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1.
Cell ; 170(1): 72-85.e14, 2017 Jun 29.
Artículo en Inglés | MEDLINE | ID: mdl-28666126

RESUMEN

Maintenance of a minimal telomere length is essential to prevent cellular senescence. When critically short telomeres arise in the absence of telomerase, they can be repaired by homology-directed repair (HDR) to prevent premature senescence onset. It is unclear why specifically the shortest telomeres are targeted for HDR. We demonstrate that the non-coding RNA TERRA accumulates as HDR-promoting RNA-DNA hybrids (R-loops) preferentially at very short telomeres. The increased level of TERRA and R-loops, exclusively at short telomeres, is due to a local defect in RNA degradation by the Rat1 and RNase H2 nucleases, respectively. Consequently, the coordination of TERRA degradation with telomere replication is altered at shortened telomeres. R-loop persistence at short telomeres contributes to activation of the DNA damage response (DDR) and promotes recruitment of the Rad51 recombinase. Thus, the telomere length-dependent regulation of TERRA and TERRA R-loops is a critical determinant of the rate of replicative senescence.


Asunto(s)
Ciclo Celular , Saccharomyces cerevisiae/citología , Saccharomyces cerevisiae/metabolismo , Telómero/metabolismo , Senescencia Celular , Daño del ADN , Exorribonucleasas/metabolismo , Hibridación de Ácido Nucleico , Reparación del ADN por Recombinación , Proteínas Represoras/metabolismo , Saccharomyces cerevisiae/genética , Proteínas de Saccharomyces cerevisiae/metabolismo , Telómero/química , Proteínas de Unión a Telómeros/metabolismo
2.
Mol Cell ; 82(21): 4001-4017.e7, 2022 11 03.
Artículo en Inglés | MEDLINE | ID: mdl-36265488

RESUMEN

Alternative lengthening of telomeres (ALT) is a homology-directed repair (HDR) mechanism of telomere elongation that controls proliferation in subsets of aggressive cancer. Recent studies have revealed that telomere repeat-containing RNA (TERRA) promotes ALT-associated HDR (ALT-HDR). Here, we report that RAD51AP1, a crucial ALT factor, interacts with TERRA and utilizes it to generate D- and R-loop HR intermediates. We also show that RAD51AP1 binds to and might stabilize TERRA-containing R-loops as RAD51AP1 depletion reduces R-loop formation at telomere DNA breaks. Proteomic analyses uncover a role for RAD51AP1-mediated TERRA R-loop homeostasis in a mechanism of chromatin-directed suppression of TERRA and prevention of transcription-replication collisions (TRCs) during ALT-HDR. Intriguingly, we find that both TERRA binding and this non-canonical function of RAD51AP1 require its intrinsic SUMO-SIM regulatory axis. These findings provide insights into the multi-contextual functions of RAD51AP1 within the ALT mechanism and regulation of TERRA.


Asunto(s)
ARN Largo no Codificante , Homeostasis del Telómero , Cromatina/genética , Proteómica , Telómero/genética , Telómero/metabolismo , ARN Largo no Codificante/genética , Homeostasis
3.
Mol Cell ; 82(21): 3985-4000.e4, 2022 11 03.
Artículo en Inglés | MEDLINE | ID: mdl-36265486

RESUMEN

Alternative lengthening of telomeres (ALT), a telomerase-independent process maintaining telomeres, is mediated by break-induced replication (BIR). RAD52 promotes ALT by facilitating D-loop formation, but ALT also occurs through a RAD52-independent BIR pathway. Here, we show that the telomere non-coding RNA TERRA forms dynamic telomeric R-loops and contributes to ALT activity in RAD52 knockout cells. TERRA forms R-loops in vitro and at telomeres in a RAD51AP1-dependent manner. The formation of R-loops by TERRA increases G-quadruplexes (G4s) at telomeres. G4 stabilization enhances ALT even when TERRA is depleted, suggesting that G4s act downstream of R-loops to promote BIR. In vitro, the telomeric R-loops assembled by TERRA and RAD51AP1 generate G4s, which persist after R-loop resolution and allow formation of telomeric D-loops without RAD52. Thus, the dynamic telomeric R-loops formed by TERRA and RAD51AP1 enable the RAD52-independent ALT pathway, and G4s orchestrate an R- to D-loop switch at telomeres to stimulate BIR.


Asunto(s)
ARN Largo no Codificante , Telomerasa , Homeostasis del Telómero , Telómero/genética , Telómero/metabolismo , Telomerasa/genética , Telomerasa/metabolismo , Estructuras R-Loop/genética , Reparación del ADN
4.
Semin Cell Dev Biol ; 157: 3-23, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38088000

RESUMEN

TERRA is a class of telomeric repeat-containing RNAs that are expressed from telomeres in multiple organisms. TERRA transcripts play key roles in telomere maintenance and their physiological levels are essential to maintain the integrity of telomeric DNA. Indeed, deregulated TERRA expression or its altered localization can impact telomere stability by multiple mechanisms including fueling transcription-replication conflicts, promoting resection of chromosome ends, altering the telomeric chromatin, and supporting homologous recombination. Therefore, a fine-tuned control of TERRA is important to maintain the integrity of the genome. Several studies have reported that different cell lines express substantially different levels of TERRA. Most importantly, TERRA levels markedly vary among telomeres of a given cell type, indicating the existence of telomere-specific regulatory mechanisms which may help coordinate TERRA functions. TERRA molecules contain distinct subtelomeric sequences, depending on their telomere of origin, which may instruct specific post-transcriptional modifications or mediate distinct functions. In addition, all TERRA transcripts share a repetitive G-rich sequence at their 3' end which can form DNA:RNA hybrids and fold into G-quadruplex structures. Both structures are involved in TERRA functions and can critically affect telomere stability. In this review, we examine the mechanisms controlling TERRA levels and the impact of their telomere-specific regulation on telomere stability. We compare evidence obtained in different model organisms, discussing recent advances as well as controversies in the field. Furthermore, we discuss the importance of DNA:RNA hybrids and G-quadruplex structures in the context of TERRA biology and telomere maintenance.


Asunto(s)
ARN Largo no Codificante , ARN Largo no Codificante/genética , Cromatina , ADN , Telómero/genética
5.
Trends Genet ; 39(8): 593-595, 2023 08.
Artículo en Inglés | MEDLINE | ID: mdl-37179160

RESUMEN

Telomeres are transcribed into long noncoding telomeric repeat-containing RNA (TERRA). Or so we thought. Recently, Al-Turki and Griffith provided evidence that TERRA can code for valine-arginine (VR) or glycine-leucine (GL) dipeptide repeat proteins by undergoing repeat-associated non-ATG (RAN) translation. This finding uncovers a new mechanism by which telomeres can impact cellular function.


Asunto(s)
ARN Largo no Codificante , ARN Largo no Codificante/genética , Telómero/genética , Telómero/metabolismo
6.
RNA ; 30(8): 955-966, 2024 Jul 16.
Artículo en Inglés | MEDLINE | ID: mdl-38777382

RESUMEN

The long noncoding RNA TERRA is transcribed from telomeres in virtually all eukaryotes with linear chromosomes. In humans, TERRA transcription is driven in part by promoters comprising CpG dinucleotide-rich repeats of 29 bp repeats, believed to be present in half of the subtelomeres. Thus far, TERRA expression has been analyzed mainly using molecular biology-based approaches that only generate partial and somehow biased results. Here, we present a novel experimental pipeline to study human TERRA based on long-read sequencing (TERRA ONTseq). By applying TERRA ONTseq to different cell lines, we show that the vast majority of human telomeres produce TERRA and that the cellular levels of TERRA transcripts vary according to their chromosomes of origin. Using TERRA ONTseq, we also identified regions containing TERRA transcription start sites (TSSs) in more than half of human subtelomeres. TERRA TSS regions are generally found immediately downstream from 29 bp repeat-related sequences, which appear to be more widespread than previously estimated. Finally, we isolated a novel TERRA promoter from the highly expressed subtelomere of the long arm of Chromosome 7. With the development of TERRA ONTseq, we provide a refined picture of human TERRA biogenesis and expression and we equip the scientific community with an invaluable tool for future studies.


Asunto(s)
Regiones Promotoras Genéticas , ARN Largo no Codificante , Telómero , Sitio de Iniciación de la Transcripción , Transcriptoma , Humanos , Telómero/genética , Telómero/metabolismo , ARN Largo no Codificante/genética , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Análisis de Secuencia de ARN/métodos
7.
Bioessays ; 46(8): e2300229, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-38922965

RESUMEN

In billion years of evolution, eukaryotes preserved the chromosome ends with arrays of guanine repeats surrounded by thymines and adenines, which can form stacks of four-stranded planar structure known as G-quadruplex (G4). The rationale behind the evolutionary conservation of the G4 structure at the telomere remained elusive. Our recent study has shed light on this matter by revealing that telomere G4 undergoes oscillation between at least two distinct folded conformations. Additionally, tumor suppressor BRCA2 exhibits a unique mode of interaction with telomere G4. To elaborate, BRCA2 directly interacts with G-triplex (G3)-derived intermediates that form during the interconversion of the two different G4 states. In doing so, BRCA2 remodels the G4, facilitating the restart of stalled replication forks. In this review, we succinctly summarize the findings regarding the dynamicity of telomeric G4, emphasize its importance in maintaining telomere replication homeostasis, and the physiological consequences of losing G4 dynamicity at the telomere.


Asunto(s)
Proteína BRCA2 , Replicación del ADN , G-Cuádruplex , Telómero , Humanos , Telómero/metabolismo , Telómero/genética , Proteína BRCA2/metabolismo , Proteína BRCA2/genética , Animales
8.
Proc Natl Acad Sci U S A ; 120(9): e2221529120, 2023 02 28.
Artículo en Inglés | MEDLINE | ID: mdl-36812212

RESUMEN

Mammalian telomeres consist of (TTAGGG)n repeats. Transcription of the C-rich strand generates a G-rich RNA, termed TERRA, containing G-quadruplex structures. Recent discoveries in several human nucleotide expansion diseases revealed that RNA transcripts containing long runs of 3 or 6 nt repeats which can form strong secondary structures can be translated in multiple frames to generate homopeptide or dipeptide repeat proteins, and multiple studies have shown them to be toxic in cells. We noted that the translation of TERRA would generate two dipeptide repeat proteins: highly charged repeating valine-arginine (VR)n and hydrophobic repeating glycine-leucine (GL)n. Here, we synthesized these two dipeptide proteins and raised polyclonal antibodies to VR. The VR dipeptide repeat protein binds nucleic acids and localizes strongly to replication forks in DNA. Both VR and GL form long 8-nm filaments with amyloid properties. Using labeled antibodies to VR and laser scanning confocal microscopy, threefold to fourfold more VR was observed in the nuclei of cell lines containing elevated TERRA as contrasted to a primary fibroblast line. Induction of telomere dysfunction via knockdown of TRF2 led to higher amounts of VR, and alteration of TERRA levels using a locked nucleic acid (LNA) GapmeR led to large nuclear VR aggregates. These observations suggest that telomeres, in particular in cells undergoing telomere dysfunction, may express two dipeptide repeat proteins with potentially strong biological properties.


Asunto(s)
Arginina , ARN , Animales , Humanos , ARN/metabolismo , Leucina/genética , Arginina/genética , Valina , Dipéptidos/genética , Telómero/metabolismo , Mamíferos/genética
9.
Proc Natl Acad Sci U S A ; 119(39): e2208669119, 2022 09 27.
Artículo en Inglés | MEDLINE | ID: mdl-36122232

RESUMEN

A substantial number of human cancers are telomerase-negative and elongate physiologically damaged telomeres through a break-induced replication (BIR)-based mechanism known as alternative lengthening of telomeres (ALT). We recently demonstrated that inhibiting the transcription of the telomeric long noncoding RNA TERRA suppresses telomere damage and ALT features, indicating that telomere transcription is a main trigger of ALT activity. Here we show that experimentally increased TERRA transcription not only increases ALT features, as expected, but also causes rapid loss of telomeric DNA through a pathway that requires the endonuclease Mus81. Our data indicate that the ALT mechanism can endanger telomere integrity if not properly controlled and point to TERRA transcription as a uniquely versatile target for therapy.


Asunto(s)
ARN Largo no Codificante , Telomerasa , ADN , Endonucleasas/metabolismo , Humanos , Telomerasa/genética , Telómero/genética , Telómero/metabolismo
10.
Trends Genet ; 37(7): 608-611, 2021 07.
Artículo en Inglés | MEDLINE | ID: mdl-33663806

RESUMEN

Long noncoding (lnc)RNAs derived from telomeres, the ends of linear eukaryotic chromosomes, help to maintain telomere length and stability by multiple means, including regulation of telomerase activity and recombination-based telomere maintenance. New findings in yeast promote a model in which telomere attachment to the nuclear envelope regulates telomere transcription and maintenance.


Asunto(s)
Membrana Nuclear/genética , ARN Largo no Codificante/genética , Homeostasis del Telómero/genética , Transcripción Genética , Proteínas de Unión al ADN/genética , Humanos , Saccharomyces cerevisiae/genética , Telomerasa/genética , Telómero/genética
11.
Drug Chem Toxicol ; : 1-9, 2024 Sep 03.
Artículo en Inglés | MEDLINE | ID: mdl-39227349

RESUMEN

Sulfur mustard (SM) exposure has delayed harmful effects, including premature biological aging. This study aimed to evaluate the expression of aging markers (i.e., ANRIL, P16INK4a, TBX2, and TERRA) and assess their correlation with the severity of SM exposure in the long term. The study was conducted on two volunteer groups. 1) SM-exposed group, exposed to SM once in 1987 during the war; divided into three subgroups based on the injury severity, asymptomatic (without any clinical signs), mild, and severe; 2) Non-exposed group. In the SM-exposed group, ANRIL transcript was decreased, especially in subgroups of mild and severe. TBX2 transcript was also decreased in the total SM-exposed group. This decrease was more significant in the mild and severe subgroups than in asymptomatic ones. P16INK4a transcript was increased in the SM-exposed group, especially in the asymptomatic subgroup. The increase in TERRA transcript was also significant in all subgroups. There was a positive correlation between the TERRA transcript and the severity of injury, while this correlation was negative for the ANRIL. It is concluded that the delayed toxicity of SM may be associated with dysregulation of aging markers leading to premature cellular aging. These markers' alterations differed according to the severity of SM injury.

12.
Arch Pharm (Weinheim) ; 357(10): e2400269, 2024 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-39365272

RESUMEN

Resveratrol (RSV) is a nutraceutical compound belonging to the nonflavonoid polyphenol family, whose antioxidants, anti-inflammatory, and antitumoral properties have been widely investigated. The ability of RSV to provide beneficial effects for neurological, cardiovascular, and cancer disorders rekindled the interest to explore the molecular mechanisms behind its pleiotropic effects, which are due to the modulation of coding and noncoding genes involved in many key biological pathways. With a computational approach, including docking studies and thermodynamics calculations followed by 200-ns-long molecular dynamics and a clustering analysis, we hypothesized the stabilizing binding between RSV and G4 structures of telomeric repeat-containing RNA (TERRA), which is a tumor-suppressive long noncoding RNAs (lncRNA) involved in the regulation of telomere maintenance. In vitro studies performed on cellular models of multiple myeloma (MM) strengthened our hypothesis by highlighting that the antiproliferative and apoptotic effect induced by the treatment with RSV is associated with an increase of TERRA transcript and with upregulation of telomeric heterochromatin markers, such as H3K27Me3 and H4K20Me3, and of the hallmark of apoptosis, cleaved-poly(ADP-ribose) polymerase-1. Our results propose innovative insights underlying the multifaceted role of RSV in MM, by pointing out the role of this natural compound in an lncRNA-mediated regulation to counteract cellular immortality.


Asunto(s)
G-Cuádruplex , Mieloma Múltiple , ARN Largo no Codificante , Resveratrol , Resveratrol/farmacología , Resveratrol/química , Resveratrol/síntesis química , Humanos , Mieloma Múltiple/tratamiento farmacológico , Mieloma Múltiple/patología , G-Cuádruplex/efectos de los fármacos , ARN Largo no Codificante/genética , ARN Largo no Codificante/metabolismo , Proliferación Celular/efectos de los fármacos , Apoptosis/efectos de los fármacos , Línea Celular Tumoral , Simulación del Acoplamiento Molecular , Antineoplásicos Fitogénicos/farmacología , Antineoplásicos Fitogénicos/química , Simulación de Dinámica Molecular
13.
Sensors (Basel) ; 24(1)2024 Jan 03.
Artículo en Inglés | MEDLINE | ID: mdl-38203148

RESUMEN

Three-dimensional (3D) modeling of trees has many applications in various areas, such as forest and urban planning, forest health monitoring, and carbon sequestration, to name a few. Unmanned Aerial Vehicle (UAV) photogrammetry has recently emerged as a low cost, rapid, and accurate method for 3D modeling of urban and forest trees replacing the costly traditional methods such as plot measurements and surveying. There are numerous commercial and open-source software programs available, each processing UAV data differently to generate forest 3D modeling and photogrammetric products, including point clouds, Digital Surface Models (DSMs), Canopy Height Models (CHMs), and orthophotos in forest areas. The objective of this study is to compare the three widely-used commercial software packages, namely, AgiSoft Photoscan (Metashape) V 1.7.3, PIX4DMapper (Pix4D) V 4.4.12, and DJI Terra V 3.7.6 for processing UAV data over forest areas from three perspectives: point cloud density and reconstruction quality, computational time, DSM assessment for height accuracy (z) and ability of tree detection on DSM. Three datasets, captured by UAVs on the same day at three different flight altitudes, were used in this study. The first, second, and third datasets were collected at altitudes of 60 m, 100 m, and 120 m, respectively over a forested area in Tully, New York. While the first and third datasets were taken horizontally, the second dataset was taken 20 degrees off-nadir to investigate the impact of oblique images. Results show that Pix4D and AgiSoft generate 2.5 times denser point clouds than DJI Terra. However, reconstruction quality evaluation using the Iterative Closest Point method (ICP) shows DJI Terra has fewer gaps in the point cloud and performed better than AgiSoft and Pix4D in generating a point cloud of trees, power lines and poles despite producing a fewer number of points. In other words, the outperformance in key points detection and an improved matching algorithm are key factors in generating improved final products. The computational time comparison demonstrates that the processing time for AgiSoft and DJI Terra is roughly half that of Pix4D. Furthermore, DSM elevation profiles demonstrate that the estimated height variations between the three software range from 0.5 m to 2.5 m. DJI Terra's estimated heights are generally greater than those of AgiSoft and Pix4D. Furthermore, DJI Terra outperforms AgiSoft and Pix4D for modeling the height contour of trees, buildings, and power lines and poles, followed by AgiSoft and Pix4D. Finally, in terms of the ability of tree detection, DJI Terra outperforms AgiSoft and Pix4D in generating a comprehensive DSM as a result of fewer gaps in the point cloud. Consequently, it stands out as the preferred choice for tree detection applications. The results of this paper can help 3D model users to have confidence in the reliability of the generated 3D models by comprehending the accuracy of the employed software.

14.
RNA ; 27(1): 106-121, 2021 01.
Artículo en Inglés | MEDLINE | ID: mdl-33127860

RESUMEN

Telomeric repeat-containing RNA (TERRA) molecules play important roles at telomeres, from heterochromatin regulation to telomerase activity control. In human cells, TERRA is transcribed from subtelomeric promoters located on most chromosome ends and associates with telomeres. The origin of mouse TERRA molecules is, however, unclear, as transcription from the pseudoautosomal PAR locus was recently suggested to account for the vast majority of TERRA in embryonic stem cells (ESC). Here, we confirm the production of TERRA from both the chromosome 18q telomere and the PAR locus in mouse embryonic fibroblasts, ESC, and various mouse cancer and immortalized cell lines, and we identify two novel sources of TERRA on mouse chromosome 2 and X. Using various approaches, we show that PAR-TERRA molecules account for the majority of TERRA transcripts, displaying an increase of two to four orders of magnitude compared to the telomeric 18q transcript. Finally, we present a SILAC-based pull-down screen revealing a large overlap between TERRA-interacting proteins in human and mouse cells, including PRC2 complex subunits, chromatin remodeling factors, DNA replication proteins, Aurora kinases, shelterin complex subunits, Bloom helicase, Coilin, and paraspeckle proteins. Hence, despite originating from distinct genomic regions, mouse and human TERRA are likely to play similar functions in cells.


Asunto(s)
Regulación Neoplásica de la Expresión Génica , Neoplasias/genética , ARN Mensajero/genética , Telómero/química , Transcriptoma , Animales , Aurora Quinasas/genética , Aurora Quinasas/metabolismo , Línea Celular Tumoral , Cromosomas de los Mamíferos/química , Cromosomas de los Mamíferos/metabolismo , Biología Computacional/métodos , Fibroblastos/citología , Fibroblastos/metabolismo , Redes Reguladoras de Genes , Células Precursoras de Granulocitos/citología , Células Precursoras de Granulocitos/metabolismo , Células HeLa , Humanos , Ratones , Monocitos/citología , Monocitos/metabolismo , Células Madre Embrionarias de Ratones/citología , Células Madre Embrionarias de Ratones/metabolismo , Neoplasias/metabolismo , Neoplasias/patología , Neuronas/citología , Neuronas/metabolismo , Proteínas Nucleares/genética , Proteínas Nucleares/metabolismo , ARN Mensajero/clasificación , ARN Mensajero/metabolismo , Proteínas de Unión al ARN/clasificación , Proteínas de Unión al ARN/genética , Proteínas de Unión al ARN/metabolismo , RecQ Helicasas/genética , RecQ Helicasas/metabolismo , Complejo Shelterina , Telómero/metabolismo , Proteínas de Unión a Telómeros/genética , Proteínas de Unión a Telómeros/metabolismo
15.
RNA Biol ; 20(1): 95-108, 2023 01.
Artículo en Inglés | MEDLINE | ID: mdl-36974034

RESUMEN

Telomeres are terminal structures that define the ends of linear chromosomes. They harbour specialized ribonucleoprotein complexes which play a major role in genome integrity by preventing unscheduled DNA damage repair events. Genes located adjacent to telomere repeat sequences are repressed by a phenomenon called telomere position effect (TPE) via epigenetic silencing. RNA surveillance pathways post-transcriptionally regulate any leaky transcripts arising from the telomeres. Recently, multiple non-coding RNA species originate from telomere ends, namely, TERRA (telomeric repeat-containing RNA), ARRET, sub-telomeric XUTs and sub-telomeric CUTs have been identified. In this study, we report a role for the transcription termination complex (Rtt103-Rai1-Rat1) in regulating the abundance of the sub-telomeric transcripts in a transcription-dependent manner. We show that the Rtt103 mutants have elevated levels of TERRA and other sub-telomeric transcripts that are usually silenced. Our study suggests that Rtt103 potentially recruits the exonuclease, Rat1 in a RNA polymerase II dependent manner to degrade these transcripts and regulate their levels in the cell.


Asunto(s)
Proteínas de Saccharomyces cerevisiae , Saccharomyces cerevisiae , Saccharomyces cerevisiae/genética , Saccharomyces cerevisiae/metabolismo , Transcripción Genética , Telómero/genética , Telómero/metabolismo , Proteínas de Saccharomyces cerevisiae/genética , Proteínas de Saccharomyces cerevisiae/metabolismo , ARN/genética , Proteínas de Unión al ARN/genética , Proteínas de Unión al ARN/metabolismo , Exorribonucleasas/metabolismo
16.
Pediatr Dermatol ; 40(5): 894-896, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-36805664

RESUMEN

Terra firma-forme dermatosis (TFFD) is a rare, acquired keratinization disorder that predominantly affects children and young adults. Herein, we report three unusual cases of penile TFFD in children and the histopathologic and ultrastructural observations.


Asunto(s)
Hiperpigmentación , Adulto Joven , Humanos , Niño , Hiperpigmentación/diagnóstico , Hiperpigmentación/tratamiento farmacológico , Hiperpigmentación/patología , 2-Propanol , Enfermedades Raras
17.
Sensors (Basel) ; 23(19)2023 Sep 27.
Artículo en Inglés | MEDLINE | ID: mdl-37836951

RESUMEN

Soil, a significant natural resource, plays a crucial role in supporting various ecosystems and serves as the foundation of Pakistan's economy due to its primary use in agriculture. Hence, timely monitoring of soil type and salinity is essential. However, traditional methods for identifying soil types and detecting salinity are time-consuming, requiring expert intervention and extensive laboratory experiments. The objective of this study is to propose a model that leverages MODIS Terra data to identify soil types and detect soil salinity. To achieve this, 195 soil samples were collected from Lahore, Kot Addu, and Kohat, dating from October 2022 to November 2022. Simultaneously, spectral data of the same regions were obtained to spatially map soil types and salinity of bare land. The spectral reflectance of band values, salinity indices, and vegetation indices were utilized to classify the soil types and predict soil salinity. To perform the classification and regression tasks, the study employed three popular techniques in the research community: Random Forest (RF), Ada Boost (AB), and Gradient Boosting (GB), along with Decision Tree (DT), K-Nearest Neighbor (KNN), and Extra Tree (ET). A 70-30 test train validation split was used for the implementation of these techniques. The efficacy of the multi-class classification models for soil types was evaluated using accuracy, precision, recall, and f1-score. On the other hand, the regression models' performances were evaluated and compared using R-squared (R2), Mean Squared Error (MSE), Mean Absolute Error (MAE), and Root Mean Squared Error (RMSE). The results demonstrated that Random Forest outperformed other methods for both predicting soil types (accuracy = 65.38, precision = 0.60, recall = 0.57, and f1-score = 0.57) and predicting salinity (R2 = 0.90, MAE = 0.56, MSE = 0.98, RMSE = 0.97). Finally, the study designed a web portal to enable real-time prediction of soil types and salinity using these models. This web portal can be utilized by farmers and decision-makers to make informed decisions regarding soil, crop cultivation, and agricultural planning.

18.
Int J Mol Sci ; 23(6)2022 Mar 18.
Artículo en Inglés | MEDLINE | ID: mdl-35328692

RESUMEN

The long noncoding RNA (lncRNA) telomeric repeat-containing RNA (TERRA) has been associated with telomeric homeostasis, telomerase recruitment, and the process of chromosome healing; nevertheless, the impact of this association has not been investigated during the carcinogenic process. Determining whether changes in TERRA expression are a cause or a consequence of cell transformation is a complex task because studies are usually carried out using either cancerous cells or tumor samples. To determine the role of this lncRNA in cellular aging and chromosome healing, we evaluated telomeric integrity and TERRA expression during the establishment of a clone of untransformed myeloid cells. We found that reduced expression of TERRA disturbed the telomeric homeostasis of certain loci, but the expression of the lncRNA was affected only when the methylation of subtelomeric bivalent chromatin domains was compromised. We conclude that the disruption in TERRA homeostasis is a consequence of cellular transformation and that changes in its expression profile can lead to telomeric and genomic instability.


Asunto(s)
ARN Largo no Codificante , Homeostasis del Telómero , Cromatina/genética , Heterocromatina , Metilación , ARN Largo no Codificante/genética , ARN Largo no Codificante/metabolismo , Telómero/genética , Telómero/metabolismo
19.
Int J Mol Sci ; 23(18)2022 Sep 09.
Artículo en Inglés | MEDLINE | ID: mdl-36142374

RESUMEN

RNA-protein interactions drive key cellular pathways such as protein translation, nuclear organization and genome stability maintenance. The human telomeric protein TRF2 binds to the long noncoding RNA TERRA through independent domains, including its N-terminal B domain. We previously demonstrated that TRF2 B domain binding to TERRA supports invasion of TERRA into telomeric double stranded DNA, leading to the formation of telomeric RNA:DNA hybrids. The other telomeric protein TRF1, which also binds to TERRA, suppresses this TRF2-associated activity by preventing TERRA-B domain interactions. Herein, we show that the binding of both TRF1 and TRF2 to TERRA depends on the ability of the latter to form G-quadruplex structures. Moreover, a cluster of arginines within the B domain is largely responsible for its binding to TERRA. On the other side, a patch of glutamates within the N-terminal A domain of TRF1 mainly accounts for the inhibition of TERRA-B domain complex formation. Finally, mouse TRF2 B domain binds to TERRA, similarly to its human counterpart, while mouse TRF1 A domain lacks the inhibitory activity. Our data shed further light on the complex crosstalk between telomeric proteins and RNAs and suggest a lack of functional conservation in mouse.


Asunto(s)
ARN Largo no Codificante , Proteína 1 de Unión a Repeticiones Teloméricas , Proteína 2 de Unión a Repeticiones Teloméricas , Animales , ADN/química , Glutamatos , Humanos , Ratones , ARN Largo no Codificante/genética , Telómero/genética , Telómero/metabolismo , Proteína 1 de Unión a Repeticiones Teloméricas/química , Proteína 1 de Unión a Repeticiones Teloméricas/genética , Proteína 1 de Unión a Repeticiones Teloméricas/metabolismo , Proteína 2 de Unión a Repeticiones Teloméricas/genética
20.
Int J Mol Sci ; 23(11)2022 May 31.
Artículo en Inglés | MEDLINE | ID: mdl-35682861

RESUMEN

Non-coding RNAs are transcribed from telomeres and the telomeric repeat-containing RNAs (TERRA) are implicated in telomere homeostasis and in cancer. In this study, we aimed to assess in hepatocellular carcinoma (HCC) the cellular and extracellular expression of TERRA, the telomerase RNA subunit (TERC) and the telomerase catalytic subunit (TERT). We determined by qPCR the expression level of TERRA 1_2_10_13q, TERRA 15q, TERRA XpYp, TERC and of TERT mRNA in HCC tissues and in the plasma of HCC patients. Further, we profiled the same transcripts in the HCC cell lines, HA22T/VGH and SKHep1C3, and in the extracellular vesicles (EVs) derived from their secretomes. We found that the expression of TERRA and TERT mRNA was significantly deregulated in HCC, being TERRA downregulated and TERT mRNA upregulated in HCC tissues vs. the peritumoral (PT) ones, and the receiver operating characteristic (ROC) curve analyses revealed a significant ability in discriminating HCC from PT tissue. Further, the determinations of circulating TERRA and TERC showed higher amounts of these transcripts in the plasma of HCC patients vs. controls and ROC analyses gave significant results. The expression characterization of the cultured HCC cells showed their ability to produce and secrete TERRA and TERC into the EVs; the ability to produce TERT mRNA that was not detectable in the EVs; and the ability to respond to sorafenib treatment increasing TERRA expression. Our results highlight that: (i) both cellular and extracellular expressions of TERRA and TERC are dysregulated in HCC as well as the cellular expression of TERT mRNA and (ii) the combined detection of TERRA and TERC in plasma may represent a promising approach for non-invasive diagnostic molecular indicators of HCC.


Asunto(s)
Carcinoma Hepatocelular , Neoplasias Hepáticas , ARN Largo no Codificante , Telomerasa , Carcinoma Hepatocelular/genética , Humanos , Neoplasias Hepáticas/genética , ARN , ARN Largo no Codificante/genética , ARN Mensajero/genética , Telomerasa/genética , Telomerasa/metabolismo , Telómero/metabolismo
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