Browsing by Author "Chen, Feng-Chi"

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Alternative RNA Structure-Coupled Gene Regulations in Tumorigenesis
(2015-01-01)
Chen, Feng-Chi
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生物科技學系
;
Department of Biological Science and Technology
Alternative RNA structures (ARSs), or alternative transcript isoforms, are critical for regulating cellular phenotypes in humans. In addition to generating functionally diverse protein isoforms from a single gene, ARS can alter the sequence contents of 5'/3' untranslated regions (UTRs) and intronic regions, thus also affecting the regulatory effects of these regions. ARS may introduce premature stop codon(s) into a transcript, and render the transcript susceptible to nonsense-mediated decay, which in turn can influence the overall gene expression level. Meanwhile, ARS can regulate the presence/absence of upstream open reading frames and microRNA targeting sites in 5'UTRs and 3'UTRs, respectively, thus affecting translational efficiencies and protein expression levels. Furthermore, since ARS may alter exon-intron structures, it can influence the biogenesis of intronic microRNAs and indirectly affect the expression of the target genes of these microRNAs. The connections between ARS and multiple regulatory mechanisms underline the importance of ARS in determining cell fate. Accumulating evidence indicates that ARS-coupled regulations play important roles in tumorigenesis. Here I will review our current knowledge in this field, and discuss potential future directions.
Are all of the human exons alternatively spliced?
(2014-07-01)
Chen, Feng-Chi
;
交大名義發表
;
National Chiao Tung University
Alternative mRNA splicing (AS) is a major mechanism for increasing regulatory complexity. A key concept in AS is the distinction between alternatively and constitutively spliced exons (ASEs and CSEs, respectively). ASEs and CSEs have been reported to be differentially regulated, and to have distinct biological properties. However, the recent flood of RNA-sequencing data has obscured the boundary between ASEs and CSEs. Researchers are beginning to question whether 'authentic CSEs' do exist, and whether the ASE/CSE distinction is biologically invalid. Here, I examine the influences of increasing transcriptome data on the human ASE/CSE classification and our past understanding of the properties of these two types of exons. Interestingly, although the percentage of human ASEs has increased dramatically in recent years, the overall distinction between ASEs and CSEs remain valid. For example, CSEs are longer, evolve more slowly, and less frequently correspond to intrinsically disordered protein regions than ASEs. In addition, only a relatively small number of human genes have their transcripts composed entirely of ASEs despite the large amount of high-throughput transcriptome information. Therefore, the 'backbone' concept of AS, in which CSEs constitute the invariant part and ASEs the flexible part of the transcript, appears to be generally true despite the increasing percentage of ASEs in the human exome.
Are all of the human exons alternatively spliced?
(2014-07-01)
Chen, Feng-Chi
;
交大名義發表
;
National Chiao Tung University
Alternative mRNA splicing (AS) is a major mechanism for increasing regulatory complexity. A key concept in AS is the distinction between alternatively and constitutively spliced exons (ASEs and CSEs, respectively). ASEs and CSEs have been reported to be differentially regulated, and to have distinct biological properties. However, the recent flood of RNA-sequencing data has obscured the boundary between ASEs and CSEs. Researchers are beginning to question whether \'authentic CSEs\' do exist, and whether the ASE/CSE distinction is biologically invalid. Here, I examine the influences of increasing transcriptome data on the human ASE/CSE classification and our past understanding of the properties of these two types of exons. Interestingly, although the percentage of human ASEs has increased dramatically in recent years, the overall distinction between ASEs and CSEs remain valid. For example, CSEs are longer, evolve more slowly, and less frequently correspond to intrinsically disordered protein regions than ASEs. In addition, only a relatively small number of human genes have their transcripts composed entirely of ASEs despite the large amount of high-throughput transcriptome information. Therefore, the \'backbone\' concept of AS, in which CSEs constitute the invariant part and ASEs the flexible part of the transcript, appears to be generally true despite the increasing percentage of ASEs in the human exome.
Assessing Determinants of Exonic Evolutionary Rates in Mammals
(2012-10-01)
Chen, Feng-Chi
;
Liao, Ben-Yang
;
Pan, Chia-Lin
;
Lin, Hsuan-Yu
;
Chang, Andrew Ying-Fei
From studies investigating the differences in evolutionary rates between genes, gene compactness and gene expression level have been identified as important determinants of gene-level protein evolutionary rate, as represented by nonsynonymous to synonymous substitution rate (d(N)/d(S)) ratio. However, the causes of exon-level variances in d(N)/d(S) are less understood. Here, we use principal component regression to examine to what extent 13 exon features explain the variance in d(N), d(S), and the d(N)/d(S) ratio of human-rhesus macaque or human-mouse orthologous exons. The exon features were grouped into six functional categories: expression features, mRNA splicing features, structural-functional features, compactness features, exon duplicability, and other features, including G + C content and exon length. Although expression features are important for determining d(N) and d(N)/d(S) between exons of different genes, structural-functional features and splicing features explained more of the variance for exons of the same genes. Furthermore, we show that compactness features can explain only a relatively small percentage of variance in exon-level d(N) or d(N)/d(S) in either between-gene or within-gene comparison. By contrast, d(S) yielded inconsistent results in the human-mouse comparison and the human-rhesus macaque comparison. This inconsistency may suggest rapid evolutionary changes of the mutation landscape in mammals. Our results suggest that between-gene and within-gene variation in d(N)/d(S) (and d(N)) are driven by different evolutionary forces and that the role of mRNA splicing in causing the variation in evolutionary rates of coding sequences may be underappreciated.
CAPIH: A Web interface for comparative analyses and visualization of host-HIV protein-protein interactions
(2009-08-12)
Lin, Fan-Kai
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Pan, Chia-Lin
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Yang, Jinn-Moon
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Chuang, Trees-Juen
;
Chen, Feng-Chi
Background: The Human Immunodeficiency Virus type one (HIV-1) is the major causing pathogen of the Acquired Immune Deficiency Syndrome (AIDS). A large number of HIV-1-related studies are based on three non-human model animals: chimpanzee, rhesus macaque, and mouse. However, the differences in host-HIV-1 interactions between human and these model organisms have remained unexplored. Description: Here we present CAPIH (Comparative Analysis of Protein Interactions for HIV-1), the first web-based interface to provide comparative information between human and the three model organisms in the context of host-HIV-1 protein interactions. CAPIH identifies genetic changes that occur in HIV-1-interacting host proteins. In a total of 1,370 orthologous protein sets, CAPIH identifies similar to 86,000 amino acid substitutions, similar to 21,000 insertions/deletions, and similar to 33,000 potential post-translational modifications that occur only in one of the four compared species. CAPIH also provides an interactive interface to display the host-HIV-1 protein interaction networks, the presence/absence of orthologous proteins in the model organisms in the networks, the genetic changes that occur in the protein nodes, and the functional domains and potential protein interaction hot sites that may be affected by the genetic changes. The CAPIH interface is freely accessible at http://bioinfo-dbb.nhri.org.tw/capih. Conclusion: CAPIH exemplifies that large divergences exist in disease-associated proteins between human and the model animals. Since all of the newly developed medications must be tested in model animals before entering clinical trials, it is advisable that comparative analyses be performed to ensure proper translations of animal-based studies. In the case of AIDS, the host-IV-1 protein interactions apparently have differed to a great extent among the compared species. An integrated protein network comparison among the four species will probably shed new lights on AIDS studies.
China: The Next Pharmacy of the World?
(2018-10-01)
Chen, Feng-Chi
;
生物科技學系
;
科技法律學院
;
Department of Biological Science and Technology
;
College of Law
The manufacturing success in China has not yet radiated to the pharmaceutical sector. Recently, China released a policy guideline to foster its follow-on drug industry, revealing its ambition to become a great power in the field. Here, I briefly discuss how this guideline may change the industry landscape, and its associated challenges and opportunities.
Determinants of Exon-Level Evolutionary Rates in Arabidopsis Species
(2012)
Wu, Gideon C. -T.
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Chen, Feng-Chi
;
生物科技學系
;
Department of Biological Science and Technology
"What causes the variations in evolutionary rates is fundamental to molecular evolution. However, in plants, the causes of within-gene evolutionary rate variations remain underexplored. Here we use the principal component regression to examine the contributions of eleven exon features to the within-gene variations in nonsynonymous substitution rate (d(N)), synonymous substitution rate (d(S)), and the d(N)/d(S) ratio in Arabidopsis species. We demonstrate that exon features related to protein structural-functional constraints and mRNA splicing account for the largest proportions of within-gene variations in d(N)/d(S) and d(N). Meanwhile, for d(S), a combination of expression level, exon length, and structural-functional features explains the largest proportion of within-gene variances. Our results suggest that the determinants of within-gene variations differ from those of between-gene variations in evolutionary rates. Furthermore, the relative importance of different exon features also differs between plants and animals. Our study thus may shed a new light on the evolution of plant genes."
DNA Methylation is Associated with an Increased Level of Conservation at Nondegenerate Nucleotides in Mammals
(2014-02-01)
Chuang, Trees-Juen
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Chen, Feng-Chi
;
生物科技學系
;
Department of Biological Science and Technology
DNA methylation at CpG dinucleotides can significantly increase the rate of cytosine-to-thymine mutations and the level of sequence divergence. Although the correlations between DNA methylation and genomic sequence evolution have been widely studied, an unaddressed yet fundamental question is how DNA methylation is associated with the conservation of individual nucleotides in different sequence contexts. Here, we demonstrate that in mammalian exons, the correlations between DNA methylation and the conservation of individual nucleotides are dependent on the type of exonic sequence (coding or untranslated), the degeneracy of coding nucleotides, background selection pressure, and the relative position (first or nonfirst exon in the transcript) where the nucleotides are located. For untranslated and nonzero-fold degenerate nucleotides, methylated sites are less conserved than unmethylated sites regardless of background selection pressure and the relative position of the exon. For zero-fold degenerate (or nondegenerate) nucleotides, however, the reverse trend is observed in nonfirst coding exons and first coding exons that are under stringent background selection pressure. Furthermore, cytosine-to-thymine mutations at methylated zero-fold degenerate nucleotides are predicted to be more detrimental than those that occur at unmethylated nucleotides. As zero-fold and nonzero-fold degenerate nucleotides are very close to each other, our results suggest that the "functional resolution" of DNA methylation may be finer than previously recognized. In addition, the positive correlation between CpG methylation and the level of conservation at zero-fold degenerate nucleotides implies that CpG methylation may serve as an "indicator" of functional importance of these nucleotides.
Exploring the selective constraint on the sizes of insertions and deletions in 5 ' untranslated regions in mammals
(2011-07-05)
Chen, Chun-Hsi
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Liao, Ben-Yang
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Chen, Feng-Chi
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生物科技學系
;
Department of Biological Science and Technology
Background: Small insertions and deletions ("indels" with size <= 100 bp) whose lengths are not multiples of three (non-3n) are strongly constrained and depleted in protein-coding sequences. Such a constraint has never been reported in noncoding genomic regions. In 5' untranslated regions (5' UTRs) in mammalian genomes, upstream start codons (uAUGs) and upstream open reading frames (uORFs) can regulate protein translation. The presence of non-3n indels in uORFs can potentially disrupt the functions of these regulatory elements. We thus hypothesize that natural selection disfavors non-3n indels in 5' UTRs when these regulatory elements are present. Results: We design the Indel Selection Index to measure the selective constraint on non-3n indels in 5' UTRs. The index controls for the genomic compositions of the analyzed 5' UTRs and measures the probability of non-3n indel depletion downstream of uAUGs. By comparing the experimentally supported transcripts of human-mouse orthologous genes, we demonstrate that non-3n indels downstream of two types of uAUGs (alternative translation initiation sites and the uAUGs of coding sequence-overlapping uORFs) are underrepresented. The results hold well regardless of differences in alignment tool, gene structures between human and mouse, or the criteria in selecting alternatively spliced isoforms used for the analysis. Conclusions: To our knowledge, this is the first study to demonstrate selective constraints on non-3n indels in 5' UTRs. Such constraints may be associated with the regulatory functions of uAUGs/uORFs in translational regulation or the generation of protein isoforms. Our study thus brings a new perspective to the evolution of 5' UTRs in mammals.
Functional divergence and convergence between the transcript network and gene network in lung adenocarcinoma
(2016-01-01)
Hsu, Min-Kung
;
Pan, Chia-Lin
;
Chen, Feng-Chi
;
生物科技學系
;
Department of Biological Science and Technology
Introduction: Alternative RNA splicing is a critical regulatory mechanism during tumorigenesis. However, previous oncological studies mainly focused on the splicing of individual genes. Whether and how transcript isoforms are coordinated to affect cellular functions remain underexplored. Also of great interest is how the splicing regulome cooperates with the transcription regulome to facilitate tumorigenesis. The answers to these questions are of fundamental importance to cancer biology. Results: Here, we report a comparative study between the transcript-based network (TN) and the gene-based network (GN) derived from the transcriptomes of paired tumor-normal tissues from 77 lung adenocarcinoma patients. We demonstrate that the two networks differ significantly from each other in terms of patient clustering and the number and functions of network modules. Interestingly, the majority (89.5%) of multi-transcript genes have their transcript isoforms distributed in at least two TN modules, suggesting regulatory and functional divergences between transcript isoforms. Furthermore, TN and GN modules share only similar to 50%-60% of their biological functions. TN thus appears to constitute a regulatory layer separate from GN. Nevertheless, our results indicate that functional convergence and divergence both occur between TN and GN, implying complex interactions between the two regulatory layers. Finally, we report that the expression profiles of module members in both TN and GN shift dramatically yet concordantly during tumorigenesis. The mechanisms underlying this coordinated shifting remain unclear yet are worth further explorations. Conclusion: We show that in lung adenocarcinoma, transcript isoforms per se are coordinately regulated to conduct biological functions not conveyed by the network of genes. However, the two networks may interact closely with each other by sharing the same or related biological functions. Unraveling the effects and mechanisms of such interactions will significantly advance our understanding of this deadly disease.
Functional divergence and convergence between the transcript network and gene network in lung adenocarcinoma
(2016-01-01)
Hsu, Min-Kung
;
Pan, Chia-Lin
;
Chen, Feng-Chi
;
生物科技學系
;
Department of Biological Science and Technology
Introduction: Alternative RNA splicing is a critical regulatory mechanism during tumorigenesis. However, previous oncological studies mainly focused on the splicing of individual genes. Whether and how transcript isoforms are coordinated to affect cellular functions remain underexplored. Also of great interest is how the splicing regulome cooperates with the transcription regulome to facilitate tumorigenesis. The answers to these questions are of fundamental importance to cancer biology. Results: Here, we report a comparative study between the transcript-based network (TN) and the gene-based network (GN) derived from the transcriptomes of paired tumor-normal tissues from 77 lung adenocarcinoma patients. We demonstrate that the two networks differ significantly from each other in terms of patient clustering and the number and functions of network modules. Interestingly, the majority (89.5%) of multi-transcript genes have their transcript isoforms distributed in at least two TN modules, suggesting regulatory and functional divergences between transcript isoforms. Furthermore, TN and GN modules share only similar to 50%-60% of their biological functions. TN thus appears to constitute a regulatory layer separate from GN. Nevertheless, our results indicate that functional convergence and divergence both occur between TN and GN, implying complex interactions between the two regulatory layers. Finally, we report that the expression profiles of module members in both TN and GN shift dramatically yet concordantly during tumorigenesis. The mechanisms underlying this coordinated shifting remain unclear yet are worth further explorations. Conclusion: We show that in lung adenocarcinoma, transcript isoforms per se are coordinately regulated to conduct biological functions not conveyed by the network of genes. However, the two networks may interact closely with each other by sharing the same or related biological functions. Unraveling the effects and mechanisms of such interactions will significantly advance our understanding of this deadly disease.
Functional Implications of RNA Splicing for Human Long Intergenic Noncoding RNAs
(2014-01-01)
Chen, Feng-Chi
;
Pan, Chia-Lin
;
Lin, Hsuan-Yu
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生物科技學系
;
Department of Biological Science and Technology
Long intergenic noncoding RNAs (lincRNAs) have been suggested as playing important roles in human gene regulation. The majority of annotated human lincRNAs include multiple exons and are alternatively spliced. However, the connections between alternative RNA splicing (AS) and the functions/regulations of lincRNAs have remained elusive. In this study, we compared the sequence evolution and biological features between single-exonic lincRNAs and multi-exonic lincRNAs (SELs and MELs, respectively) that were present only in the hominoids (hominoid-specific) or conserved in primates (primate-conserved). The MEL exons were further classified into alternatively spliced exons (ASEs) and constitutively spliced exons (CSEs) for evolutionary analyses. Our results indicate that SELs and MELs differed significantly from each other. Firstly, in hominoid-specific lincRNAs, MELs (both CSEs and ASEs) evolved slightly more rapidly than SELs, which evolved approximately at the neutral rate. In primate-conserved lincRNAs, SELs and ASEs evolved slightly more slowly than CSEs and neutral sequences. The evolutionary path of hominid-specific lincRNAs thus seemed to have diverged from that of their more ancestral counterparts. Secondly, both of the exons and transcripts of SELs were significantly longer than those of MELs, and this was probably because SEL transcripts were more resistant to RNA splicing than MELs. Thirdly, SELs were physically closer to coding genes than MELs. Fourthly, SELs were more widely expressed in human tissues than MELs. These results suggested that SELs and MELs represented two biologically distinct groups of genes. In addition, the SEL-MEL and ASE-CSE differences implied that splicing might be important for the functionality or regulations of lincRNAs in primates.
Identification and analysis of ancestral hominoid transcriptome inferred from cross-species transcript and processed pseudogene comparisons
(2008-07-01)
Huang, Yao-Ting
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Chen, Feng-Chi
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Chen, Chiuan-Jung
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Chen, Hsin-Liang
;
Chuang, Trees-Juen
Comparative transcriptomics studies in hominoids are difficult because of lack of EST information in the great apes. Nevertheless, processed pseudogenes (PPGs), which are reverse-transcribed ancient transcripts present in the current genome, can be regarded as a virtual transcript resource that may compensate for the paucity of ESTs in non-human hominoids. Here we show that chimpanzee PPGs can be applied to identification of novel human exons/alternatively spliced variants (ASVs) and inference of the ancestral hominoid transcriptome and chimpanzee exon loss events. We develop a method for comparatively extracting novel transcripts from PPGs ( designated "CENTP") and identify 643 novel human exons/ASVs. RT-PCR-sequencing experiments confirmed > 50% of the tested exons/ASVs, supporting the effectiveness of the CENTP pipeline. With reference to the ancestral transcriptome inferred by CENTP, 47 chimpanzee exon loss events are identified. Furthermore, by combining out-group and PPG information, we identify 20 chimpanzee-specific exon loss and 10 human-specific exon gain events. We also demonstrate that the ancestral transcriptome and exon loss/gain events inferred based on comparisons of current transcripts may be incomplete ( or occasionally inappropriate) because ancestral transcripts may not be represented in the ESTs of existing species. Finally, functional analysis reveals that the novel exons identified based on chimpanzee transcripts are significantly enriched in genes related to translation regulatory activity and viral life cycle, suggesting different expression levels of the associated transcripts, and thus divergent splicing isoform composition between human and chimpanzee in these functional categories.
Independent Effects of Alternative Splicing and Structural Constraint on the Evolution of Mammalian Coding Exons
(2012-01-01)
Chen, Feng-Chi
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Pan, Chia-Lin
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Lin, Hsuan-Yu
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生物科技學系
;
Department of Biological Science and Technology
Alternative splicing (AS) is known to significantly affect exon-level protein evolutionary rates in mammals. Particularly, alternatively spliced exons (ASEs) have a higher nonsynonymous-to-synonymous substitution rate (dN/dS) ratio than constitutively spliced exons (CSEs), possibly because the former are required only occasionally for normal biological functions. Meanwhile, intrinsically disordered regions (IDRs), the protein regions lacking fixed 3D structures, are also reported to have an increased evolutionary rate due to lack of structural constraint. Interestingly, IDRs tend to be located in alternative protein regions. Yet which of these two factors is the major determinant of the increased dN/dS in mammalian ASEs remains unclear. By comparing human-macaque and human-mouse one-to-one orthologous genes, we demonstrate that AS and protein structural disorder have independent effects on mammalian exon evolution. We performed analyses of covariance to demonstrate that the slopes of the (dN/dS-percentage of IDR) regression lines differ significantly between CSEs and ASEs. In other words, the dN/dS ratios of both ASEs and CSEs increase with the proportion of IDR (PIDR), whereas ASEs have higher dN/dS ratios than CSEs when they have similar PIDRs. Since ASEs and IDRs may less frequently overlap with protein domains (which also affect dN/dS), we also examined the correlations between dN/dS ratio and exon type/PIDR by controlling for the density of protein domain. We found that the effects of exon type and PIDR on dN/dS are both independent of domain density. Our results imply that nature can select for different biological features with regard to ASEs and IDRs, even though the two biological features tend to be localized in the same protein regions.
Inter Partes Review: Patent Killer No More?
(2019-07-01)
Chen, Feng-Chi
;
Lee, Pin-Shen
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科技法律學院
;
College of Law
Inter Partes review (IPR) can efficiently invalidate drug patents and potentially convey strategic advantages to follow-on drug makers. However, recent changes in the IPR system foretell a tectonic shift in the landscape. Here we summarize these major changes and discuss the implications for the biopharmaceutical community.
Interactions between Inter Partes Review and Hatch-Waxman Litigations
(2019-01-01)
Chen, Feng-Chi
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Lee, Pin-Shen
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Huang, Yun-Yu
;
Wu, Huang-Chi
;
Lin, Hsuan-Yu
Generic drug development in the United States is governed by the Hatch-Waxman Act (HWA), which sets forth the "patent linkage" system requiring resolution of patent disputes before a generic drug can be approved for marketing. The emergence of Inter Partes Review (IPR), an effective administrative proceeding to weed out low-quality patents, is believed by some to have endangered the HWA balance between brand-name and generic drug makers. Here we describe an empirical analysis profiling the influences of IPR on patent linkage. Our results indicate that fewer than 10% of the HWA-litigated patents are subject to parallel IPR challenges. Importantly, IPR yields a slightly higher claim invalidation rate but a much lower settlement rate than court litigations, which may not benefit generic drug makers. Furthermore, IPR is employed by non-first generic drug makers, presumably to break into the market occupied by brand-name and the first generic makers. Overall, IPR seems not to play a dominant role, but to serve strategic functions in HWA disputes.
Invalidation of Atorvastatin Patent Highlights Complex Chinese Patent Law
(2016-11)
Chen, Feng-Chi
;
Yeh, Kuo-Liang
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生物科技學系
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Department of Biological Science and Technology
NF-kappa B-driven suppression of FOXO3a contributes to EGFR mutation-independent gefitinib resistance
(2016-05-03)
Chiu, Ching-Feng
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Chang, Yi-Wen
;
Kuo, Kuang-Tai
;
Shen, Yu-Shiuan
;
Liu, Chien-Ying
Therapy with epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (EGFR-TKIs, such as gefitinib or erlotinib) significantly prolongs survival time for patients with tumors harboring an activated mutation on EGFR; however, up to 40% of lung cancer patients exhibit acquired resistance to EGFR-TKIs with an unknown mechanism. FOXO3a, a transcription factor of the forkhead family, triggers apoptosis, but the mechanistic details involved in EGFR-TKI resistance and cancer stemness remain largely unclear. Here, we observed that a high level of FOXO3a was correlated with EGFR mutation-independent EGFR-TKI sensitivity, the suppression of cancer stemness, and better progression-free survival in lung cancer patients. The suppression of FOXO3a obviously increased gefitinib resistance and enhanced the stem-like properties of lung cancer cells; consistent overexpression of FOXO3a in gefitinib-resistant lung cancer cells reduced these effects. Moreover, we identified that miR-155 targeted the 3\'UTR of FOXO3a and was transcriptionally regulated by NF-kappa B, leading to repressed FOXO3a expression and increased gefitinib resistance, as well as enhanced cancer stemness of lung cancer in vitro and in vivo. Our findings indicate that FOXO3a is a significant factor in EGFR mutation-independent gefitinib resistance and the stemness of lung cancer, and suggest that targeting the NF-kappa B/miR-155/FOXO3a pathway has potential therapeutic value in lung cancer with the acquisition of resistance to EGFR-TKIs.
NMD Classifier: A reliable and systematic classification tool for nonsense-mediated decay events
(2017-04-03)
Hsu, Min-Kung
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Lin, Hsuan-Yu
;
Chen, Feng-Chi
;
生物科技學系
;
Department of Biological Science and Technology
Nonsense-mediated decay (NMD) degrades mRNAs that include premature termination codons to avoid the translation and accumulation of truncated proteins. This mechanism has been found to participate in gene regulation and a wide spectrum of biological processes. However, the evolutionary and regulatory origins of NMD-targeted transcripts (NMDTs) have been less studied, partly because of the complexity in analyzing NMD events. Here we report NMD Classifier, a tool for systematic classification of NMD events for either annotated or de novo assembled transcripts. This tool is based on the assumption of minimal evolution/regulation-an event that leads to the least change is the most likely to occur. Our simulation results indicate that NMD Classifier can correctly identify an average of 99.3% of the NMD-causing transcript structural changes, particularly exon inclusions/exclusions and exon boundary alterations. Researchers can apply NMD Classifier to evolutionary and regulatory studies by comparing NMD events of different biological conditions or in different organisms.
Non-small-cell lung cancer cells combat epidermal growth factor receptor tyrosine kinase inhibition through immediate adhesion-related responses
(2016-01-01)
Wang, Hsian-Yu
;
Hsu, Min-Kung
;
Wang, Kai-Hsuan
;
Tseng, Ching-Ping
;
Chen, Feng-Chi
Background: Epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (TKIs), such as gefitinib, erlotinib, and afatinib, have greatly improved treatment efficacy in non-small cell lung cancer (NSCLC) patients with drug-sensitive EGFR mutations. However, in some TKI responders, the benefits of such targeted therapies are limited by the rapid development of resistance, and strategies to overcome this resistance are urgently needed. Studies of drug resistance in cancer cells typically involve long term in vitro induction to obtain stably acquired drug-resistant cells followed by elucidation of resistance mechanisms, but the immediate responses of cancer cells upon drug treatment have been ignored. The aim of this study was to investigate the immediate responses of NSCLC cells upon treatment with EGFR TKIs. Results: Both NSCLC cells, ie, PC9 and H1975, showed immediate enhanced adhesion-related responses as an apoptosis-countering mechanism upon first-time TKI treatment. By gene expression and pathway analysis, adhesion-related pathways were enriched in gefitinib-treated PC9 cells. Pathway inhibition by small-hairpin RNAs or small-molecule drugs revealed that within hours of EGFR TKI treatment, NSCLC cells used adhesion-related responses to combat the drugs. Importantly, we show here that the Src family inhibitor, dasatinib, dramatically inhibits cell adhesion-related response and greatly enhances the cell-killing effects of EGFR TKI (gefitinib for the PC9 cells; afatinib for the H1975 cells) in NSCLC cells, which would otherwise escape the TKI-induced apoptosis. Conclusion: Results from this study indicate that NSCLC cells can employ the adhesion response as a survival pathway to survive under EGFR-targeted therapy. Simultaneous targeting of EGFR signaling and adhesion pathways would further boost the efficacy of EGFR-targeted therapy in NSCLC.