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1.
Proc Natl Acad Sci U S A ; 120(14): e2213207120, 2023 04 04.
Artículo en Inglés | MEDLINE | ID: mdl-36976763

RESUMEN

Cellular senescence, a hallmark of aging, has been implicated in the pathogenesis of many major age-related disorders, including neurodegeneration, atherosclerosis, and metabolic disease. Therefore, investigating novel methods to reduce or delay the accumulation of senescent cells during aging may attenuate age-related pathologies. microRNA-449a-5p (miR-449a) is a small, noncoding RNA down-regulated with age in normal mice but maintained in long-living growth hormone (GH)-deficient Ames Dwarf (df/df) mice. We found increased fibroadipogenic precursor cells, adipose-derived stem cells, and miR-449a levels in visceral adipose tissue of long-living df/df mice. Gene target analysis and our functional study with miR-449a-5p have revealed its potential as a serotherapeutic. Here, we test the hypothesis that miR-449a reduces cellular senescence by targeting senescence-associated genes induced in response to strong mitogenic signals and other damaging stimuli. We demonstrated that GH downregulates miR-449a expression and accelerates senescence while miR-449a upregulation using mimetics reduces senescence, primarily through targeted reduction of p16Ink4a, p21Cip1, and the PI3K-mTOR signaling pathway. Our results demonstrate that miR-449a is important in modulating key signaling pathways that control cellular senescence and the progression of age-related pathologies.


Asunto(s)
MicroARNs , Animales , Ratones , Senescencia Celular/genética , Hormona del Crecimiento/genética , MicroARNs/genética , MicroARNs/metabolismo , Fosfatidilinositol 3-Quinasas/metabolismo , Transducción de Señal/genética , Serina-Treonina Quinasas TOR/genética , Serina-Treonina Quinasas TOR/metabolismo
2.
Mol Cell ; 53(1): 63-74, 2014 Jan 09.
Artículo en Inglés | MEDLINE | ID: mdl-24289924

RESUMEN

While p53 activation has long been studied, the mechanisms by which its targets genes are restored to their preactivation state are less clear. We report here that TAF1 phosphorylates p53 at Thr55, leading to dissociation of p53 from the p21 promoter and inactivation of transcription late in the DNA damage response. We further show that cellular ATP level might act as a molecular switch for Thr55 phosphorylation on the p21 promoter, indicating that TAF1 is a cellular ATP sensor. Upon DNA damage, cells undergo PARP-1-dependent ATP depletion, which is correlated with reduced TAF1 kinase activity and Thr55 phosphorylation, resulting in p21 activation. As cellular ATP levels recover, TAF1 is able to phosphorylate p53 on Thr55, which leads to dissociation of p53 from the p21 promoter. ChIP-sequencing analysis reveals p53 dissociates from promoters genome wide as cells recover from DNA damage, suggesting the general nature of this mechanism.


Asunto(s)
Daño del ADN , Histona Acetiltransferasas/metabolismo , Regiones Promotoras Genéticas , Factores Asociados con la Proteína de Unión a TATA/metabolismo , Factor de Transcripción TFIID/metabolismo , Transcripción Genética , Proteína p53 Supresora de Tumor/metabolismo , Adenosina Trifosfato/genética , Adenosina Trifosfato/metabolismo , Línea Celular , Inhibidor p21 de las Quinasas Dependientes de la Ciclina/genética , Inhibidor p21 de las Quinasas Dependientes de la Ciclina/metabolismo , Estudio de Asociación del Genoma Completo , Histona Acetiltransferasas/genética , Humanos , Fosforilación/genética , Factores Asociados con la Proteína de Unión a TATA/genética , Factor de Transcripción TFIID/genética , Proteína p53 Supresora de Tumor/genética
3.
Biogerontology ; 19(2): 171-184, 2018 04.
Artículo en Inglés | MEDLINE | ID: mdl-29335816

RESUMEN

"Organ reserve" refers to the ability of an organ to successfully return to its original physiological state following repeated episodes of stress. Clinical evidence shows that organ reserve correlates with the ability of older adults to cope with an added workload or stress, suggesting a role in the process of aging. Although organ reserve is well documented clinically, it is not clearly defined at the molecular level. Interestingly, several metabolic pathways exhibit excess metabolic capacities (e.g., bioenergetics pathway, antioxidants system, plasticity). These pathways comprise molecular components that have an excess of quantity and/or activity than that required for basic physiological demand in vivo (e.g., mitochondrial complex IV or glycolytic enzymes). We propose that the excess in mtDNA copy number and tandem DNA repeats of telomeres are additional examples of intrinsically embedded structural components that could comprise excess capacity. These excess capacities may grant intermediary metabolism the ability to instantly cope with, or manage, added workload or stress. Therefore, excess metabolic capacities could be viewed as an innate mechanism of adaptability that substantiates organ reserve and contributes to the cellular defense systems. If metabolic excess capacities or organ reserves are impaired or exhausted, the ability of the cell to cope with stress is reduced. Under these circumstances cell senescence, transformation, or death occurs. In this review, we discuss excess metabolic and structural capacities as integrated metabolic pathways in relation to organ reserve and cellular aging.


Asunto(s)
Envejecimiento/fisiología , Adaptación Fisiológica , Envejecimiento/genética , Envejecimiento/metabolismo , Animales , ADN Mitocondrial/genética , Complejo IV de Transporte de Electrones/metabolismo , Metabolismo Energético , Glucólisis , Humanos , Modelos Biológicos , Neuronas/metabolismo , Vía de Pentosa Fosfato , Telómero/genética , Supervivencia Tisular/fisiología
4.
Genome Res ; 24(5): 821-30, 2014 May.
Artículo en Inglés | MEDLINE | ID: mdl-24558263

RESUMEN

Cytosine methylation in the genome of Drosophila melanogaster has been elusive and controversial: Its location and function have not been established. We have used a novel and highly sensitive genomewide cytosine methylation assay to detect and map genome methylation in stage 5 Drosophila embryos. The methylation we observe with this method is highly localized and strand asymmetrical, limited to regions covering ∼1% of the genome, dynamic in early embryogenesis, and concentrated in specific 5-base sequence motifs that are CA- and CT-rich but depleted of guanine. Gene body methylation is associated with lower expression, and many genes containing methylated regions have developmental or transcriptional functions. The only known DNA methyltransferase in Drosophila is the DNMT2 homolog MT2, but lines deficient for MT2 retain genomic methylation, implying the presence of a novel methyltransferase. The association of methylation with a lower expression of specific developmental genes at stage 5 raises the possibility that it participates in controlling gene expression during the maternal-zygotic transition.


Asunto(s)
ADN (Citosina-5-)-Metiltransferasas/metabolismo , Metilación de ADN , Proteínas de Drosophila/metabolismo , Drosophila melanogaster/genética , Genoma de los Insectos , Motivos de Nucleótidos , Animales , Composición de Base , Islas de CpG , Citosina/metabolismo , ADN (Citosina-5-)-Metiltransferasas/genética , Proteínas de Drosophila/genética , Drosophila melanogaster/embriología , Drosophila melanogaster/metabolismo , Regulación del Desarrollo de la Expresión Génica
5.
BMC Genomics ; 16: 462, 2015 Jun 16.
Artículo en Inglés | MEDLINE | ID: mdl-26076733

RESUMEN

BACKGROUND: Piwi-interacting RNAs (piRNAs) are a class of small RNAs; distinct types of piRNAs are expressed in the mammalian testis at different stages of development. The function of piRNAs expressed in the adult testis is not well established. We conducted a detailed characterization of piRNAs aligning at or near the 3' UTRs of protein-coding genes in a deep dataset of small RNAs from adult mouse testis. RESULTS: We identified 2710 piRNA clusters associated with 3' UTRs, including 1600 that overlapped genes not previously associated with piRNAs. 35% of the clusters extend beyond the annotated transcript; we find that these clusters correspond to, and are likely derived from, novel polyadenylated mRNA isoforms that contain previously unannotated extended 3'UTRs. Extended 3' UTRs, and small RNAs derived from them, are also present in somatic tissues; a subset of these somatic 3'UTR small RNA clusters are absent in mice lacking MIWI2, indicating a role for MIWI2 in the metabolism of somatic small RNAs. CONCLUSIONS: The finding that piRNAs are processed from extended 3' UTRs suggests a role for piRNAs in the remodeling of 3' UTRs. The presence of both clusters and extended 3'UTRs in somatic cells, with evidence for involvement of MIWI2, indicates that this pathway is more broadly distributed than currently appreciated.


Asunto(s)
Regiones no Traducidas 3'/genética , ARN Interferente Pequeño/genética , Animales , Proteínas Argonautas/genética , Masculino , Ratones , ARN Mensajero/genética , Testículo/metabolismo
6.
Genome Res ; 21(12): 2049-57, 2011 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-21908772

RESUMEN

We have determined methylation state differences in the epigenomes of uncultured cells purified from human, chimpanzee, and orangutan, using digestion with a methylation-sensitive enzyme, deep sequencing, and computational analysis of the sequence data. The methylomes show a high degree of conservation, but the methylation states of ~10% of CpG island-like regions differ significantly between human and chimp. The differences are not associated with changes in CG content and recapitulate the known phylogenetic relationship of the three species, indicating that they are stably maintained within each species. Inferences about the relationship between somatic and germline methylation states can be made by an analysis of CG decay, derived from methylation and sequence data. This indicates that somatic methylation states are highly related to germline states and that the methylation differences between human and chimp have occurred in the germline. These results provide evidence for epigenetic changes that occur in the germline and distinguish closely related species and suggest that germline epigenetic states might constrain somatic states.


Asunto(s)
Islas de CpG/fisiología , Metilación de ADN/fisiología , Epigénesis Genética/fisiología , Pan troglodytes/genética , Filogenia , Adulto , Animales , Humanos , Masculino , Pan troglodytes/metabolismo , Análisis de Secuencia de ADN/métodos
7.
Aging Cell ; : e14191, 2024 May 15.
Artículo en Inglés | MEDLINE | ID: mdl-38751007

RESUMEN

Nonagenarians and centenarians serve as successful examples of aging and extended longevity, showcasing robust regulation of biological mechanisms and homeostasis. Given that human longevity is a complex field of study that navigates molecular and biological mechanisms influencing aging, we hypothesized that microRNAs, a class of small noncoding RNAs implicated in regulating gene expression at the post-transcriptional level, are differentially regulated in the circulatory system of young, middle-aged, and nonagenarian individuals. We sequenced circulating microRNAs in Okinawan males and females <40, 50-80, and >90 years of age accounting for FOXO3 genetic variations of single nucleotide polymorphism (SNP) rs2802292 (TT - common vs. GT - longevity) and validated the findings through RT-qPCR. We report five microRNAs exclusively upregulated in both male and female nonagenarians with the longevity genotype, play predictive functional roles in TGF-ß, FoxO, AMPK, Pi3K-Akt, and MAPK signaling pathways. Our findings suggest that these microRNAs upregulated in nonagenarians may provide novel insight into enhanced lifespan and health span. This discovery warrants further exploration into their roles in human aging and longevity.

8.
Physiol Genomics ; 45(21): 990-8, 2013 Nov 01.
Artículo en Inglés | MEDLINE | ID: mdl-24022222

RESUMEN

Small noncoding RNAs carry out a variety of functions in eukaryotic cells, and in multiple species they can travel between cells, thus serving as signaling molecules. In mammals multiple small RNAs have been found to circulate in the blood, although in most cases the targets of these RNAs, and even their functions, are not well understood. YRNAs are small (84-112 nt) RNAs with poorly characterized functions, best known because they make up part of the Ro ribonucleoprotein autoantigens in connective tissue diseases. In surveying small RNAs present in the serum of healthy adult humans, we have found YRNA fragments of lengths 27 nt and 30-33 nt, derived from the 5'-ends of specific YRNAs and generated by cleavage within a predicted internal loop. Many of the YRNAs from which these fragments are derived were previously annotated only as pseudogenes, or predicted informatically. These 5'-YRNA fragments make up a large proportion of all small RNAs (including miRNAs) present in human serum. They are also present in plasma, are not present in exosomes or microvesicles, and circulate as part of a complex with a mass between 100 and 300 kDa. Mouse serum contains far fewer 5'-YRNA fragments, possibly reflecting the much greater copy number of YRNA genes and pseudogenes in humans. The function of the 5'-YRNA fragments is at present unknown, but the processing and secretion of specific YRNAs to produce 5'-end fragments that circulate in stable complexes are consistent with a signaling function.


Asunto(s)
Seudogenes/genética , Procesamiento Postranscripcional del ARN , ARN Pequeño no Traducido/genética , ARN/genética , Adulto , Animales , Secuencia de Bases , Northern Blotting , ADN Complementario/química , ADN Complementario/genética , Humanos , Masculino , Ratones , Datos de Secuencia Molecular , Conformación de Ácido Nucleico , ARN Pequeño no Traducido/sangre , ARN Pequeño no Traducido/química , Ribonucleoproteínas/genética , Análisis de Secuencia de ADN
9.
BMC Genomics ; 14: 298, 2013 May 02.
Artículo en Inglés | MEDLINE | ID: mdl-23638709

RESUMEN

BACKGROUND: Small RNAs complex with proteins to mediate a variety of functions in animals and plants. Some small RNAs, particularly miRNAs, circulate in mammalian blood and may carry out a signaling function by entering target cells and modulating gene expression. The subject of this study is a set of circulating 30-33 nt RNAs that are processed derivatives of the 5' ends of a small subset of tRNA genes, and closely resemble cellular tRNA derivatives (tRFs, tiRNAs, half-tRNAs, 5' tRNA halves) previously shown to inhibit translation initiation in response to stress in cultured cells. RESULTS: In sequencing small RNAs extracted from mouse serum, we identified abundant 5' tRNA halves derived from a small subset of tRNAs, implying that they are produced by tRNA type-specific biogenesis and/or release. The 5' tRNA halves are not in exosomes or microvesicles, but circulate as particles of 100-300 kDa. The size of these particles suggest that the 5' tRNA halves are a component of a macromolecular complex; this is supported by the loss of 5' tRNA halves from serum or plasma treated with EDTA, a chelating agent, but their retention in plasma anticoagulated with heparin or citrate. A survey of somatic tissues reveals that 5' tRNA halves are concentrated within blood cells and hematopoietic tissues, but scant in other tissues, suggesting that they may be produced by blood cells. Serum levels of specific subtypes of 5' tRNA halves change markedly with age, either up or down, and these changes can be prevented by calorie restriction. CONCLUSIONS: We demonstrate that 5' tRNA halves circulate in the blood in a stable form, most likely as part of a nucleoprotein complex, and their serum levels are subject to regulation by age and calorie restriction. They may be produced by blood cells, but their cellular targets are not yet known. The characteristics of these circulating molecules, and their known function in suppression of translation initiation, suggest that they are a novel form of signaling molecule.


Asunto(s)
Envejecimiento/genética , Células Sanguíneas/metabolismo , Restricción Calórica , ARN de Transferencia/sangre , ARN de Transferencia/genética , Animales , Ácido Edético/farmacología , Masculino , Ratones , MicroARNs/genética , MicroARNs/metabolismo , Nucleoproteínas/sangre , Iniciación de la Cadena Peptídica Traduccional/efectos de los fármacos , ARN de Transferencia/efectos de los fármacos , Distribución Tisular
10.
Physiol Genomics ; 44(6): 331-44, 2012 Mar 19.
Artículo en Inglés | MEDLINE | ID: mdl-22274562

RESUMEN

Sarcopenia is an age-associated loss of skeletal muscle mass and strength that increases the risk of disability. Calorie restriction (CR), the consumption of fewer calories while maintaining adequate nutrition, mitigates sarcopenia and many other age-related diseases. To identify potential mechanisms by which CR preserves skeletal muscle integrity during aging, we used mRNA-Seq for deep characterization of gene regulation and mRNA abundance in skeletal muscle of old mice compared with old mice subjected to CR. mRNA-Seq revealed complex CR-associated changes in expression of mRNA isoforms, many of which occur without a change in total message abundance and thus would not be detected by methods other than mRNA-Seq. Functional annotation of differentially expressed genes reveals CR-associated upregulation of pathways involved in energy metabolism and lipid biosynthesis, and downregulation of pathways mediating protein breakdown and oxidative stress, consistent with earlier microarray-based studies. CR-associated changes not noted in previous studies involved downregulation of genes controlling actin cytoskeletal structures and muscle development. These CR-associated changes reflect generally healthier muscle, consistent with CR's mitigation of sarcopenia. mRNA-Seq generates a rich picture of the changes in gene expression associated with CR, and may facilitate identification of genes that are primary mediators of CR's effects.


Asunto(s)
Envejecimiento/fisiología , Restricción Calórica , Regulación de la Expresión Génica/fisiología , Músculo Esquelético/fisiología , ARN Mensajero/metabolismo , Sarcopenia/prevención & control , Transcriptoma/fisiología , Animales , Secuencia de Bases , Vías Biosintéticas/genética , Vías Biosintéticas/fisiología , Western Blotting , Metabolismo Energético/genética , Metabolismo Energético/fisiología , Biblioteca de Genes , Masculino , Ratones , Datos de Secuencia Molecular , Músculo Esquelético/metabolismo , Estrés Oxidativo/fisiología , Reacción en Cadena en Tiempo Real de la Polimerasa , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Alineación de Secuencia , Análisis de Secuencia de ADN
11.
PLoS One ; 17(6): e0269554, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35687572

RESUMEN

INTRODUCTION: Cancer consistently remains one of the top causes of death in the United States every year, with many cancer deaths preventable if detected early. Circulating serum miRNAs are a promising, minimally invasive supplement or even an alternative to many current screening procedures. Many studies have shown that different serum miRNAs can discriminate healthy individuals from those with certain types of cancer. Although many of those miRNAs are often reported to be significant in one cancer type, they are also altered in other cancer types. Currently, very few studies have investigated serum miRNA biomarkers for multiple cancer types for general cancer screening purposes. METHOD: To identify serum miRNAs that would be useful in screening multiple types of cancers, microarray cancer datasets were curated, yielding 13 different types of cancer with a total of 3352 cancer samples and 2809 non-cancer samples. The samples were divided into training and validation sets. One hundred random forest models were built using the training set to select candidate miRNAs. The selected miRNAs were then used in the validation set to see how well they differentiate cancer from normal samples in an independent dataset. Furthermore, the interactions between these miRNAs and their target mRNAs were investigated. RESULT: The random forest models achieved an average of 97% accuracy in the training set with 95% bootstrap confidence interval of 0.9544 to 0.9778. The selected miRNAs were hsa-miR-663a, hsa-miR-6802-5p, hsa-miR-6784-5p, hsa-miR-3184-5p, and hsa-miR-8073. Each miRNA exhibited high area under the curve (AUC) value using receiver operating characteristic analysis. Moreover, the combination of four out of five miRNAs achieved the highest AUC value of 0.9815 with high sensitivity of 0.9773, indicating that these miRNAs have a high potential for cancer screening. miRNA-mRNA and protein-protein interaction analysis provided insights into how these miRNAs play a role in cancer.


Asunto(s)
MicroARN Circulante , MicroARNs , Neoplasias , Biomarcadores , Humanos , MicroARNs/genética , Neoplasias/diagnóstico , Neoplasias/genética , ARN Mensajero/genética , Curva ROC
12.
Biology (Basel) ; 11(4)2022 Mar 25.
Artículo en Inglés | MEDLINE | ID: mdl-35453708

RESUMEN

Crohn's disease (CD) and rheumatoid arthritis (RA) are immune mediated inflammatory diseases. Several studies indicate a role for microRNAs (miRNAs) in the pathogenesis of a variety of autoimmune diseases, including CD and RA. Our study's goal was to investigate circulating miRNAs in CD and RA patients to identify potential new biomarkers for early detection and personalized therapeutic approaches for autoimmune diseases. For this study, subjects with CD (n = 7), RA (n = 8) and healthy controls (n = 7) were recruited, and plasma was collected for miRNA sequencing. Comparison of the expression patterns of miRNAs between CD and healthy patients identified 99 differentially expressed miRNAs. Out of these miRNAs, 4 were down regulated, while 95 were up regulated. Comparison of miRNAs between RA and healthy patients identified 57 differentially expressed miRNAs. Out of those, 12 were down regulated, while 45 were up regulated. For all the miRNAs down regulated in CD and RA patients, 420 GO terms for biological processes were similarly regulated between both groups. Therefore, the identification of new plasma miRNAs allows the emergence of new biomarkers that can assist in the diagnosis and treatment of CD and RA.

13.
BMC Bioinformatics ; 12: 451, 2011 Nov 21.
Artículo en Inglés | MEDLINE | ID: mdl-22099972

RESUMEN

BACKGROUND: A feature common to all DNA sequencing technologies is the presence of base-call errors in the sequenced reads. The implications of such errors are application specific, ranging from minor informatics nuisances to major problems affecting biological inferences. Recently developed "next-gen" sequencing technologies have greatly reduced the cost of sequencing, but have been shown to be more error prone than previous technologies. Both position specific (depending on the location in the read) and sequence specific (depending on the sequence in the read) errors have been identified in Illumina and Life Technology sequencing platforms. We describe a new type of systematic error that manifests as statistically unlikely accumulations of errors at specific genome (or transcriptome) locations. RESULTS: We characterize and describe systematic errors using overlapping paired reads from high-coverage data. We show that such errors occur in approximately 1 in 1000 base pairs, and that they are highly replicable across experiments. We identify motifs that are frequent at systematic error sites, and describe a classifier that distinguishes heterozygous sites from systematic error. Our classifier is designed to accommodate data from experiments in which the allele frequencies at heterozygous sites are not necessarily 0.5 (such as in the case of RNA-Seq), and can be used with single-end datasets. CONCLUSIONS: Systematic errors can easily be mistaken for heterozygous sites in individuals, or for SNPs in population analyses. Systematic errors are particularly problematic in low coverage experiments, or in estimates of allele-specific expression from RNA-Seq data. Our characterization of systematic error has allowed us to develop a program, called SysCall, for identifying and correcting such errors. We conclude that correction of systematic errors is important to consider in the design and interpretation of high-throughput sequencing experiments.


Asunto(s)
Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Análisis de Secuencia de ADN/métodos , Análisis de Secuencia de ARN/métodos , Variación Genética , Genoma Humano , Secuenciación de Nucleótidos de Alto Rendimiento/normas , Humanos , Motivos de Nucleótidos , Polimorfismo de Nucleótido Simple , Proyectos de Investigación , Análisis de Secuencia de ADN/normas , Análisis de Secuencia de ARN/normas , Transcriptoma
14.
PLoS Comput Biol ; 6(8): e1000888, 2010 Aug 19.
Artículo en Inglés | MEDLINE | ID: mdl-20856582

RESUMEN

The ability to assay genome-scale methylation patterns using high-throughput sequencing makes it possible to carry out association studies to determine the relationship between epigenetic variation and phenotype. While bisulfite sequencing can determine a methylome at high resolution, cost inhibits its use in comparative and population studies. MethylSeq, based on sequencing of fragment ends produced by a methylation-sensitive restriction enzyme, is a method for methyltyping (survey of methylation states) and is a site-specific and cost-effective alternative to whole-genome bisulfite sequencing. Despite its advantages, the use of MethylSeq has been restricted by biases in MethylSeq data that complicate the determination of methyltypes. Here we introduce a statistical method, MetMap, that produces corrected site-specific methylation states from MethylSeq experiments and annotates unmethylated islands across the genome. MetMap integrates genome sequence information with experimental data, in a statistically sound and cohesive Bayesian Network. It infers the extent of methylation at individual CGs and across regions, and serves as a framework for comparative methylation analysis within and among species. We validated MetMap's inferences with direct bisulfite sequencing, showing that the methylation status of sites and islands is accurately inferred. We used MetMap to analyze MethylSeq data from four human neutrophil samples, identifying novel, highly unmethylated islands that are invisible to sequence-based annotation strategies. The combination of MethylSeq and MetMap is a powerful and cost-effective tool for determining genome-scale methyltypes suitable for comparative and association studies.


Asunto(s)
Metilación de ADN , Genoma Humano , Modelos Genéticos , Población/genética , Análisis de Secuencia de ADN/métodos , Programas Informáticos , Teorema de Bayes , Islas de CpG , Genómica/economía , Genómica/métodos , Humanos , Neutrófilos , Sulfitos/química
15.
Sci Rep ; 11(1): 13323, 2021 06 25.
Artículo en Inglés | MEDLINE | ID: mdl-34172784

RESUMEN

Lung cancer is one of the deadliest cancers in the world. Two of the most common subtypes, lung adenocarcinoma (LUAD) and lung squamous cell carcinoma (LUSC), have drastically different biological signatures, yet they are often treated similarly and classified together as non-small cell lung cancer (NSCLC). LUAD and LUSC biomarkers are scarce, and their distinct biological mechanisms have yet to be elucidated. To detect biologically relevant markers, many studies have attempted to improve traditional machine learning algorithms or develop novel algorithms for biomarker discovery. However, few have used overlapping machine learning or feature selection methods for cancer classification, biomarker identification, or gene expression analysis. This study proposes to use overlapping traditional feature selection or feature reduction techniques for cancer classification and biomarker discovery. The genes selected by the overlapping method were then verified using random forest. The classification statistics of the overlapping method were compared to those of the traditional feature selection methods. The identified biomarkers were validated in an external dataset using AUC and ROC analysis. Gene expression analysis was then performed to further investigate biological differences between LUAD and LUSC. Overall, our method achieved classification results comparable to, if not better than, the traditional algorithms. It also identified multiple known biomarkers, and five potentially novel biomarkers with high discriminating values between LUAD and LUSC. Many of the biomarkers also exhibit significant prognostic potential, particularly in LUAD. Our study also unraveled distinct biological pathways between LUAD and LUSC.


Asunto(s)
Adenocarcinoma del Pulmón/metabolismo , Adenocarcinoma del Pulmón/patología , Biomarcadores/metabolismo , Carcinoma de Células Escamosas/metabolismo , Carcinoma de Células Escamosas/patología , Neoplasias Pulmonares/metabolismo , Neoplasias Pulmonares/patología , Adenocarcinoma del Pulmón/genética , Femenino , Expresión Génica/genética , Perfilación de la Expresión Génica/métodos , Regulación Neoplásica de la Expresión Génica/genética , Técnicas Genéticas , Humanos , Pulmón/metabolismo , Pulmón/patología , Neoplasias Pulmonares/genética , Masculino , Pronóstico
16.
Med Hypotheses ; 157: 110704, 2021 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-34688214

RESUMEN

Cancers arise from single transformed cells from virtually every organ of the body, divide in a relatively uncontrolled manner, and metastasize widely. A search for a "magic bullet" to precisely diagnose, characterize, and ultimately treat cancer has largely failed because cancer cells do not differ significantly from their organ-specific cells of origin. Instead of searching for genomic, epigenetic, transcriptional, and translational differences between cancers and their cells of origin, we should paradoxically focus on what cancer cells have in common with their untransformed cells of origin. This redirected search will lead to improved diagnostic and therapeutic strategies where therapeutic index considerations and drug-limiting toxicities can largely be circumvented. We cite three cancer examples that illustrate this paradigm-shifting strategy: pseudomyxoma peritonei (PP), metastasis of unknown origin (cancers of unknown primary) (MUO), and cancers that arise from potentially dispensable organs (CAD). In each of these examples, the cell of cancer origin still provides the most reliable road map to its diagnosis, prognosis (biology), and therapy.


Asunto(s)
Neoplasias Peritoneales , Seudomixoma Peritoneal , Genómica , Humanos , Pronóstico
17.
J Gerontol A Biol Sci Med Sci ; 76(9): 1561-1570, 2021 08 13.
Artículo en Inglés | MEDLINE | ID: mdl-34387333

RESUMEN

The Ames dwarf (df/df) mouse is a well-established model for delayed aging. MicroRNAs (miRNAs), the most studied small noncoding RNAs (sncRNAs), may regulate ovarian aging to maintain a younger ovarian phenotype in df/df mice. In this study, we profile other types of ovarian sncRNAs, PIWI-interacting RNAs (piRNAs) and piRNA-like RNAs (piLRNAs), in young and aged df/df and normal mice. Half of the piRNAs derive from transfer RNA fragments (tRF-piRNAs). Aging and dwarfism alter the ovarian expression of these novel sncRNAs. Specific tRF-piRNAs that increased with age might target and decrease the expression of the breast cancer antiestrogen resistance protein 3 (BCAR3) gene in the ovaries of old df/df mice. A set of piLRNAs that decreased with age and map to D10Wsu102e mRNA may have trans-regulatory functions. Other piLRNAs that decreased with age potentially target and may de-repress transposable elements, leading to a beneficial impact on ovarian aging in df/df mice. These results identify unique responses in ovarian tissues with regard to aging and dwarfism. Overall, our findings highlight the complexity of the aging effects on gene expression and suggest that, in addition to miRNAs, piRNAs, piLRNAs, tRF-piRNAs, and their potential targets can be central players in the maintenance of a younger ovarian phenotype in df/df mice.


Asunto(s)
Envejecimiento/genética , Longevidad/genética , Ovario/metabolismo , ARN Interferente Pequeño/metabolismo , ARN Pequeño no Traducido/metabolismo , Animales , Enanismo Hipofisario/genética , Femenino , Ratones , Ratones Noqueados , Oogénesis/genética , Fenotipo
18.
Aging Cell ; 20(7): e13420, 2021 07.
Artículo en Inglés | MEDLINE | ID: mdl-34118183

RESUMEN

Reduced inflammation, increased insulin sensitivity, and protection against cancer are shared between humans and mice with GH/IGF1 deficiency. Beyond hormone levels, miRNAs are important regulators of metabolic changes associated with healthy aging. We hypothesized that GH deficiency in humans alters the abundance of circulating miRNAs and that a subset of those miRNAs may overlap with those found in GH-deficient mice. In this study, subjects with untreated congenital isolated GH deficiency (IGHD; n = 23) and control subjects matched by age and sex (n = 23) were recruited and serum was collected for miRNA sequencing. Serum miRNAs from young (6 month) and old (22 month) Ames dwarf (df/df) mice with GH deficiency and their WT littermates (n = 5/age/genotype group) were used for comparison. We observed 14 miRNAs regulated with a genotype by age effect and 19 miRNAs regulated with a genotype effect independent of age in serum of IGHD subjects. These regulated miRNAs are known for targeting pathways associated with longevity such as mTOR, insulin signaling, and FoxO. The aging function was overrepresented in IGHD individuals, mediated by hsa-miR-31, hsa-miR-146b, hsa-miR-30e, hsa-miR-100, hsa-miR-181b-2, hsa-miR-195, and hsa-miR-181b-1, which target the FoxO and mTOR pathways. Intriguingly, miR-181b-5p, miR-361-3p, miR-144-3p, and miR-155-5p were commonly regulated in the serum of humans and GH-deficient mice. In vitro assays confirmed target genes for the main up-regulated miRNAs, suggesting miRNAs regulated in IGHD individuals can regulate the expression of age-related genes. These findings indicate that systemic miRNAs regulated in IGHD individuals target pathways involved in aging in both humans and mice.


Asunto(s)
Enanismo Hipofisario/genética , MicroARNs/genética , Adulto , Animales , Femenino , Humanos , Masculino , Ratones , Persona de Mediana Edad
19.
Front Oncol ; 9: 959, 2019.
Artículo en Inglés | MEDLINE | ID: mdl-31616639

RESUMEN

Oral squamous cell carcinoma (OSCC) is the most common type of head and neck cancer and, as indicated by The Oral Cancer Foundation, kills at an alarming rate of roughly one person per hour. With this study, we aimed at better understanding disease mechanisms and identifying minimally invasive disease biomarkers by profiling novel small non-coding RNAs (specifically, tRNA halves and YRNA fragments) in both serum and tumor tissue from humans. Small RNA-Sequencing identified multiple 5' tRNA halves and 5' YRNA fragments that displayed significant differential expression levels in circulation and/or tumor tissue, as compared to control counterparts. In addition, by implementing a modification of weighted gene coexpression network analysis, we identified an upregulated genetic module comprised of 5' tRNA halves and miRNAs (miRNAs were described in previous study using the same samples) with significant association with the cancer trait. By consequently implementing miRNA-overtargeting network analysis, the biological function of the module (and by "guilt by association," the function of the 5' tRNA-Val-CAC-2-1 half) was found to involve the transcriptional targeting of specific genes involved in the negative regulation of the G1/S transition of the mitotic cell cycle. These findings suggest that 5' tRNA-Val-CAC-2-1 half (reduced in serum of OSCC patients and elevated in the tumor tissue) could potentially serve as an OSCC circulating biomarker and/or target for novel anticancer therapies. To our knowledge, this is the first time that the specific molecular function of a 5'-tRNA half is specifically pinpointed in OSCC.

20.
Biomark Cancer ; 10: 1179299X18759545, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-29497340

RESUMEN

Extracellular RNAs are gaining clinical interest as biofluid-based noninvasive markers for diseases, especially cancer. In particular, derivatives of transfer RNA (tRNA) are emerging as a new class of small-noncoding RNAs with high biomarker potential. We and others previously reported alterations in serum levels of specific tRNA halves in disease states including cancer. Here, we explored seminal fluid for tRNA halves as potential markers of prostate cancer. We found that 5' tRNA halves are abundant in seminal fluid and are elevated in prostate cancer relative to noncancer patients. Importantly, most of these tRNA halves are also detectable in prostatic tissues, and a subset were increased in malignant relative to adjacent normal tissue. These findings emphasize the potential of 5' tRNA halves as noninvasive markers for prostate cancer screening and diagnosis and provide leads for future work to elucidate a putative role of the 5' tRNA halves in carcinogenesis.

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