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2.
Dev Cell ; 58(2): 94-109.e6, 2023 01 23.
Article in English | MEDLINE | ID: mdl-36693323

ABSTRACT

The development of the mouse salivary gland involves a tip-driven process of branching morphogenesis that takes place in concert with differentiation into acinar, myoepithelial, and ductal (basal and luminal) sub-lineages. By combining clonal lineage tracing with a three-dimensional (3D) reconstruction of the branched epithelial network and single-cell RNA-seq analysis, we show that in tips, a heterogeneous population of renewing progenitors transition from a Krt14+ multipotent state to unipotent states via two transcriptionally distinct bipotent states, one restricted to the Krt14+ basal and myoepithelial lineage and the other to the Krt8+ acinar and luminal lineage. Using genetic perturbations, we show how the differential expression of Notch signaling correlates with spatial segregation, exits from multipotency, and promotes the Krt8+ lineage, whereas Kras activation promotes proacinar fate. These findings provide a mechanistic basis for how positional cues within growing tips regulate the process of lineage segregation and ductal patterning.


Subject(s)
Signal Transduction , Stem Cells , Mice , Animals , Cell Lineage , Cell Differentiation/physiology , Epithelial Cells/metabolism , Salivary Glands
3.
Nat Cell Biol ; 23(5): 511-525, 2021 05.
Article in English | MEDLINE | ID: mdl-33972733

ABSTRACT

Epithelial cells rapidly adapt their behaviour in response to increasing tissue demands. However, the processes that finely control these cell decisions remain largely unknown. The postnatal period covering the transition between early tissue expansion and the establishment of adult homeostasis provides a convenient model with which to explore this question. Here, we demonstrate that the onset of homeostasis in the epithelium of the mouse oesophagus is guided by the progressive build-up of mechanical strain at the organ level. Single-cell RNA sequencing and whole-organ stretching experiments revealed that the mechanical stress experienced by the growing oesophagus triggers the emergence of a bright Krüppel-like factor 4 (KLF4) committed basal population, which balances cell proliferation and marks the transition towards homeostasis in a yes-associated protein (YAP)-dependent manner. Our results point to a simple mechanism whereby mechanical changes experienced at the whole-tissue level are integrated with those sensed at the cellular level to control epithelial cell fate.


Subject(s)
Cell Differentiation/physiology , Cell Proliferation/physiology , Epithelial Cells/metabolism , Homeostasis/physiology , Animals , Epithelium/metabolism , Esophageal Mucosa/metabolism , Humans , Kruppel-Like Factor 4 , Mice , Stem Cells/metabolism
4.
Nat Genet ; 52(6): 604-614, 2020 06.
Article in English | MEDLINE | ID: mdl-32424351

ABSTRACT

During aging, progenitor cells acquire mutations, which may generate clones that colonize the surrounding tissue. By middle age, normal human tissues, including the esophageal epithelium (EE), become a patchwork of mutant clones. Despite their relevance for understanding aging and cancer, the processes that underpin mutational selection in normal tissues remain poorly understood. Here, we investigated this issue in the esophageal epithelium of mutagen-treated mice. Deep sequencing identified numerous mutant clones with multiple genes under positive selection, including Notch1, Notch2 and Trp53, which are also selected in human esophageal epithelium. Transgenic lineage tracing revealed strong clonal competition that evolved over time. Clone dynamics were consistent with a simple model in which the proliferative advantage conferred by positively selected mutations depends on the nature of the neighboring cells. When clones with similar competitive fitness collide, mutant cell fate reverts towards homeostasis, a constraint that explains how selection operates in normal-appearing epithelium.


Subject(s)
Esophagus/cytology , Mutation , ADAM10 Protein/genetics , Amyloid Precursor Protein Secretases/genetics , Animals , Cell Lineage , Diethylnitrosamine/toxicity , Epithelium/drug effects , Epithelium/pathology , Epithelium/physiology , Esophagus/physiology , Female , High-Throughput Nucleotide Sequencing , Male , Membrane Proteins/genetics , Mice, Inbred C57BL , Mice, Transgenic , Receptor, Notch1/genetics , Receptor, Notch2/genetics , Reproducibility of Results , Tumor Suppressor Protein p53/genetics
5.
J Biomed Opt ; 24(12): 1-13, 2019 12.
Article in English | MEDLINE | ID: mdl-31840442

ABSTRACT

Phase and polarization of coherent light are highly perturbed by interaction with microstructural changes in premalignant tissue, holding promise for label-free detection of early tumors in endoscopically accessible tissues such as the gastrointestinal tract. Flexible optical multicore fiber (MCF) bundles used in conventional diagnostic endoscopy and endomicroscopy scramble phase and polarization, restricting clinicians instead to low-contrast amplitude-only imaging. We apply a transmission matrix characterization approach to produce full-field en-face images of amplitude, quantitative phase, and resolved polarimetric properties through an MCF. We first demonstrate imaging and quantification of biologically relevant amounts of optical scattering and birefringence in tissue-mimicking phantoms. We present an entropy metric that enables imaging of phase heterogeneity, indicative of disordered tissue microstructure associated with early tumors. Finally, we demonstrate that the spatial distribution of phase and polarization information enables label-free visualization of early tumors in esophageal mouse tissues, which are not identifiable using conventional amplitude-only information.


Subject(s)
Esophageal Neoplasms/diagnostic imaging , Esophagus/diagnostic imaging , Optical Fibers , Optical Imaging/methods , Algorithms , Animals , Female , Image Interpretation, Computer-Assisted , Male , Mice , Mice, Inbred C57BL , Optical Imaging/instrumentation , Phantoms, Imaging
6.
IEEE Trans Med Imaging ; 38(4): 955-967, 2019 04.
Article in English | MEDLINE | ID: mdl-30334753

ABSTRACT

We introduce a framework for the reconstruction of the amplitude, phase, and polarization of an optical vector-field using measurements acquired by an imaging device characterized by an integral transform with an unknown spatially variant kernel. By incorporating effective regularization terms, this new approach is able to recover an optical vector-field with respect to an arbitrary representation system, which may be different from the one used for device calibration. In particular, it enables the recovery of an optical vector-field with respect to a Fourier basis, which is shown to yield indicative features of increased scattering associated with tissue abnormalities. We demonstrate the effectiveness of our approach using synthetic holographic images and biological tissue samples in an experimental setting, where the measurements of an optical vector-field are acquired by a multicore fiber endoscope, and observe that indeed the recovered Fourier coefficients are useful in distinguishing healthy tissues from tumors in early stages of oesophageal cancer.


Subject(s)
Endoscopy/methods , Image Interpretation, Computer-Assisted/methods , Algorithms , Animals , Esophageal Neoplasms/diagnostic imaging , Esophagus/diagnostic imaging , Fourier Analysis , Holography/methods , Humans , Mice , Microscopy/methods
7.
Adv Exp Med Biol ; 1041: 187-206, 2017.
Article in English | MEDLINE | ID: mdl-29204834

ABSTRACT

Oesophageal cancer remains one of the least explored malignancies. However, in recent years its increasing incidence and poor prognosis have stimulated interest from the cancer community to understand the pathways to the initiation and progression of the disease.Critical understanding of the molecular processes controlling changes in stem cell fate and the cross-talk with their adjacent stromal neighbours will provide essential knowledge on the mechanisms that go awry in oesophageal carcinogenesis. Advances in lineage tracing techniques have represented a powerful tool to start understanding changes in oesophageal cell behaviour in response to mutations and mutagens that favour tumour development.Environmental cues constitute an important factor in the aetiology of oesophageal cancer. The oesophageal epithelium is a tissue exposed to harsh conditions that not only damage the DNA of epithelial cells but also result in an active stromal reaction, promoting tumour progression. Ultimately, cancer represents a complex interplay between malignant cells and their microenvironment. Indeed, increasing evidence suggests that the accumulation of somatic mutations is not the sole cause of cancer. Instead, non-cell autonomous components, coming from the stroma, can significantly contribute from the earliest stages of tumour formation.The realisation that stromal cells play an important role in cancer has transformed this cellular compartment into an attractive and emerging field of research. It is becoming increasingly clear that the tumour microenvironment provides unique opportunities to identify early diagnostic and prognostic markers, as well as potential therapeutic strategies that may synergise with those targeting tumour cells.This chapter compiles recent observations on oesophageal epithelial stem cell biology, and how environmental and micro-environmental changes may lead to oesophageal disease and cancer.


Subject(s)
Cell Transformation, Neoplastic/pathology , Epithelial Cells/pathology , Esophageal Neoplasms/pathology , Esophagus/pathology , Neoplastic Stem Cells/pathology , Animals , Cell Differentiation , Disease Progression , Humans , Tumor Microenvironment
8.
Cell Cycle ; 14(1): 9-17, 2015.
Article in English | MEDLINE | ID: mdl-25551772

ABSTRACT

Cell competition where 'loser' cells are eliminated by neighbors with higher fitness is a widespread phenomenon in development. However, a growing body of evidence argues cells with somatic mutations compete with their wild type counterparts in the earliest stages of cancer development. Recent studies have begun to shed light on the molecular and cellular mechanisms that alter the competitiveness of cells carrying somatic mutations in adult tissues. Cells with a 'winner' phenotype create clones which may expand into extensive fields of mutant cells within normal appearing epithelium, favoring the accumulation of further genetic alterations and the evolution of cancer. Here we focus on how mutations which disrupt the Notch signaling pathway confer a 'super competitor' status on cells in squamous epithelia and consider the broader implications for cancer evolution.


Subject(s)
Receptors, Notch/metabolism , Animals , Cell Differentiation , DNA-Binding Proteins/metabolism , Epithelial Cells/cytology , Epithelial Cells/metabolism , Esophagus/cytology , Esophagus/metabolism , Mice , Mutation , Nuclear Proteins/genetics , Nuclear Proteins/metabolism , Receptors, Notch/genetics , Signal Transduction , Transcription Factors/genetics , Transcription Factors/metabolism , Tumor Suppressor Protein p53/genetics , Tumor Suppressor Protein p53/metabolism
9.
Nat Cell Biol ; 16(6): 615-22, 2014 Jun.
Article in English | MEDLINE | ID: mdl-24814514

ABSTRACT

Multiple cancers may arise from within a clonal region of preneoplastic epithelium, a phenomenon termed 'field change'. However, it is not known how field change develops. Here we investigate this question using lineage tracing to track the behaviour of scattered single oesophageal epithelial progenitor cells expressing a mutation that inhibits the Notch signalling pathway. Notch is frequently subject to inactivating mutation in squamous cancers. Quantitative analysis reveals that cell divisions that produce two differentiated daughters are absent from mutant progenitors. As a result, mutant clones are no longer lost by differentiation and become functionally immortal. Furthermore, mutant cells promote the differentiation of neighbouring wild-type cells, which are then lost from the tissue. These effects lead to clonal expansion, with mutant cells eventually replacing the entire epithelium. Notch inhibition in progenitors carrying p53 stabilizing mutations creates large confluent regions of doubly mutant epithelium. Field change is thus a consequence of imbalanced differentiation in individual progenitor cells.


Subject(s)
Cell Differentiation , Cell Lineage , Cell Transformation, Neoplastic/pathology , Esophageal Neoplasms/pathology , Esophagus/pathology , Stem Cells/pathology , Animals , Cell Proliferation , Cell Transformation, Neoplastic/genetics , Cell Transformation, Neoplastic/metabolism , Clone Cells , Esophageal Neoplasms/genetics , Esophageal Neoplasms/metabolism , Esophagus/metabolism , Gene Expression Regulation, Neoplastic , Mice , Mice, Transgenic , Mutation , Nuclear Proteins/genetics , Nuclear Proteins/metabolism , Receptors, Notch/genetics , Receptors, Notch/metabolism , Stem Cells/metabolism , Time Factors , Transcription Factors/genetics , Transcription Factors/metabolism
10.
Cold Spring Harb Perspect Med ; 4(1): a015206, 2014 Jan 01.
Article in English | MEDLINE | ID: mdl-24384814

ABSTRACT

Lineage tracing involves labeling cells to track their subsequent behavior within the normal tissue environment. The advent of genetic lineage tracing and cell proliferation assays, together with high resolution three-dimensional (3D) imaging and quantitative methods to infer cell behavior from lineage-tracing data, has transformed our understanding of murine epidermal stem and progenitor cells. Here, we review recent insights that reveal how a progenitor cell population maintains interfollicular epidermis, whereas stem cells, quiescent under homeostatic conditions, are mobilized in response to wounding. We discuss progress in understanding how the various stem cell populations of the hair follicle sustain this complex and highly dynamic structure, and recent analysis of stem cells in sweat and sebaceous glands. The extent to which insights from mouse studies can be applied to human epidermis is also considered.


Subject(s)
Cell Lineage , Epidermal Cells , Stem Cells/physiology , Animals , Epidermis/physiology , Hair Follicle/cytology , Hair Follicle/physiology , Homeostasis , Humans , Mice , Sebaceous Glands/cytology , Sebaceous Glands/physiology , Sweat Glands/cytology , Sweat Glands/physiology , Wound Healing
11.
Genome Biol ; 14(4): R37, 2013 Apr 29.
Article in English | MEDLINE | ID: mdl-23628362

ABSTRACT

BACKGROUND: Tumor classification based on their predicted responses to kinase inhibitors is a major goal for advancing targeted personalized therapies. Here, we used a phosphoproteomic approach to investigate biological heterogeneity across hematological cancer cell lines including acute myeloid leukemia, lymphoma, and multiple myeloma. RESULTS: Mass spectrometry was used to quantify 2,000 phosphorylation sites across three acute myeloid leukemia, three lymphoma, and three multiple myeloma cell lines in six biological replicates. The intensities of the phosphorylation sites grouped these cancer cell lines according to their tumor type. In addition, a phosphoproteomic analysis of seven acute myeloid leukemia cell lines revealed a battery of phosphorylation sites whose combined intensities correlated with the growth-inhibitory responses to three kinase inhibitors with remarkable correlation coefficients and fold changes (> 100 between the most resistant and sensitive cells). Modeling based on regression analysis indicated that a subset of phosphorylation sites could be used to predict response to the tested drugs. Quantitative analysis of phosphorylation motifs indicated that resistant and sensitive cells differed in their patterns of kinase activities, but, interestingly, phosphorylations correlating with responses were not on members of the pathway being targeted; instead, these mainly were on parallel kinase pathways. CONCLUSION: This study reveals that the information on kinase activation encoded in phosphoproteomics data correlates remarkably well with the phenotypic responses of cancer cells to compounds that target kinase signaling and could be useful for the identification of novel markers of resistance or sensitivity to drugs that target the signaling network.


Subject(s)
Leukemia, Myeloid, Acute/metabolism , Lymphoma/metabolism , Multiple Myeloma/metabolism , Protein Kinase Inhibitors/pharmacology , Protein Processing, Post-Translational , Proteome/metabolism , Cell Line, Tumor , Drug Resistance, Neoplasm , Humans , Phosphorylation , Proteome/chemistry , Proteome/drug effects
12.
Nat Rev Cancer ; 13(3): 161-71, 2013 Mar.
Article in English | MEDLINE | ID: mdl-23388619

ABSTRACT

For tumours to develop, mutations must disrupt tissue homeostasis in favour of deregulated proliferation. Genetic lineage tracing has uncovered the behaviour of proliferating cells that underpins the maintenance of epithelial tissues and the barriers that are broken in neoplastic transformation. In this Review, we focus on new insights revealed by quantifying the behaviour of normal, preneoplastic and tumour cells in epithelia in transgenic mice and consider their potential importance in humans.


Subject(s)
Cell Lineage , Cell Tracking/methods , Cell Transformation, Neoplastic , Neoplasms, Glandular and Epithelial , Animals , Genes, Reporter , Humans , Mice , Mice, Transgenic , Precancerous Conditions , Stem Cells/cytology
13.
Science ; 337(6098): 1091-3, 2012 Aug 31.
Article in English | MEDLINE | ID: mdl-22821983

ABSTRACT

Diseases of the esophageal epithelium (EE), such as reflux esophagitis and cancer, are rising in incidence. Despite this, the cellular behaviors underlying EE homeostasis and repair remain controversial. Here, we show that in mice, EE is maintained by a single population of cells that divide stochastically to generate proliferating and differentiating daughters with equal probability. In response to challenge with all-trans retinoic acid (atRA), the balance of daughter cell fate is unaltered, but the rate of cell division increases. However, after wounding, cells reversibly switch to producing an excess of proliferating daughters until the wound has closed. Such fate-switching enables a single progenitor population to both maintain and repair tissue without the need for a "reserve" slow-cycling stem cell pool.


Subject(s)
Epithelial Cells/physiology , Epithelium/physiology , Esophagus/cytology , Esophagus/physiology , Regeneration , Stem Cells/physiology , Animals , Biomarkers/analysis , Cell Differentiation/drug effects , Cell Division/drug effects , Cell Proliferation/drug effects , Cells, Cultured , Doxycycline/pharmacology , Epithelium/drug effects , Epithelium/metabolism , Green Fluorescent Proteins/biosynthesis , Histones/biosynthesis , Mice , Mice, Inbred C57BL , Recombinant Fusion Proteins/biosynthesis , Stem Cells/metabolism
14.
Mol Cell Proteomics ; 11(8): 453-66, 2012 Aug.
Article in English | MEDLINE | ID: mdl-22547687

ABSTRACT

Protein kinase signaling is fundamental to cell homeostasis and is deregulated in all cancers but varies between patients. Understanding the mechanisms underlying this heterogeneity is critical for personalized targeted therapies. Here, we used a recently established LC-MS/MS platform to profile protein phosphorylation in acute myeloid leukemia cell lines with different sensitivities to kinase inhibitors. The compounds used in this study were originally developed to target Janus kinase, phosphatidylinositol 3-kinase, and MEK. After further validation of the technique, we identified several phosphorylation sites that were inhibited by these compounds but whose intensities did not always correlate with growth inhibition sensitivity. In contrast, several hundred phosphorylation sites that correlated with sensitivity/resistance were not in general inhibited by the compounds. These results indicate that markers of pathway activity may not always be reliable indicators of sensitivity of cancer cells to inhibitors that target such pathways, because the activity of parallel kinases can contribute to resistance. By mining our data we identified protein kinase C isoforms as one of such parallel pathways being more active in resistant cells. Consistent with the view that several parallel kinase pathways were contributing to resistance, inhibitors that target protein kinase C, MEK, and Janus kinase potentiated each other in arresting the proliferation of multidrug-resistant cells. Untargeted/unbiased approaches, such as the one described here, to quantify the activity of the intended target kinase pathway in concert with the activities of parallel kinase pathways will be invaluable to personalize therapies based on kinase inhibitors.


Subject(s)
Biomarkers, Tumor/analysis , Phosphoproteins/analysis , Protein Kinases/metabolism , Proteomics/methods , Acute Disease , Animals , Blotting, Western , Cell Line, Tumor , Cell Proliferation/drug effects , Chromatography, Liquid , Drug Resistance, Neoplasm/drug effects , Humans , Janus Kinases/antagonists & inhibitors , Janus Kinases/metabolism , Leukemia, Myeloid/drug therapy , Leukemia, Myeloid/metabolism , Leukemia, Myeloid/pathology , Mice , Mitogen-Activated Protein Kinase Kinases/antagonists & inhibitors , Mitogen-Activated Protein Kinase Kinases/metabolism , NIH 3T3 Cells , Phosphopeptides/analysis , Phosphopeptides/classification , Phosphopeptides/metabolism , Phosphoproteins/classification , Phosphoproteins/metabolism , Phosphorylation/drug effects , Protein Kinase C/antagonists & inhibitors , Protein Kinase C/metabolism , Protein Kinase Inhibitors/pharmacology , Signal Transduction/drug effects , Tandem Mass Spectrometry
15.
J Pathol ; 224(1): 22-32, 2011 May.
Article in English | MEDLINE | ID: mdl-21381032

ABSTRACT

Mouse models of cancer represent powerful tools for analysing the role of genetic alterations in carcinogenesis. Using a mouse model that allows tamoxifen-inducible somatic activation (by Cre-mediated recombination) of oncogenic K-ras(G12D) in a wide range of tissues, we observed hyperplasia of squamous epithelium located in moist or frequently abraded mucosa, with the most dramatic effects in the oral mucosa. This epithelium showed a sequence of squamous hyperplasia followed by squamous papilloma with dysplasia, in which some areas progressed to early invasive squamous cell carcinoma, within 14 days of widespread oncogenic K-ras activation. The marked proliferative response of the oral mucosa to K-ras(G12D) was most evident in the basal layers of the squamous epithelium of the outer lip with hair follicles and wet mucosal surface, with these cells staining positively for pAKT and cyclin D1, showing Ras/AKT pathway activation and increased proliferation with Ki-67 and EdU positivity. The stromal cells also showed gene activation by recombination and immunopositivity for pERK indicating K-Ras/ERK pathway activation, but without Ki-67 positivity or increase in stromal proliferation. The oral neoplasms showed changes in the expression pattern of cytokeratins (CK6 and CK13), similar to those observed in human oral tumours. Sporadic activation of the K-ras(G12D) allele (due to background spontaneous recombination in occasional cells) resulted in the development of benign oral squamous papillomas only showing a mild degree of dysplasia with no invasion. In summary, we show that oral mucosa is acutely sensitive to oncogenic K-ras, as widespread expression of activated K-ras in the murine oral mucosal squamous epithelium and underlying stroma can drive the oral squamous papilloma-carcinoma sequence.


Subject(s)
Genes, ras , Mouth Mucosa/pathology , Mouth Neoplasms/genetics , Animals , Cell Differentiation , Cell Proliferation , Cell Transformation, Neoplastic/drug effects , Cell Transformation, Neoplastic/genetics , Dose-Response Relationship, Drug , Hair Follicle/pathology , Hyperplasia/chemically induced , Hyperplasia/genetics , Mice , Mouth Mucosa/drug effects , Mouth Neoplasms/chemically induced , Mouth Neoplasms/pathology , Papilloma/chemically induced , Papilloma/genetics , Papilloma/pathology , Polymorphism, Restriction Fragment Length , Proto-Oncogene Proteins c-akt/physiology , Reverse Transcriptase Polymerase Chain Reaction/methods , Sebaceous Glands/pathology , Signal Transduction/physiology , Tamoxifen/administration & dosage , Transcriptional Activation/drug effects
16.
Methods Mol Biol ; 658: 111-26, 2010.
Article in English | MEDLINE | ID: mdl-20839100

ABSTRACT

Protein phosphorylation controls fundamental biological functions that are often deregulated in disease. Therefore, system-level understanding of complex pathophysiological processes requires methods that can be used to profile and quantify protein phosphorylation as comprehensively as possible. Here we present a detailed protocol to enrich phosphopeptides from total cell lysates in a form amenable to downstream analysis by mass spectrometry. Using these techniques, we have detected several thousands of phosphorylation sites in the NIH-3T3 cell line.


Subject(s)
Chromatography, Ion Exchange/methods , Mass Spectrometry/methods , Proteins/metabolism , Analytic Sample Preparation Methods , Animals , Chromatography, Affinity , Chromatography, High Pressure Liquid , Metals/chemistry , Mice , NIH 3T3 Cells , Peptide Fragments/analysis , Phosphoproteins/chemistry , Phosphorylation , Proteins/analysis , Proteins/isolation & purification , Proteomics , Solid Phase Extraction , Titanium/chemistry
17.
Methods Mol Biol ; 658: 325-37, 2010.
Article in English | MEDLINE | ID: mdl-20839114

ABSTRACT

Measuring the enzymatic activity of protein kinases in cell and tissue extracts represents a difficult task owing to the complex regulation and dynamics of such enzymes. Here we describe a sensitive and specific approach for the quantitative analysis of PI3K-dependent protein kinase activity based on the mass spectrometry measurement of reaction products. The principle of this method can be applied to develop other kinase assays and thus should contribute to the understanding of processes controlled by protein kinases. Because of the enhanced sensitivity of this technique, it may be applied to the multiplex measurement of pathway activities when sample amounts are limiting.


Subject(s)
Chromatography, Liquid/methods , Enzyme Assays/methods , Mass Spectrometry/methods , Protein Kinases/metabolism , Analytic Sample Preparation Methods , Cell Line, Tumor , Chromatography, Ion Exchange , Humans , Peptides/metabolism , Phosphatidylinositol 3-Kinases/metabolism , Protein Kinases/isolation & purification , Signal Transduction , Substrate Specificity
18.
J Proteome Res ; 8(8): 3808-15, 2009 Aug.
Article in English | MEDLINE | ID: mdl-19537829

ABSTRACT

Large-scale phosphoproteomics studies are of great interest due to their potential for the dissection of signaling pathways controlled by protein kinases. Recent advances in mass spectrometry (MS)-based phosphoproteomic techniques offer new opportunities to profile protein kinase activities in a comprehensive manner. However, this increasingly used approach still poses many analytical challenges. On one hand, high stringency criteria for phosphopeptide identification based on MS/MS data are needed in order to avoid false positives; however, on the other hand, these stringent criteria also result in the introduction of many false negatives. In the current report, we employ different mass spectrometric techniques for large-scale phosphoproteomics in order to reduce the presence of false negatives and enhance data confidence. A LTQ-Orbitrap LC-MS/MS platform identified approximately 3 times more phosphopeptides than Q-TOF LC-MS/MS instrumentation (4308 versus 1485 identifications, respectively). In both cases, collision induced dissociation (CID) was used to fragment peptides. Interestingly, the two platforms produced complementary data as many of the low scoring phosphopeptide ions identified by LTQ-Orbitrap MS/MS gave rise to high score identifications by Q-TOF MS/MS analysis, and vice versa. In fact, approximately 450 phosphopeptides identified by the Q-TOF instrument were not identified by the LTQ-Orbitrap. Further data comparison revealed the extent of the problem: in one experiment, the estimated number of false negatives (1066) was close to the number of identified phosphopeptides (1485). This work demonstrates that by using standard procedures for phosphopeptide identification the number of false negatives can be even greater than the number of false positives. We propose using historical phosphoproteomic data and spectral matching algorithms in order to efficiently minimize false negative rates.


Subject(s)
Chromatography, Liquid/methods , Phosphoproteins/analysis , Proteomics/methods , Tandem Mass Spectrometry/methods , Animals , Data Interpretation, Statistical , Databases, Protein , Mice , NIH 3T3 Cells , Reproducibility of Results
19.
Mol Cell Proteomics ; 8(7): 1658-73, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19357086

ABSTRACT

The advent of quantitative proteomics opens new opportunities in biomedical and clinical research. Although quantitative proteomics methods based on stable isotope labeling are in general preferred for biomolecular research, biomarker discovery is a case example of a biomedical problem that may be better addressed by using label-free MS techniques. As a proof of concept of this paradigm, we report the use of label-free quantitative LC-MS to profile the urinary peptidome of kidney chronic allograft dysfunction (CAD). The aim was to identify predictive biomarkers that could be used to personalize immunosuppressive therapies for kidney transplant patients. We detected (by LC-M/MS) and quantified (by LC-MS) 6000 polypeptide ions in undigested urine specimens across 39 CAD patients and 32 control individuals. Although unsupervised hierarchical clustering differentiated between the groups when including all the identified peptides, specific peptides derived from uromodulin and kininogen were found to be significantly more abundant in control than in CAD patients and correctly identified the two groups. These peptides are therefore potential biomarkers that might be used for the diagnosis of CAD. In addition, ions at m/z 645.59 and m/z 642.61 were able to differentiate between patients with different forms of CAD with specificities and sensitivities of 90% in a training set and, significantly, of approximately 70% in an independent validation set of samples. Interestingly low expression of uromodulin at m/z 638.03 coupled with high expression of m/z 642.61 diagnosed CAD in virtually all cases. Multiple reaction monitoring experiments further validated the results, illustrating the power of our label-free quantitative LC-MS approach for obtaining quantitative profiles of urinary polypeptides in a rapid, comprehensive, and precise fashion and for biomarker discovery.


Subject(s)
Biomarkers/urine , Kidney Transplantation , Peptides , Primary Graft Dysfunction/diagnosis , Primary Graft Dysfunction/urine , Proteomics/methods , Transplantation, Homologous , Adult , Aged , Amino Acid Sequence , Chromatography, Liquid/methods , Cluster Analysis , Female , Humans , Kidney/chemistry , Kidney/metabolism , Male , Middle Aged , Molecular Sequence Data , Peptides/chemistry , Peptides/urine , Phenotype , Primary Graft Dysfunction/therapy , Reproducibility of Results , Tandem Mass Spectrometry/methods
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