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1.
Org Lett ; 25(1): 27-30, 2023 01 13.
Article in English | MEDLINE | ID: mdl-36594869

ABSTRACT

The first diastereoselective synthesis of trisubstituted cubanes was achieved using a chiral auxiliary. To establish chirality within the cubane skeleton, at least three substituents must be introduced at the appropriate positions. Ready conversion of cubane carboxylic acid to a chiral amide followed by sequential ortho-selective deprotonations and electrophilic trapping afforded the corresponding 1,2,3-trisubstituted cubanes with high diastereoselectivity. This route opens new possibilities for the preparation of enantio-enriched cubanes.


Subject(s)
Amides , Carboxylic Acids , Molecular Structure , Stereoisomerism , Skeleton
2.
Oncogene ; 42(5): 364-373, 2023 01.
Article in English | MEDLINE | ID: mdl-36522487

ABSTRACT

Non-coding RNAs have an integral regulatory role in numerous functions related to lung cancer development. Here, we report identification of a novel lncRNA, termed TP53-inhibiting lncRNA (TILR), which was found to function as a constitutive negative regulator of p53 expression, including activation of downstream genes such as p21 and MDM2, and induction of apoptosis. A proteomic search for TILR-associated proteins revealed an association with PCBP2, while the mid-portion of TILR was found to be required for both PCBP2 and p53 mRNA binding. In addition, depletion of PCBP2 resulted in phenocopied effects of TILR silencing. TILR was also shown to suppress p53 expression in a post-transcriptional manner, as well as via a positive feedback loop involving p53 and Fanconi anemia pathway genes. Taken together, the present findings clearly demonstrate that TILR constitutively inhibits p53 expression in cooperation with PCBP2, thus maintaining p53 transcriptional activity at a level sufficiently low for avoidance of spurious apoptosis induction.


Subject(s)
Lung Neoplasms , RNA, Long Noncoding , Humans , Apoptosis/genetics , Cell Proliferation/genetics , Lung Neoplasms/genetics , Proteomics , Proto-Oncogene Proteins c-mdm2/metabolism , RNA, Long Noncoding/genetics , RNA, Long Noncoding/metabolism , RNA-Binding Proteins/genetics , Tumor Suppressor Protein p53/genetics , Tumor Suppressor Protein p53/metabolism
3.
Cancer Sci ; 112(3): 1225-1234, 2021 Mar.
Article in English | MEDLINE | ID: mdl-33370472

ABSTRACT

We have previously identified receptor tyrosine kinase-like orphan receptor 1 (ROR1) as a direct transcriptional target of TTF-1/NKX2-1, a lineage-survival oncogene in lung adenocarcinoma. ROR1 sustains prosurvival signaling from multiple receptor tyrosine kinases including epidermal growth factor receptor, MET, and insulin-like growth factor 1 receptor in part by maintaining the caveolae structure as a scaffold protein of cavin-1 and caveolin-1. In this study, a high throughput screening of the natural product library containing 2560 compounds was undertaken using a cell-based FluoPPI assay detecting ROR1-cavin-1 interaction. As a result, geldanamycin (GA), a known inhibitor of heat shock protein 90 (HSP90), was identified as a potential inhibitor of ROR1. Geldanamycin, as well as two GA derivatives tested in the clinic, 17-allylamino-17-demethoxygeldanamycin (17-AAG) and 17-dimethylaminoethylamino-17-demethoxygeldanamycin (17-DMAG), decreased ROR1 protein expression. We found that ROR1 physically interacted with HSP90α, but not with other HSP90 paralogs, HSP90ß or GRP94. Geldanamycin in turn destabilized and degraded ROR1 protein in a dose- and time-dependent manner through the ubiquitin/proteasome pathway, resulting in a significant suppression of cell proliferation in lung adenocarcinoma cell lines, for which the kinase domain of ROR1, but not its kinase activity or N-glycosylation, was required. Our findings indicate that HSP90 is required to sustain expression of ROR1 crucial for lung adenosarcoma survival, suggesting that inhibition of HSP90 could be a promising therapeutic strategy in ROR1-positive lung adenocarcinoma.


Subject(s)
Adenocarcinoma of Lung/drug therapy , Antibiotics, Antineoplastic/pharmacology , HSP90 Heat-Shock Proteins/antagonists & inhibitors , Lung Neoplasms/drug therapy , Receptor Tyrosine Kinase-like Orphan Receptors/metabolism , Adenocarcinoma of Lung/pathology , Antibiotics, Antineoplastic/therapeutic use , Benzoquinones/pharmacology , Benzoquinones/therapeutic use , Cell Line, Tumor , Cell Proliferation/drug effects , Drug Screening Assays, Antitumor , Gene Knockdown Techniques , HSP90 Heat-Shock Proteins/genetics , HSP90 Heat-Shock Proteins/metabolism , High-Throughput Screening Assays , Humans , Lactams, Macrocyclic/pharmacology , Lactams, Macrocyclic/therapeutic use , Lung Neoplasms/pathology , Proteasome Endopeptidase Complex/metabolism , Proteolysis/drug effects , RNA-Binding Proteins/metabolism
4.
EMBO J ; 38(17): e98441, 2019 09 02.
Article in English | MEDLINE | ID: mdl-31361039

ABSTRACT

Long non-coding RNAs (lncRNAs) function in a wide range of processes by diverse mechanisms, though their roles in regulation of oncogenes and/or tumor suppressors remain rather elusive. We performed a global search for lncRNAs affecting MYC activity using a systems biology-based approach with a K supercomputer and the GIMLET algorism based on local distance correlations. Consequently, MYMLR was identified and experimentally shown to maintain MYC transcriptional activity and cell cycle progression despite the low levels of expression. A proteomic search for MYMLR-binding proteins identified PCBP2, while it was also found that MYMLR places a 557-kb upstream enhancer region in the proximity of the MYC promoter in cooperation with PCBP2. These findings implicate a crucial role for MYMLR in regulation of the archetypical oncogene MYC and warrant future studies regarding the involvement of low copy number lncRNAs in regulation of other crucial oncogenes and tumor suppressor genes.


Subject(s)
Lung Neoplasms/genetics , Proto-Oncogene Proteins c-myc/genetics , Proto-Oncogene Proteins c-myc/metabolism , RNA, Long Noncoding/genetics , RNA-Binding Proteins/genetics , A549 Cells , Animals , Cell Cycle , Cell Line, Tumor , Cell Proliferation , Down-Regulation , Enhancer Elements, Genetic , Gene Expression Regulation, Neoplastic , Humans , Lung Neoplasms/metabolism , Mice , Neoplasm Transplantation , Proteomics , RNA-Binding Proteins/metabolism , Systems Biology
5.
Org Lett ; 19(13): 3335-3337, 2017 07 07.
Article in English | MEDLINE | ID: mdl-28604001

ABSTRACT

Three-component coupling between an alkyne, iodoarene, and bis(iodozincio)methane yields allylic zinc with a tetrasubstituted alkene moiety in the presence of a nickel catalyst. The reaction proceeds via aryl nickelation of the alkyne and subsequent cross-coupling with bis(iodozincio)methane. Meanwhile, the same combination in the presence of a palladium and cobalt catalyst gives tetrasubstituted alkenylzinc. The reaction proceeds via a palladium-catalyzed cross-coupling of iodoarene with bis(iodozincio)methane followed by a cobalt-catalyzed benzylzincation of alkyne.

6.
Cancer Sci ; 108(7): 1394-1404, 2017 Jul.
Article in English | MEDLINE | ID: mdl-28474808

ABSTRACT

Thyroid transcription factor-1 (TTF-1), also known as NKX2-1, plays a role as a lineage-survival oncogene in lung adenocarcinoma that possesses double-edged sword characteristics. Although evidence from previous studies has steadily accumulated regarding the roles of TTF-1 in transcriptional regulation of protein-coding genes, little is known about its regulatory relationship with microRNAs. Here, we utilized an integrative approach designed to extract maximal information from expression profiles of both patient tumors in vivo and TTF-1-inducible cell lines in vitro, which identified microRNA (miR)-532-5p as a novel transcriptional target of TTF-1. We found that miR-532-5p is directly regulated by TTF-1 through its binding to a genomic region located 8 kb upstream of miR-532-5p, which appears to impose transcriptional regulation independent of that of CLCN5, a protein-coding gene harboring miR-532-5p in its intron 3. Furthermore, our results identified KRAS and MKL2 as novel direct targets of miR-532-5p. Introduction of miR-532-5p mimics markedly induced apoptosis in KRAS-mutant as well as KRAS wild-type lung adenocarcinoma cell lines. Interestingly, miR-532-5p showed effects on MEK-ERK pathway signaling, specifically in cell lines sensitive to siKRAS treatment, whereas those miR-532-5p-mediated effects were clearly rendered as phenocopies by repressing expression or inhibiting the function of MKL2 regardless of KRAS mutation status. In summary, our findings show that miR-532-5p is a novel transcriptional target of TTF-1 that plays a tumor suppressive role by targeting KRAS and MKL2 in lung adenocarcinoma.


Subject(s)
Adenocarcinoma/pathology , Gene Expression Regulation, Neoplastic/physiology , Lung Neoplasms/pathology , MicroRNAs/metabolism , Nuclear Proteins/metabolism , Proto-Oncogene Proteins p21(ras)/metabolism , Transcription Factors/metabolism , Adenocarcinoma/genetics , Adenocarcinoma/metabolism , Adenocarcinoma of Lung , Apoptosis/physiology , Blotting, Western , Cell Line, Tumor , Chromatin Immunoprecipitation , Flow Cytometry , Gene Expression Profiling , Humans , Lung Neoplasms/genetics , Lung Neoplasms/metabolism , MicroRNAs/genetics , Nuclear Proteins/genetics , Oligonucleotide Array Sequence Analysis , Proto-Oncogene Proteins p21(ras)/genetics , Real-Time Polymerase Chain Reaction , Thyroid Nuclear Factor 1 , Transcription Factors/genetics , Transcriptome
7.
Nat Commun ; 7: 10060, 2016 Jan 04.
Article in English | MEDLINE | ID: mdl-26725982

ABSTRACT

The receptor tyrosine kinase-like orphan receptor 1 (ROR1) sustains prosurvival signalling directly downstream of the lineage-survival oncogene NKX2-1/TTF-1 in lung adenocarcinoma. Here we report an unanticipated function of this receptor tyrosine kinase (RTK) as a scaffold of cavin-1 and caveolin-1 (CAV1), two essential structural components of caveolae. This kinase-independent function of ROR1 facilitates the interactions of cavin-1 and CAV1 at the plasma membrane, thereby preventing the lysosomal degradation of CAV1. Caveolae structures and prosurvival signalling towards AKT through multiple RTKs are consequently sustained. These findings provide mechanistic insight into how ROR1 inhibition can overcome EGFR-tyrosine kinase inhibitor (TKI) resistance due to bypass signalling via diverse RTKs such as MET and IGF-IR, which is currently a major clinical obstacle. Considering its onco-embryonic expression, inhibition of the scaffold function of ROR1 in patients with lung adenocarcinoma is an attractive approach for improved treatment of this devastating cancer.


Subject(s)
Caveolin 1/metabolism , RNA-Binding Proteins/metabolism , Receptor Tyrosine Kinase-like Orphan Receptors/metabolism , Adenocarcinoma/therapy , Antineoplastic Agents/pharmacology , Caveolin 1/genetics , Cell Line, Tumor , ErbB Receptors/genetics , ErbB Receptors/metabolism , Humans , Lung Neoplasms/therapy , Phosphorylation , Protein Array Analysis , Protein-Tyrosine Kinases/antagonists & inhibitors , RNA-Binding Proteins/genetics , Receptor Tyrosine Kinase-like Orphan Receptors/genetics , Signal Transduction
8.
Cancer Sci ; 107(2): 155-61, 2016 Feb.
Article in English | MEDLINE | ID: mdl-26661061

ABSTRACT

We previously identified receptor tyrosine kinase-like orphan receptor 1 (ROR1) as a transcriptional target of the NKX2-1/TTF-1 lineage-survival oncogene in lung adenocarcinoma. ROR1 consequently sustains a favorable balance between pro-survival phosphatidylinositol 3-kinase-protein kinase B and pro-apoptotic apoptosis signal-regulating kinase 1 (ASK1)-p38MAPK signaling. In contrast to recent advances in understanding how ROR1 sustains pro-survival signaling, the mechanism of ROR1 repression of pro-apoptotic signaling remains rather elusive. In the present study, we investigated the underlying mechanism of ROR1-mediated inhibition of the ASK1-p38MAPK signaling pathway. Growth inhibition mediated by siROR1 was partially but significantly alleviated by ASK1 co-knockdown in lung adenocarcinoma cell lines. Also, ASK1 phosphorylation at Thr845, which reflects its activated state, was clearly inhibited by ROR1 overexpression in both steady state and oxidative stress-elicited conditions in MSTO-211H cells. In addition, we found that ROR1 was physically associated with ASK1 at the C-terminal serine threonine-rich domain of ROR1. Furthermore, ROR1 kinase activity was shown to be required to repress the ASK1-p38 axis and oxidative stress-induced cell death. The present findings thus support our notion that ROR1 sustains lung adenocarcinoma survival, at least in part, through direct physical interaction with ASK1 and consequential repression of the pro-apoptotic ASK1-p38 axis in a ROR1 kinase activity-dependent manner.


Subject(s)
Adenocarcinoma/metabolism , Gene Expression Regulation, Neoplastic/physiology , Lung Neoplasms/metabolism , MAP Kinase Kinase Kinase 5/metabolism , Receptor Tyrosine Kinase-like Orphan Receptors/metabolism , Apoptosis/physiology , Blotting, Western , Cell Line, Tumor , DNA-Binding Proteins/metabolism , Flow Cytometry , Humans , Immunoprecipitation , Nuclear Proteins/metabolism , Oncogenes , RNA, Small Interfering , Signal Transduction/physiology , Thyroid Nuclear Factor 1 , Transcription Factors/metabolism , Transfection
9.
Carcinogenesis ; 36(12): 1464-73, 2015 Dec.
Article in English | MEDLINE | ID: mdl-26483346

ABSTRACT

Accumulating evidence indicates that altered miRNA expression is crucially involved in lung cancer development, though scant information is available regarding how MYC, an archetypical oncogene, is regulated by miRNAs, especially via a mechanism involving MYC cofactors. In this study, we attempted to identify miRNAs involved in regulation of MYC transcriptional activity in lung cancer. To this end, we utilized an integrative approach with combinatorial usage of miRNA and mRNA expression profile datasets of patient tumor tissues, as well as those of MYC-inducible cell lines in vitro. In addition to miRNAs previously reported to be directly regulated by MYC, including let-7 and miR-17-92, our strategy also helped to identify miR-342-3p as capable of indirectly regulating MYC activity via direct repression of E2F1, a MYC-cooperating molecule. Furthermore, miR-342-3p module activity, which we defined as a gene set reflecting the experimentally substantiated influence of miR-342-3p on mRNA expression, was found to be inversely correlated with MYC activity reflected by MYC module activity in three independent datasets of lung adenocarcinoma patients obtained from the Director's Challenge Consortium of the United States (P = 1.94 × 10(-73)), the National Cancer Center of Japan (P = 9.05 × 10(-34)) and the present study (P = 1.17 × 10(-19)). Our integrative approach appears to be useful to elucidate inter-regulatory relationships between miRNAs and protein coding genes of interest, even those present in patient tumor tissues, which remains a challenge to better understand the pathogenesis of this devastating disease.


Subject(s)
Adenocarcinoma/metabolism , E2F1 Transcription Factor/genetics , Lung Neoplasms/metabolism , MicroRNAs/physiology , Proto-Oncogene Proteins c-myc/physiology , RNA Interference , 3' Untranslated Regions , Adenocarcinoma/genetics , Adult , Aged , Aged, 80 and over , Base Sequence , Binding Sites , Cell Line, Tumor , E2F1 Transcription Factor/metabolism , Female , Gene Expression Regulation, Neoplastic , Humans , Lung Neoplasms/genetics , Male , Middle Aged , Transcription, Genetic , Transcriptional Activation
10.
Carcinogenesis ; 35(10): 2224-31, 2014 Oct.
Article in English | MEDLINE | ID: mdl-24903339

ABSTRACT

Accumulation of genetic and epigenetic changes alters regulation of a web of interconnected genes including microRNAs (miRNAs), which confer hallmark capabilities and characteristic cancer features. In this study, the miRNA and messenger RNA expression profiles of 126 non-small cell lung cancer specimens were analyzed, with special attention given to the diversity of lung adenocarcinomas. Of those, 76 adenocarcinomas were classified into two major subtypes, developing lung-like and adult lung-like, based on their distinctive miRNA expression profiles resembling those of either developing or adult lungs, respectively. A systems biology-based approach using a Bayesian network and non-parametric regression was employed to estimate the gene regulatory circuitry functioning in patient tumors in order to identify subnetworks enriched for genes with differential expression between the two major subtypes. miR-30d and miR-195, identified as hub genes in such subnetworks, had lower levels of expression in the developing lung-like subtype, whereas introduction of miR-30d or miR-195 into the lung cancer cell lines evoked shifts of messenger RNA expression profiles toward the adult lung-like subtype. Conversely, the influence of miR-30d and miR-195 was significantly different between the developing lung-like and adult lung-like subtypes in our analysis of the patient data set. In addition, RRM2, a child gene of the miR-30d-centered subnetwork, was found to be a direct target of miR-30d. Together, our findings reveal the existence of two miRNA expression profile-defined lung adenocarcinoma subtypes with distinctive clinicopathologic features and also suggest the usefulness of a systems biology-based approach to gain insight into the altered regulatory circuitry involved in cancer development.


Subject(s)
Carcinoma, Non-Small-Cell Lung/genetics , Gene Regulatory Networks , Lung Neoplasms/genetics , Lung/growth & development , MicroRNAs/genetics , Adenocarcinoma/genetics , Adenocarcinoma/pathology , Adenocarcinoma of Lung , Bayes Theorem , Carcinoma, Non-Small-Cell Lung/pathology , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Humans , Lung Neoplasms/pathology
11.
Cancer Cell ; 21(3): 348-61, 2012 Mar 20.
Article in English | MEDLINE | ID: mdl-22439932

ABSTRACT

We and others previously identified NKX2-1, also known as TITF1 and TTF-1, as a lineage-survival oncogene in lung adenocarcinomas. Here we show that NKX2-1 induces the expression of the receptor tyrosine kinase-like orphan receptor 1 (ROR1), which in turn sustains a favorable balance between prosurvival PI3K-AKT and pro-apoptotic p38 signaling, in part through ROR1 kinase-dependent c-Src activation, as well as kinase activity-independent sustainment of the EGFR-ERBB3 association, ERBB3 phosphorylation, and consequential PI3K activation. Notably, ROR1 knockdown effectively inhibited lung adenocarcinoma cell lines, irrespective of their EGFR status, including those with resistance to the EGFR tyrosine kinase inhibitor gefitinib. Our findings thus identify ROR1 as an "Achilles' heel" in lung adenocarcinoma, warranting future development of therapeutic strategies for this devastating cancer.


Subject(s)
Adenocarcinoma/genetics , ErbB Receptors/metabolism , Lung Neoplasms/genetics , Nuclear Proteins/physiology , Receptor Tyrosine Kinase-like Orphan Receptors/physiology , Signal Transduction , Transcription Factors/physiology , Adenocarcinoma/metabolism , Adenocarcinoma of Lung , Gene Expression Regulation, Neoplastic , Humans , Lung Neoplasms/metabolism , Molecular Sequence Data , Nuclear Proteins/genetics , Nuclear Proteins/metabolism , Proto-Oncogene Proteins pp60(c-src)/metabolism , Receptor Tyrosine Kinase-like Orphan Receptors/genetics , Receptor Tyrosine Kinase-like Orphan Receptors/metabolism , Thyroid Nuclear Factor 1 , Transcription Factors/genetics , Transcription Factors/metabolism
12.
EMBO J ; 31(2): 481-93, 2012 Jan 18.
Article in English | MEDLINE | ID: mdl-22085929

ABSTRACT

Cell migration driven by actomyosin filament assembly is a critical step in tumour invasion and metastasis. Herein, we report identification of myosin binding protein H (MYBPH) as a transcriptional target of TTF-1 (also known as NKX2-1 and TITF1), a master regulator of lung development that also plays a role as a lineage-survival oncogene in lung adenocarcinoma development. MYBPH inhibited assembly competence-conferring phosphorylation of the myosin regulatory light chain (RLC) as well as activating phosphorylation of LIM domain kinase (LIMK), unexpectedly through its direct physical interaction with Rho kinase 1 (ROCK1) rather than with RLC. Consequently, MYBPH inhibited ROCK1 and negatively regulated actomyosin organization, which in turn reduced single cell motility and increased collective cell migration, resulting in decreased cancer invasion and metastasis. Finally, we also show that MYBPH is epigenetically inactivated by promoter DNA methylation in a fraction of TTF-1-positive lung adenocarcinomas, which appears to be in accordance with its deleterious functions in lung adenocarcinoma invasion and metastasis, as well as with the paradoxical association of TTF-1 expression with favourable prognosis in lung adenocarcinoma patients.


Subject(s)
Cytoskeletal Proteins/physiology , DNA-Binding Proteins/physiology , Gene Expression Regulation, Neoplastic , Neoplasm Metastasis/physiopathology , Transcriptional Activation , rho-Associated Kinases/antagonists & inhibitors , Actomyosin/metabolism , Adenocarcinoma/pathology , Animals , Cell Line , Cell Line, Tumor , Cell Movement/physiology , Cell Shape , CpG Islands/genetics , DNA Methylation , DNA-Binding Proteins/antagonists & inhibitors , Dogs , Humans , Kidney , Lung Neoplasms/pathology , Myosin Light Chains/metabolism , Neoplasm Invasiveness , Phosphorylation , Promoter Regions, Genetic/genetics , Protein Processing, Post-Translational , Transcription Factors , rho-Associated Kinases/physiology
13.
Cancer Res ; 71(19): 6165-73, 2011 Oct 01.
Article in English | MEDLINE | ID: mdl-21856745

ABSTRACT

Lung cancers with neuroendocrine (NE) features are often very aggressive but the underlying molecular mechanisms remain elusive. The transcription factor ASH1/ASCL1 is a master regulator of pulmonary NE cell development that is involved in the pathogenesis of lung cancers with NE features (NE-lung cancers). Here we report the definition of the microRNA miR-375 as a key downstream effector of ASH1 function in NE-lung cancer cells. miR-375 was markedly induced by ASH1 in lung cancer cells where it was sufficient to induce NE differentiation. miR-375 upregulation was a prerequisite for ASH1-mediated induction of NE features. The transcriptional coactivator YAP1 was determined to be a direct target of miR-375. YAP1 showed a negative correlation with miR-375 in a panel of lung cancer cell lines and growth inhibitory activities in NE-lung cancer cells. Our results elucidate an ASH1 effector axis in NE-lung cancers that is functionally pivotal in controlling NE features and the alleviation from YAP1-mediated growth inhibition.


Subject(s)
Adaptor Proteins, Signal Transducing/genetics , Adenocarcinoma , Basic Helix-Loop-Helix Transcription Factors/genetics , Carcinoma, Small Cell , Lung Neoplasms , MicroRNAs/genetics , Phosphoproteins/genetics , Adaptor Proteins, Signal Transducing/metabolism , Adenocarcinoma/genetics , Adenocarcinoma/pathology , Adenocarcinoma of Lung , Basic Helix-Loop-Helix Transcription Factors/metabolism , Carcinoma, Small Cell/genetics , Carcinoma, Small Cell/pathology , Cell Differentiation , Cell Line, Tumor , Cell Proliferation , Gene Expression Regulation, Neoplastic , Humans , Lung Neoplasms/genetics , Lung Neoplasms/pathology , MicroRNAs/metabolism , Phosphoproteins/metabolism , Transcription Factors , YAP-Signaling Proteins
14.
PLoS One ; 6(6): e20804, 2011.
Article in English | MEDLINE | ID: mdl-21687740

ABSTRACT

Patient-specific analysis of molecular networks is a promising strategy for making individual risk predictions and treatment decisions in cancer therapy. Although systems biology allows the gene network of a cell to be reconstructed from clinical gene expression data, traditional methods, such as bayesian networks, only provide an averaged network for all samples. Therefore, these methods cannot reveal patient-specific differences in molecular networks during cancer progression. In this study, we developed a novel statistical method called NetworkProfiler, which infers patient-specific gene regulatory networks for a specific clinical characteristic, such as cancer progression, from gene expression data of cancer patients. We applied NetworkProfiler to microarray gene expression data from 762 cancer cell lines and extracted the system changes that were related to the epithelial-mesenchymal transition (EMT). Out of 1732 possible regulators of E-cadherin, a cell adhesion molecule that modulates the EMT, NetworkProfiler, identified 25 candidate regulators, of which about half have been experimentally verified in the literature. In addition, we used NetworkProfiler to predict EMT-dependent master regulators that enhanced cell adhesion, migration, invasion, and metastasis. In order to further evaluate the performance of NetworkProfiler, we selected Krueppel-like factor 5 (KLF5) from a list of the remaining candidate regulators of E-cadherin and conducted in vitro validation experiments. As a result, we found that knockdown of KLF5 by siRNA significantly decreased E-cadherin expression and induced morphological changes characteristic of EMT. In addition, in vitro experiments of a novel candidate EMT-related microRNA, miR-100, confirmed the involvement of miR-100 in several EMT-related aspects, which was consistent with the predictions obtained by NetworkProfiler.


Subject(s)
Computational Biology/methods , Epithelial-Mesenchymal Transition/genetics , Gene Expression Profiling , Gene Regulatory Networks , Animals , Cadherins/metabolism , Cell Line, Tumor , Computer Graphics , Humans , Reproducibility of Results
15.
Cancer Res ; 70(23): 9949-58, 2010 Dec 01.
Article in English | MEDLINE | ID: mdl-21118962

ABSTRACT

Various stresses of the tumor microenvironment produced by insufficient nutrients, pH, and oxygen can contribute to the generation of altered metabolic and proliferative states that promote the survival of metastatic cells. Among many cellular stress-response pathways activated under such conditions are the hypoxia-inducible factor (HIF) pathway and the unfolded protein response (UPR), which is elicited as a response to endoplasmic reticulum (ER) stress. In this study, we report the identification of a novel cancer invasion and metastasis-related gene (hereafter referred to as CIM, also called ERLEC1), which influences both of these stress-response pathways to promote metastasis. CIM was identified by comparing the gene expression profile of a highly metastatic human lung cancer cell line with its weakly metastatic parental clone. We showed that CIM is critical for metastatic properties in this system. Proteomic approaches combined with bioinformatic analyses revealed that CIM has multifaceted roles in controlling the response to hypoxia and ER stress. Specifically, CIM sequestered OS-9 from the HIF-1α complex and PHD2, permitting HIF-1α accumulation by preventing its degradation. Ectopic expression of CIM in lung cancer cells increased their tolerance to hypoxia. CIM also modulated UPR through interaction with the key ER stress protein BiP, influencing cell proliferation under ER stress conditions. Our findings shed light on how tolerance to multiple cellular stresses at a metastatic site can be evoked by an integrated mechanism involving CIM, which can function to coordinate those responses in a manner that promotes metastatic cell survival.


Subject(s)
Gene Expression Regulation, Neoplastic , Lectins/genetics , Lung Neoplasms/genetics , Signal Transduction/genetics , Stress, Physiological/genetics , Animals , Blotting, Northern , Blotting, Western , Cell Hypoxia , Cell Line, Tumor , Endoplasmic Reticulum/metabolism , Female , Gene Expression Profiling , HEK293 Cells , Humans , Hypoxia-Inducible Factor 1, alpha Subunit/genetics , Hypoxia-Inducible Factor 1, alpha Subunit/metabolism , Lectins/metabolism , Lectins/physiology , Lung Neoplasms/metabolism , Lung Neoplasms/pathology , Mice , Mice, SCID , Neoplasm Metastasis/genetics , Neoplasm Proteins/genetics , Neoplasm Proteins/metabolism , Neoplasms, Experimental/genetics , Neoplasms, Experimental/metabolism , Neoplasms, Experimental/pathology , Oligonucleotide Array Sequence Analysis , Proteomics , RNA Interference , Signal Transduction/physiology , Stress, Physiological/physiology , Transplantation, Heterologous , Unfolded Protein Response
16.
J Clin Oncol ; 27(17): 2793-9, 2009 Jun 10.
Article in English | MEDLINE | ID: mdl-19414676

ABSTRACT

PURPOSE: In order to aid the development of patient-tailored therapeutics, we attempted to identify a relapse-related signature that allows selection of a group of adenocarcinoma patients with a high probability of relapse. PATIENTS AND METHODS: Whole-genome expression profiles were analyzed in 117 lung adenocarcinoma samples using microarrays consisting of 41,000 probes. A weighted voting classifier for identifying patients with a relapse-related signature was constructed with an approach that allowed no information leakage during each training step, using 10-fold cross-validation and 100 random partitioning procedures. RESULTS: We identified a relapse-related molecular signature represented by 82 probes (RRS-82) through genome-wide expression profiling analysis of a training set of 60 patients. The robustness of RRS-82 in the selection of patients with a high probability of relapse was then validated with a completely blinded test set of 27 adenocarcinoma patients, showing a clear association of high risk RRS-82 with very poor patient prognosis regardless of disease stage. The discriminatory power of RRS-82 was further validated using an additional independent cohort of 30 stage I patients who underwent surgery at a distinct period of time as well as with the Duke data set on a different platform. Furthermore, completely separate training and validation procedures using another data set recently reported by the Director's Challenge Consortium also successfully confirmed the predictive power of the genes comprising RRS-82. CONCLUSION: RRS-82 may be useful for identifying adenocarcinoma patients at very high risk for relapse, even those with cancer in the early stage.


Subject(s)
Adenocarcinoma/genetics , Biomarkers/analysis , Carcinoma, Non-Small-Cell Lung/genetics , Gene Expression Profiling , Lung Neoplasms/diagnosis , Recurrence , Biomarkers/metabolism , Cohort Studies , Gene Expression Profiling/methods , Genome, Human/genetics , Humans , Lung Neoplasms/pathology , Neoplasm Staging , Oligonucleotide Array Sequence Analysis , Predictive Value of Tests , Prognosis , Risk , Validation Studies as Topic
17.
Cancer Res ; 67(13): 6007-11, 2007 Jul 01.
Article in English | MEDLINE | ID: mdl-17616654

ABSTRACT

Emerging evidence, although currently very sparse, suggests the presence of "lineage-specific dependency" in the survival mechanisms of certain cancers. TTF-1 has a decisive role as a master regulatory transcription factor in lung development and in the maintenance of the functions of terminal respiratory unit (TRU) cells. We show that a subset of lung adenocarcinoma cell lines expressing TTF-1, which presumably represent those derived from the TRU lineage, exhibit marked dependence on the persistent expression of TTF-1. The inhibition of TTF-1 by RNA interference (RNAi) significantly and specifically induced growth inhibition and apoptosis in these adenocarcinoma cell lines. Furthermore, a fraction of TTF-1-expressing tumors and cell lines displayed an increase in the gene dosage of TTF-1 in the analysis of 214 patients with non-small-cell lung cancer, including 174 adenocarcinomas, showing a tendency of higher frequency of increased gene copies at metastatic sites than at primary sites (P=0.07, by two-sided Fisher's exact test). These findings strongly suggest that in addition to the development and maintenance of TRU lineages in normal lung, sustained TTF-1 expression may be crucial for the survival of a subset of adenocarcinomas that express TTF-1, providing credence for the lineage-specific dependency model.


Subject(s)
Adenocarcinoma/pathology , DNA-Binding Proteins/physiology , Gene Expression Regulation, Neoplastic , Lung Neoplasms/pathology , Lung/pathology , Nuclear Proteins/metabolism , Transcription Factors/metabolism , Adenocarcinoma/metabolism , Apoptosis , Carcinoma, Non-Small-Cell Lung/pathology , Cell Line, Tumor , Cell Lineage , DNA-Binding Proteins/metabolism , Humans , Immunohistochemistry , In Situ Hybridization, Fluorescence , Lung Neoplasms/metabolism , RNA Interference , Stem Cells , Thyroid Nuclear Factor 1
18.
J Natl Cancer Inst ; 99(11): 858-67, 2007 Jun 06.
Article in English | MEDLINE | ID: mdl-17551146

ABSTRACT

BACKGROUND: Among patients with non-small-cell lung cancer (NSCLC), those with poor prognosis cannot be distinguished from those with good prognosis. METHODS: Matrix-assisted laser desorption-ionization mass spectrometry was used to analyze protein profiles of 174 specimens from NSCLC tumors and 27 specimens from normal lung tissue and to derive a prognosis-associated proteomic signature. Frozen resected tissue specimens were randomly divided into a training set (116 NSCLC and 20 normal lung specimens) and an independent, blinded validation set (58 NSCLC and seven normal lung specimens). Mass spectrometry signals from training set specimens that were differentially associated with specimens from patients with a high risk of recurrence (i.e., who died within 5 years of surgical treatment because of relapse) compared with those from patients with a low risk of recurrence (i.e., alive with no symptoms of relapse after a median follow-up of 89 months) were selected by use of the Fisher's exact test, the Kruskal-Wallis test, and the significance analysis of microarray test. These signals were used to build an individualized, weighted voting-based prognostic signature. The signature was then validated in the independent dataset. Survival was assessed by multivariable Cox regression analysis. Proteins corresponding to individual signals were identified by ion-trap mass spectrometry coupled with high-performance liquid chromatography. All statistical tests were two-sided. RESULTS: From 2630 mass spectrometry signals from specimens in the training cohort, we derived a signature of 25 signals that was associated with both relapse-free survival and overall survival. Among stage I NSCLC patients in the validation set, the signature was statistically significantly associated with both overall survival (hazard ratio [HR] of death for patients in the high-risk group compared with those in the low-risk group = 61.1, 95% confidence interval [CI] = 8.9 to 419.2, P<.001) and relapse-free survival (HR of relapse = 11.7, 95% CI = 3.1 to 44.8, P<.001). Proteins corresponding to signals in the signature were identified that had various cellular functions, including ribosomal protein L26-like 1, acylphosphatase, and phosphoprotein enriched in astrocytes 15. CONCLUSIONS: We defined a mass spectrometry signature that was associated with survival among NSCLC patients and appeared to distinguish those with poor prognosis from those with good prognosis.


Subject(s)
Carcinoma, Non-Small-Cell Lung/metabolism , Proteomics , Carcinoma, Non-Small-Cell Lung/pathology , Carcinoma, Non-Small-Cell Lung/surgery , Chromatography, Liquid , Cohort Studies , Female , Humans , Lung Neoplasms/metabolism , Lung Neoplasms/pathology , Lung Neoplasms/surgery , Male , Middle Aged , Neoplasm Proteins/metabolism , Neoplasm Recurrence, Local/metabolism , Neoplasm Recurrence, Local/pathology , Neoplasm Recurrence, Local/surgery , Neoplasm Staging , Prognosis , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization
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