of signaling networks is less clear. In a glioblastoma multiforme (GBM) cancer cell model, we examined the response of signaling networks to targeted pathway inhibition between 21% and 1% pO2. We used a microchip technology that facilitates quantification of a panel of functional proteins from statistical numbers of single cells. We find that near 1.5% pO2, the signaling network associated with mammalian target of rapamycin (mTOR) complex 1 (mTORC1)--a critical component of hypoxic signaling and a compelling cancer drug target--is deregulated in a manner such that it will be unresponsive to mTOR kinase inhibitors near 1.5% pO2, but will respond at higher or lower pO2 values. These predictions were validated through experiments on bulk GBM cell line cultures and on neurosphere cultures of a human-origin GBM xenograft tumor. We attempt to understand this behavior through the use of a quantitative version of Le Chatelier's principle, as well as through a steady-state kinetic model of protein interactions, both of which indicate that hypoxia can influence mTORC1 signaling as a switch. The Le Chatelier approach also indicates that this switch may be thought of as a type of phase transition. Our analysis indicates that certain biologically complex cell behaviors may be understood using fundamental, thermodynamics-motivated principles.


Assuntos
Regulação Neoplásica da Expressão Gênica , Neoplasias/metabolismo , Oxigênio/metabolismo , Transdução de Sinais , Serina-Treonina Quinases TOR/metabolismo , Animais , Neoplasias Encefálicas/metabolismo , Neoplasias Encefálicas/patologia , Hipóxia Celular , Linhagem Celular Tumoral , Glioblastoma/metabolismo , Humanos , Camundongos , Método de Monte Carlo , Transplante de Neoplasias , Neoplasias/genética , Proteômica/métodos
15.
Anal Chem ; 87(19): 9761-8, 2015 Oct 06.
Artigo em Inglês | MEDLINE | ID: mdl-26378744

RESUMO

The high glucose uptake and activation of oncogenic signaling pathways in cancer cells has long made these features, together with the mutational spectrum, prime diagnostic targets of circulating tumor cells (CTCs). Further, an ability to characterize these properties at a single cell resolution is widely believed to be essential, as the known extensive heterogeneity in CTCs can obscure important correlations in data obtained from cell population-based methods. However, to date, it has not been possible to quantitatively measure metabolic, proteomic, and genetic data from a single CTC. Here we report a microchip-based approach that allows for the codetection of glucose uptake, intracellular functional proteins, and genetic mutations at the single-cell level from rare tumor cells. The microchip contains thousands of nanoliter grooves (nanowells) that isolate individual CTCs and allow for the assessment of their glucose uptake via imaging of a fluorescent glucose analog, quantification of a panel of intracellular signaling proteins using a miniaturized antibody barcode microarray, and retrieval of the individual cell nuclei for subsequent off-chip genome amplification and sequencing. This approach integrates molecular-scale information on the metabolic, proteomic, and genetic status of single cells and permits the inference of associations between genetic signatures, energy consumption, and phosphoproteins oncogenic signaling activities in CTCs isolated from blood samples of patients. Importantly, this microchip chip-based approach achieves this multidimensional molecular analysis with minimal cell loss (<20%), which is the bottleneck of the rare cell analysis.


Assuntos
Análise Mutacional de DNA/instrumentação , Glucose/metabolismo , Dispositivos Lab-On-A-Chip , Células Neoplásicas Circulantes/metabolismo , Fosfoproteínas/metabolismo , Análise de Célula Única/instrumentação , Desenho de Equipamento , Genômica/instrumentação , Glucose/análise , Humanos , Mutação , Células Neoplásicas Circulantes/patologia , Imagem Óptica/instrumentação , Fosfoproteínas/análise , Análise Serial de Proteínas/instrumentação
16.
Proc Natl Acad Sci U S A ; 109(2): 419-24, 2012 Jan 10.
Artigo em Inglês | MEDLINE | ID: mdl-22203961

RESUMO

We describe a microchip designed to quantify the levels of a dozen cytoplasmic and membrane proteins from single cells. We use the platform to assess protein-protein interactions associated with the EGF-receptor-mediated PI3K signaling pathway. Single-cell sensitivity is achieved by isolating a defined number of cells (n = 0-5) in 2 nL volume chambers, each of which is patterned with two copies of a miniature antibody array. The cells are lysed on-chip, and the levels of released proteins are assayed using the antibody arrays. We investigate three isogenic cell lines representing the cancer glioblastoma multiforme, at the basal level, under EGF stimulation, and under erlotinib inhibition plus EGF stimulation. The measured protein abundances are consistent with previous work, and single-cell analysis uniquely reveals single-cell heterogeneity, and different types and strengths of protein-protein interactions. This platform helps provide a comprehensive picture of altered signal transduction networks in tumor cells and provides insight into the effect of targeted therapies on protein signaling networks.


Assuntos
Peptídeos e Proteínas de Sinalização Intracelular/genética , Análise Serial de Proteínas/métodos , Proteômica/métodos , Transdução de Sinais/genética , Linhagem Celular Tumoral , Cloridrato de Erlotinib , Fluorescência , Humanos , Peptídeos e Proteínas de Sinalização Intracelular/metabolismo , Quinazolinas
17.
NPJ Precis Oncol ; 8(1): 30, 2024 Feb 06.
Artigo em Inglês | MEDLINE | ID: mdl-38321112

RESUMO

Accurate detection of circulating tumor cells (CTCs) in blood and non-blood body fluids enables generation of deterministic cancer diagnosis and represent a less invasive and safer liquid biopsy approach. Although genomic alternations have been widely used in circulating tumor DNA (ctDNA) analysis, studies on cell-based genomic alternations profiling for CTC detection are rare due to major technical limitations in single-cell whole genome sequencing (WGS) including low throughput, low accuracy and high cost. We report a single-cell low-pass WGS-based protocol (scMet-Seq) for sensitive and accurate CTC detection by combining a metabolic function-associated marker Hexokinase 2 (HK2) and a Tn5 transposome-based WGS method with improved cell fixation strategy. To explore the clinical use, scMet-Seq has been investigated with blood and non-blood body fluids in diagnosing metastatic diseases, including ascites-based diagnosis of malignant ascites (MA) and blood-based diagnosis of metastatic small-cell lung cancer (SCLC). ScMet-Seq shows high diagnostic sensitivity (MA: 79% in >10 cancer types; metastatic SCLC: 90%) and ~100% of diagnostic specificity and positive predictive value, superior to clinical cytology that exhibits diagnostic sensitivity of 52% in MA diagnosis and could not generate blood-based diagnosis. ScMet-Seq represents a liquid biopsy approach for deterministic cancer diagnosis in different types of cancers and body fluids.

18.
Nano Lett ; 12(12): 6101-6, 2012 Dec 12.
Artigo em Inglês | MEDLINE | ID: mdl-23130660

RESUMO

We report on a method for quantitating the distance dependence of cell-cell interactions. We employ a microchip design that permits a multiplex, quantitative protein assay from statistical numbers of cell pairs, as a function of cell separation, with a 0.15 nL volume microchamber. We interrogate interactions between pairs of model brain cancer cells by assaying for six functional proteins associated with PI3k signaling. At short incubation times, cells do not appear to influence each other, regardless of cell separation. For 6 h incubation times, the cells exert an inhibiting influence on each other at short separations and a predominately activating influence at large separation. Protein-specific cell-cell interaction functions are extracted, and by assuming pairwise additivity of those interactions, the functions are shown to correctly predict the results from three-cell experiments carried out under the identical conditions.


Assuntos
Neoplasias Encefálicas/metabolismo , Comunicação Celular , Glioblastoma/metabolismo , Dispositivos Lab-On-A-Chip , Fosfatidilinositol 3-Quinases/metabolismo , Neoplasias Encefálicas/enzimologia , Linhagem Celular Tumoral , Desenho de Equipamento , Glioblastoma/enzimologia , Humanos , Transdução de Sinais
19.
Lab Chip ; 22(24): 4774-4791, 2022 12 06.
Artigo em Inglês | MEDLINE | ID: mdl-36254761

RESUMO

Single-cell RNA sequencing (scRNA-seq) has been developed for characterizing the transcriptome of cells that are rare but of biological significance. With cell barcoding and microchip technologies, a suite of high-throughput scRNA-seq protocols enable transcriptome profiling in thousands of individual cells at single-cell resolution for classifying cell types, discovering novel cell populations, investigating cellular heterogeneity and elucidating lineage trajectories. Microchip technologies including microfluidics- and microwell-based platforms play a major role in high-throughput scRNA-seq. As the emerging technology, spatial transcriptomics integrates cellular transcriptomics with their spatial coordinates within tissues for spatially deciphering cellular composition, heterogeneity and cell-cell communications. Spatial transcriptomics has been increasingly recognized as one of the most powerful tools for discovering new biology and advancing precision medicine. Microfluidics as an enabling technology plays an increasingly important role in spatial transcriptomics. We review the technological spectrum and advances in high-throughput scRNA-seq and spatial transcriptomics, discuss their advantages and limitations, and pitch into new biology learned from these new tools.


Assuntos
Microfluídica
20.
ACS Chem Neurosci ; 13(21): 3093-3107, 2022 11 02.
Artigo em Inglês | MEDLINE | ID: mdl-36221993

RESUMO

The interaction between copper ions and amyloid peptide Aß has been reported to be involved in Alzheimer's disease (AD) pathology. Based on copper coordination biochemistry, we designed specific copper chelators [tetradentate monoquinolines (TDMQs)] in order to regulate copper homeostasis in the AD brain and inhibit the deleterious oxidative stress catalyzed by copper-Aß complexes. We previously reported that TDMQ20, a highly selective copper chelator selected as a drug candidate, was able to extract copper from the Cu-Aß1-16 complex and restore cognitive and behavioral deficits in AD mouse models. For a better understanding of the mechanism of action of TDMQ20, we decided to investigate the change of profile of proteins expressed in 5xFAD mice after an oral treatment of TDMQ20 (dose = 10 mg/kg, once every two days for 3 months, in total 45 times). Clioquinol (CQ), a non-specific chelator, has been used as a comparator. Here, we report the proteomic alterations in the cortex of 5xFAD mice using iTRAQ (isobaric tags for relative and absolute quantification) proteomics technology. The results indicated that 178 differentially expressed proteins (DEPs) have been identified in the AD mouse group with respect to wild type (WT) animals (AD/WT). After treatment by TDMQ20, 35 DEPs were found common in AD/WT and TDMQ20/AD groups in an opposite change manner (up- or down-regulated, respectively). In addition, among the 35 DEPs mentioned above, 10 common target proteins have been identified in AD/WT, TDMQ20/AD, and CQ/AD groups, among which 3 target proteins were successfully validated by western blot analysis. In particular, the expression levels of ChAT and CHRM4 are significantly increased upon TDMQ20 treatment with respect to 5xFAD mice, while CQ did not significantly change the expression of these proteins. Our study suggests the involvement of the copper chelator TDMQ20 on the cholinergic system, a feature that may explain the improved cognitive and behavioral performance in AD mice upon oral treatment of TDMQ20.


Assuntos
Doença de Alzheimer , Animais , Camundongos , Doença de Alzheimer/metabolismo , Proteômica , Cobre/química , Camundongos Transgênicos , Modelos Animais de Doenças , Quelantes/química , Transmissão Sináptica , Colinérgicos/uso terapêutico
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