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1.
Methods Mol Biol ; 2386: 171-188, 2022.
Article in English | MEDLINE | ID: mdl-34766272

ABSTRACT

An important aspect of understanding cancer biology is to connect the diverse repertoire of genotype-to-phenotype displays in individual specimens and ultimately resolve disease course outcome through informative datasets. A focus of cancer genomics has strived to provide predictive capabilities using genomic information to further inform therapeutic strategies. The advent of single-cell sequencing and analysis now provides a route to decipher high-resolution genomic diversity in individual samples and facilitate detailed understanding of clonal evolution in clinical research settings. In addition to generating high-throughput single-cell genomic SNV and CNV data, this protocol describes a new analytical ability that adds a second dimension which provides for interrogation of surface protein marker expression. The first immediate application of this technology is quite suitable to heme cancer cell studies. This multimodal approach allows for correlation of diverse genomic signatures to key phenotypic biomarkers such as immunophenotypes in leukemic diseases.


Subject(s)
Membrane Proteins/analysis , Clonal Evolution , DNA , Genome , Genomics
2.
Methods Mol Biol ; 2386: 289-307, 2022.
Article in English | MEDLINE | ID: mdl-34766277

ABSTRACT

Understanding the genomic landscape of cancer in single cells can be valuable for the characterization of molecular events that drive evolution of tumorigenesis and fostering progress in identifying druggable regimens for patient treatment scenarios. We report a new approach to measure multiple modalities simultaneously from up to 10,000 individual cells using microfluidics paired with next-generation sequencing. Our procedure determines targeted protein levels, mRNA transcript levels, and somatic gDNA sequence variations including copy number variants. This approach can resolve over 20 proteins, 100s of targeted transcripts, and DNA amplicons.


Subject(s)
Microfluidics , DNA/genetics , DNA Copy Number Variations , Genotype , High-Throughput Nucleotide Sequencing , Humans , Phenotype , RNA , Sequence Analysis, DNA , Workflow
3.
Nature ; 587(7834): 477-482, 2020 11.
Article in English | MEDLINE | ID: mdl-33116311

ABSTRACT

Myeloid malignancies, including acute myeloid leukaemia (AML), arise from the expansion of haematopoietic stem and progenitor cells that acquire somatic mutations. Bulk molecular profiling has suggested that mutations are acquired in a stepwise fashion: mutant genes with high variant allele frequencies appear early in leukaemogenesis, and mutations with lower variant allele frequencies are thought to be acquired later1-3. Although bulk sequencing can provide information about leukaemia biology and prognosis, it cannot distinguish which mutations occur in the same clone(s), accurately measure clonal complexity, or definitively elucidate the order of mutations. To delineate the clonal framework of myeloid malignancies, we performed single-cell mutational profiling on 146 samples from 123 patients. Here we show that AML is dominated by a small number of clones, which frequently harbour co-occurring mutations in epigenetic regulators. Conversely, mutations in signalling genes often occur more than once in distinct subclones, consistent with increasing clonal diversity. We mapped clonal trajectories for each sample and uncovered combinations of mutations that synergized to promote clonal expansion and dominance. Finally, we combined protein expression with mutational analysis to map somatic genotype and clonal architecture with immunophenotype. Our findings provide insights into the pathogenesis of myeloid transformation and how clonal complexity evolves with disease progression.


Subject(s)
Clone Cells/pathology , DNA Mutational Analysis , Mutation , Myeloproliferative Disorders/genetics , Myeloproliferative Disorders/pathology , Single-Cell Analysis , Cell Separation , Clone Cells/metabolism , Humans , Immunophenotyping
4.
Methods Mol Biol ; 1979: 185-195, 2019.
Article in English | MEDLINE | ID: mdl-31028639

ABSTRACT

Single-cell functional analysis provides a natural next step in the now widely adopted single-cell mRNA sequencing studies. Functional studies can be designed to study cellular context by using single-cell culture, perturbation, manipulation, or treatment. Here we present a method for a functional study of 48 single cells by single-cell isolation, dosing, and mRNA sequencing with an integrated fluidic circuit (IFC) on the Fluidigm® Polaris™ system. The major procedures required to execute this protocol are (1) cell preparation and staining; (2) priming, single-cell selection, cell dosing, cell staining, and cDNA generation on the Polaris IFC; and (3) preparation and sequencing of single-cell mRNA-seq libraries. The cell preparation and staining steps employ the use of a universal tracking dye to trace all cells that enter the IFC, while additional fluorescence dyes chosen by the user can be used to differentiate cell types in the overall mix. The steps on the Polaris IFC follow standard protocols, which are also described in the Fluidigm user documentation. The library preparation step adds Illumina® Nextera® XT indexes to the cDNA generated on the Polaris IFC. The resulting sequencing libraries can be sequenced on any Illumina sequencing platform.


Subject(s)
RNA, Messenger/genetics , Sequence Analysis, RNA/methods , Single-Cell Analysis/methods , Animals , Cell Separation/methods , DNA, Complementary/genetics , Gene Library , Humans , Lab-On-A-Chip Devices , Sequence Analysis, RNA/instrumentation , Single-Cell Analysis/instrumentation , Staining and Labeling/methods
5.
Methods Mol Biol ; 1979: 379-392, 2019.
Article in English | MEDLINE | ID: mdl-31028649

ABSTRACT

Simultaneous detection of both RNA and protein in individual single cells offers a powerful tool for genotype-to-phenotype investigations. Proximity extension assay (PEA) is a quantitative, sensitive, and multiplex protein detection system that has superb utility in single-cell omic analysis. We implemented PEA using the flexible microfluidic workflow of the Fluidigm® C1™ system followed by real-time quantitative polymerase chain reaction (RT-qPCR) on the Fluidigm Biomark™ HD system. With this workflow, targeted quantification of RNAs and proteins within individual cells is readily conducted.


Subject(s)
Gene Expression Profiling/methods , Microfluidic Analytical Techniques/methods , Proteins/analysis , RNA/analysis , Single-Cell Analysis/methods , Animals , Humans , Proteins/genetics , RNA/genetics , Real-Time Polymerase Chain Reaction/methods , Workflow
6.
Cancer Res ; 78(8): 1986-1999, 2018 04 15.
Article in English | MEDLINE | ID: mdl-29431637

ABSTRACT

Epithelial-to-mesenchymal transition (EMT) is organized in cancer cells by a set of key transcription factors, but the significance of this process is still debated, including in non-small cell lung cancer (NSCLC). Here, we report increased expression of the EMT-inducing transcription factor Snail in premalignant pulmonary lesions, relative to histologically normal pulmonary epithelium. In immortalized human pulmonary epithelial cells and isogenic derivatives, we documented Snail-dependent anchorage-independent growth in vitro and primary tumor growth and metastatic behavior in vivo Snail-mediated transformation relied upon silencing of the tumor-suppressive RNA splicing regulatory protein ESRP1. In clinical specimens of NSCLC, ESRP1 loss was documented in Snail-expressing premalignant pulmonary lesions. Mechanistic investigations showed that Snail drives malignant progression in an ALDH+CD44+CD24- pulmonary stem cell subset in which ESRP1 and stemness-repressing microRNAs are inhibited. Collectively, our results show how ESRP1 loss is a critical event in lung carcinogenesis, and they identify new candidate directions for targeted therapy of NSCLC.Significance: This study defines a Snail-ESRP1 cancer axis that is crucial for human lung carcinogenesis, with implications for new intervention strategies and translational opportunities. Cancer Res; 78(8); 1986-99. ©2018 AACR.


Subject(s)
Cell Transformation, Neoplastic/genetics , Gene Silencing , Lung/pathology , RNA-Binding Proteins/genetics , Snail Family Transcription Factors/physiology , Animals , Cell Line, Transformed , Epithelial Cells/metabolism , Epithelial Cells/pathology , Humans , Lung/metabolism , Lung Neoplasms/genetics , Lung Neoplasms/metabolism , Lung Neoplasms/pathology , Mice , Models, Animal
7.
Clin Cancer Res ; 21(11): 2440-4, 2015 Jun 01.
Article in English | MEDLINE | ID: mdl-25838393

ABSTRACT

Reprogramming of cellular energy metabolism is widely accepted to be one of the main hallmarks of cancer. The aberrant expression pattern of key regulators in the glycolysis pathway in cancer cells corroborates with the hypothesis that most cancer cells utilize aerobic glycolysis as their main ATP production method instead of mitochondrial oxidative phosphorylation. Overexpression of SLC2A1 and LDHA, both important regulators of the glycolysis pathway, was detected in the premalignant lesions and tumors of lung cancer patients, suggesting the involvement of these proteins in early carcinogenesis and tumor progression in cancer. Preclinical studies demonstrated that inhibiting SLC2A1 or LDHA led to diminished tumor growth in vitro and in vivo. SLC2A1 and LDHA inhibitors, when administered in combination with other chemotherapeutic agents, showed synergistic antitumor effects by resensitizing chemoresistant cancer cells to the chemotherapies. These results indicate that disrupting SLC2A1, LDHA, or other regulators in cancer cell energetics is a very promising approach for new targeted therapies.


Subject(s)
Glucose Transporter Type 1/biosynthesis , L-Lactate Dehydrogenase/biosynthesis , Molecular Targeted Therapy , Neoplasms/drug therapy , Antineoplastic Agents/therapeutic use , Carcinogenesis/drug effects , Energy Metabolism/drug effects , Gene Expression Regulation, Neoplastic , Glucose Transporter Type 1/antagonists & inhibitors , Glycolysis/drug effects , Humans , Isoenzymes/antagonists & inhibitors , Isoenzymes/biosynthesis , L-Lactate Dehydrogenase/antagonists & inhibitors , Metabolic Networks and Pathways/drug effects , Mitochondria/drug effects , Mitochondria/metabolism , Neoplasms/metabolism , Neoplasms/pathology , Oxidative Phosphorylation/drug effects
8.
Cancer Prev Res (Phila) ; 7(5): 487-95, 2014 May.
Article in English | MEDLINE | ID: mdl-24618292

ABSTRACT

Lung squamous cell carcinoma (SCC) is thought to arise from premalignant lesions in the airway epithelium; therefore, studying these lesions is critical for understanding lung carcinogenesis. Previous microarray and sequencing studies designed to discover early biomarkers and therapeutic targets for lung SCC had limited success identifying key driver events in lung carcinogenesis, mostly due to the cellular heterogeneity of patient samples examined and the interindividual variability associated with difficult to obtain airway premalignant lesions and appropriate normal control samples within the same patient. We performed RNA sequencing on laser-microdissected representative cell populations along the SCC pathologic continuum of patient-matched normal basal cells, premalignant lesions, and tumor cells. We discovered transcriptomic changes and identified genomic pathways altered with initiation and progression of SCC within individual patients. We used immunofluorescent staining to confirm gene expression changes in premalignant lesions and tumor cells, including increased expression of SLC2A1, CEACAM5, and PTBP3 at the protein level and increased activation of MYC via nuclear translocation. Cytoband enrichment analysis revealed coordinated loss and gain of expression in chromosome 3p and 3q regions, respectively, during carcinogenesis. This is the first gene expression profiling study of airway premalignant lesions with patient-matched SCC tumor samples. Our results provide much needed information about the biology of premalignant lesions and the molecular changes that occur during stepwise carcinogenesis of SCC, and it highlights a novel approach for identifying some of the earliest molecular changes associated with initiation and progression of lung carcinogenesis within individual patients.


Subject(s)
Carcinogenesis/genetics , Carcinoma, Squamous Cell/genetics , Lung Neoplasms/genetics , Precancerous Conditions/genetics , Carcinoma, Squamous Cell/pathology , Chromosome Aberrations , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Genes, Neoplasm , Genetic Association Studies , Humans , Lung Neoplasms/pathology , Microarray Analysis , Neoplasm Staging , Precancerous Conditions/pathology , Sequence Alignment
9.
Stem Cells Dev ; 23(6): 664-75, 2014 Mar 15.
Article in English | MEDLINE | ID: mdl-24171691

ABSTRACT

Both basal and submucosal gland (SMG) duct stem cells of the airway epithelium are capable of sphere formation in the in vitro sphere assay, although the efficiency at which this occurs is very low. We sought to improve this efficiency of sphere formation by identifying subpopulations of airway basal stem cells (ABSC) and SMG duct cells based on their aldehyde dehydrogenase (ALDH) activity. ALDH(hi) ABSCs and SMG duct cells were highly enriched for the population of cells that could make spheres, while the co-culture of ALDH(hi) differentiated cells with the ALDH(hi) ABSCs increased their sphere-forming efficiency. Specific ALDH agonists and antagonists were used to show that airway specific ALDH isozymes are important for ABSC proliferation. Pathway analysis of gene expression profiling of ALDH(hi) and ALDH(lo) ABSCs revealed a significant upregulation of the arachidonic acid (AA) metabolism pathway in ALDH(hi) ABSCs. We confirmed the importance of this pathway in the metabolism of proliferating ALDH(hi) ABSCs using bioenergetics studies as well as agonists and antagonists of the AA pathway. These studies could lead to the development of novel strategies for altering ABSC proliferation in the airway epithelium.


Subject(s)
Aldehyde Dehydrogenase/metabolism , Cell Differentiation/physiology , Cell Proliferation , Stem Cells/enzymology , Animals , Cells, Cultured , Coculture Techniques , Mice, Inbred C57BL , Stem Cells/cytology
10.
Stem Cells Transl Med ; 1(10): 719-24, 2012 Oct.
Article in English | MEDLINE | ID: mdl-23197663

ABSTRACT

Basal cells and submucosal gland (SMG) duct cells have been isolated and shown to be stem/progenitor cell populations for the murine airway epithelium. However, methods for the isolation of basal and SMG duct cells from human airways have not been defined. We used an optimized two-step enzyme digestion protocol to strip the surface epithelium from tracheal specimens separate from SMG cells, and we then sorted the basal and duct stem/progenitors using fluorescence-activated cell sorting. We used nerve growth factor receptor, as well as a combination of CD166 and CD44, to sort basal cells and also used CD166 to isolate SMG duct cells. Sorted stem/progenitor cells were cultured to characterize their self-renewal and differentiation ability. Both basal and SMG duct cells grew into spheres. Immunostaining of the spheres showed mostly dense spheres with little to no central lumen. The spheres expressed cytokeratins 5 and 14, with some mucus- and serous-secreting cells. The sphere-forming efficiency and the rate of growth of the spheres varied widely between patient samples and correlated with the degree of hyperplasia of the epithelium. We found that only aldehyde dehydrogenase (ALDH)(hi) basal and duct cells were capable of sphere formation. Global inhibition of ALDH, as well as specific inhibition of the ALDH2 isoform, inhibited self-renewal of both basal and duct cells, thereby producing fewer and smaller spheres. In conclusion, we have developed methods to isolate basal and SMG duct cells from the surface epithelium and SMGs of human tracheas and have developed an in vitro model to characterize their self-renewal and differentiation.


Subject(s)
Dissection/methods , Exocrine Glands/chemistry , Respiratory Mucosa/chemistry , Stem Cells/cytology , Trachea/chemistry , Aldehyde Dehydrogenase/antagonists & inhibitors , Aldehyde Dehydrogenase/chemistry , Aldehyde Dehydrogenase, Mitochondrial , Antigens, CD/chemistry , Biomarkers/chemistry , Cell Adhesion Molecules, Neuronal/chemistry , Cell Differentiation , Cell Proliferation , Cell Separation , Cell Shape , Cells, Cultured , Exocrine Glands/pathology , Fetal Proteins/chemistry , Flow Cytometry/methods , Humans , Hyaluronan Receptors/chemistry , Hyperplasia/pathology , Immunohistochemistry , Isoflavones/pharmacology , Keratin-14/chemistry , Keratin-5/chemistry , Respiratory Mucosa/drug effects , Respiratory Mucosa/pathology , Stem Cells/chemistry , Stem Cells/drug effects , Trachea/pathology
11.
Am J Transl Res ; 4(2): 219-28, 2012.
Article in English | MEDLINE | ID: mdl-22611474

ABSTRACT

Epigenetic changes have been implicated in the pathogenesis of asthma. We sought to determine if IL13, a key cytokine in airway inflammation and remodeling, induced epigenetic DNA methylation and miRNAs expression changes in the airways in conjunction with its transcriptional gene regulation. Inducible expression of an IL13 transgene in the airways resulted in significant changes in DNA methylation in 177 genes, most of which were associated with the IL13 transcriptional signature in the airways. A large number of genes whose expression was induced by IL13 were found to have decreased methylation, including those involved in tissue remodeling (Olr1), leukocyte influx (Cxcl3, Cxcl5, CSFr2b), and the Th2 response (C3ar1, Chi3l4). Reciprocally, some genes whose expression was suppressed were found to have increased methylation (e.g. Itga8). In addition, miRNAs were identified with targets for lung development and Wnt signaling, amongst others. These results indicate that IL13 confers an epigenetic methylation and miRNA signature that accompanies its transcriptional program in the airways, which may play a critical role in airway inflammation and remodeling.

12.
Stem Cells ; 29(8): 1283-93, 2011 Aug.
Article in English | MEDLINE | ID: mdl-21710468

ABSTRACT

The airway epithelium is in direct contact with the environment and therefore constantly at risk for injury. Basal cells (BCs) have been found to repair the surface epithelium (SE), but the contribution of other stem cell populations to airway epithelial repair has not been identified. We demonstrated that airway submucosal gland (SMG) duct cells, in addition to BCs, survived severe hypoxic-ischemic injury. We developed a method to isolate duct cells from the airway. In vitro and in vivo models were used to compare the self-renewal and differentiation potential of duct cells and BCs. We found that only duct cells were capable of regenerating SMG tubules and ducts, as well as the SE overlying the SMGs. SMG duct cells are therefore a multipotent stem cell for airway epithelial repair This is of importance to the field of lung regeneration as determining the repairing cell populations could lead to the identification of novel therapeutic targets and cell-based therapies for patients with airway diseases.


Subject(s)
Multipotent Stem Cells/pathology , Regeneration , Respiratory Mucosa/pathology , Trachea/pathology , Animals , Cell Differentiation , Cell Lineage , Cell Separation , Cell Tracking , Cells, Cultured , Epithelium/pathology , Gene Expression Profiling , Hypoxia/pathology , Ischemia/pathology , Keratin-14/metabolism , Mice , Mice, Inbred C57BL , Multipotent Stem Cells/metabolism , Multipotent Stem Cells/transplantation , Oligonucleotide Array Sequence Analysis , Trachea/blood supply , Trachea/physiopathology
13.
Cancer Res ; 70(16): 6639-48, 2010 Aug 15.
Article in English | MEDLINE | ID: mdl-20710044

ABSTRACT

Smoking is the most important known risk factor for the development of lung cancer. Tobacco exposure results in chronic inflammation, tissue injury, and repair. A recent hypothesis argues for a stem/progenitor cell involved in airway epithelial repair that may be a tumor-initiating cell in lung cancer and which may be associated with recurrence and metastasis. We used immunostaining, quantitative real-time PCR, Western blots, and lung cancer tissue microarrays to identify subpopulations of airway epithelial stem/progenitor cells under steady-state conditions, normal repair, aberrant repair with premalignant lesions and lung cancer, and their correlation with injury and prognosis. We identified a population of keratin 14 (K14)-expressing progenitor epithelial cells that was involved in repair after injury. Dysregulated repair resulted in the persistence of K14+ cells in the airway epithelium in potentially premalignant lesions. The presence of K14+ progenitor airway epithelial cells in NSCLC predicted a poor prognosis, and this predictive value was strongest in smokers, in which it also correlated with metastasis. This suggests that reparative K14+ progenitor cells may be tumor-initiating cells in this subgroup of smokers with NSCLC.


Subject(s)
Carcinoma, Non-Small-Cell Lung/pathology , Lung Neoplasms/pathology , Neoplastic Stem Cells/pathology , Smoking/pathology , Animals , Carcinoma, Non-Small-Cell Lung/metabolism , Epithelial Cells/metabolism , Epithelial Cells/pathology , Humans , Keratin-14/biosynthesis , Keratin-15 , Keratin-5/biosynthesis , Lung Neoplasms/metabolism , Mice , Mice, Inbred C57BL , Neoplasm Metastasis , Neoplastic Stem Cells/metabolism , Precancerous Conditions/metabolism , Precancerous Conditions/pathology , Prognosis , Respiratory Mucosa/pathology , Smoking/metabolism
14.
Biochemistry ; 45(11): 3620-5, 2006 Mar 21.
Article in English | MEDLINE | ID: mdl-16533044

ABSTRACT

This work describes the development of a new methodology for the detection of specific double-stranded DNA sequences. We previously showed that two inactive fragments of green fluorescent protein, each coupled to engineered zinc finger DNA-binding proteins, were able to reassemble an active reporter complex in the presence of a predefined DNA sequence. This system, designated sequence-enabled reassembly (SEER), was demonstrated in vitro to produce a DNA-concentration-dependent signal. Here we endow the SEER system with catalytic capability using the reporter enzyme TEM-1 beta-lacatamase. This system could distinguish target DNA from nontarget DNA in less than 5 min, representing a more than 1000-fold improvement over our previous SEER design. A single base-pair substitution in the DNA binding sequence reduced the signal to nearly background levels. Substitution of a different custom zinc finger DNA-binding domain produced a signal only on the new cognate target. Signal intensity was not affected by genomic DNA when present in equal mass to the target DNA. These results present SEER as a rapid and sensitive method for the detection of double-stranded DNA sequences.


Subject(s)
DNA/analysis , beta-Lactamases/metabolism , Base Pair Mismatch , Base Sequence , Cephalosporins/metabolism , Cephalosporins/pharmacology , DNA/metabolism , DNA Probes/chemistry , DNA Probes/metabolism , DNA-Binding Proteins/chemistry , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Enzyme Activation , Eukaryotic Cells/enzymology , Eukaryotic Cells/metabolism , Feasibility Studies , Hydrolysis , Indicators and Reagents/metabolism , Indicators and Reagents/pharmacology , Molecular Sequence Data , Mutation , Prokaryotic Cells/enzymology , Prokaryotic Cells/metabolism , Protein Structure, Tertiary , Structure-Activity Relationship , Zinc Fingers , beta-Lactamases/chemistry , beta-Lactamases/genetics
15.
Mol Biosyst ; 2(11): 551-60, 2006 Nov.
Article in English | MEDLINE | ID: mdl-17216036

ABSTRACT

Methodologies to detect DNA sequences with high sensitivity and specificity have tremendous potential as molecular diagnostic agents. Most current methods exploit the ability of single-stranded DNA (ssDNA) to base pair with high specificity to a complementary molecule. However, recent advances in robust techniques for recognition of DNA in the major and minor groove have made possible the direct detection of double-stranded DNA (dsDNA), without the need for denaturation, renaturation, or hybridization. This review will describe the progress in adapting polyamides, triplex DNA, and engineered zinc finger DNA-binding proteins as dsDNA diagnostic systems. In particular, the sequence-enabled reassembly (SEER) method, involving the use of custom zinc finger proteins, offers the potential for direct detection of dsDNA in cells, with implications for cell-based diagnostics and therapeutics.


Subject(s)
DNA/chemistry , Nylons/chemistry , Protein Engineering/methods , Zinc Fingers , Amino Acid Sequence , Animals , Base Pairing , Cross-Linking Reagents , DNA-Binding Proteins/chemistry , DNA-Binding Proteins/genetics , Dinucleoside Phosphates , Humans , Molecular Sequence Data , Protein Structure, Tertiary , Structure-Activity Relationship
16.
J Am Chem Soc ; 127(31): 10782-3, 2005 Aug 10.
Article in English | MEDLINE | ID: mdl-16076155

ABSTRACT

We describe a general methodology for the direct detection of DNA by the design of a split-protein system that reassembles to form an active complex only in the presence of a targeted DNA sequence. This approach, called SEquence Enabled Reassembly (SEER) of proteins, combines the ability to rationally dissect proteins to construct oligomerization-dependent protein reassembly systems and the availability of DNA binding Cys2-His2 zinc-finger motifs for the recognition of specific DNA sequences. We demonstrate the feasibility of the SEER approach utilizing the split green fluorescent protein appended to appropriate zinc fingers, such that chromophore formation is only catalyzed in the presence of DNA sequences that incorporate binding sites for both zinc fingers.


Subject(s)
DNA, Bacterial/genetics , Green Fluorescent Proteins/metabolism
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