Your browser doesn't support javascript.
loading
Show: 20 | 50 | 100
Results 1 - 20 de 26
Filter
Add more filters










Publication year range
1.
Nat Commun ; 15(1): 3584, 2024 Apr 27.
Article in English | MEDLINE | ID: mdl-38678026

ABSTRACT

HROB promotes the MCM8-9 helicase in DNA damage response. To understand how HROB activates MCM8-9, we defined their interaction interface. We showed that HROB makes important yet transient contacts with both MCM8 and MCM9, and binds the MCM8-9 heterodimer with the highest affinity. MCM8-9-HROB prefer branched DNA structures, and display low DNA unwinding processivity. MCM8-9 unwinds DNA as a hexamer that assembles from dimers on DNA in the presence of ATP. The hexamer involves two repeating protein-protein interfaces between the alternating MCM8 and MCM9 subunits. One of these interfaces is quite stable and forms an obligate heterodimer across which HROB binds. The other interface is labile and mediates hexamer assembly, independently of HROB. The ATPase site formed at the labile interface contributes disproportionally more to DNA unwinding than that at the stable interface. Here, we show that HROB promotes DNA unwinding downstream of MCM8-9 loading and ring formation on ssDNA.


Subject(s)
DNA Repair , DNA-Binding Proteins , Minichromosome Maintenance Proteins , Humans , Adenosine Triphosphate/metabolism , DNA/metabolism , DNA/chemistry , DNA, Single-Stranded/metabolism , DNA-Binding Proteins/metabolism , Minichromosome Maintenance Proteins/metabolism , Minichromosome Maintenance Proteins/genetics , Protein Binding , Protein Multimerization , DNA Repair/genetics
2.
Cell ; 187(4): 861-881.e32, 2024 Feb 15.
Article in English | MEDLINE | ID: mdl-38301646

ABSTRACT

Genomic instability can trigger cancer-intrinsic innate immune responses that promote tumor rejection. However, cancer cells often evade these responses by overexpressing immune checkpoint regulators, such as PD-L1. Here, we identify the SNF2-family DNA translocase SMARCAL1 as a factor that favors tumor immune evasion by a dual mechanism involving both the suppression of innate immune signaling and the induction of PD-L1-mediated immune checkpoint responses. Mechanistically, SMARCAL1 limits endogenous DNA damage, thereby suppressing cGAS-STING-dependent signaling during cancer cell growth. Simultaneously, it cooperates with the AP-1 family member JUN to maintain chromatin accessibility at a PD-L1 transcriptional regulatory element, thereby promoting PD-L1 expression in cancer cells. SMARCAL1 loss hinders the ability of tumor cells to induce PD-L1 in response to genomic instability, enhances anti-tumor immune responses and sensitizes tumors to immune checkpoint blockade in a mouse melanoma model. Collectively, these studies uncover SMARCAL1 as a promising target for cancer immunotherapy.


Subject(s)
B7-H1 Antigen , DNA Helicases , Immunity, Innate , Melanoma , Tumor Escape , Animals , Mice , B7-H1 Antigen/metabolism , Genomic Instability , Melanoma/immunology , Melanoma/metabolism , DNA Helicases/metabolism
3.
bioRxiv ; 2023 Jun 12.
Article in English | MEDLINE | ID: mdl-37398313

ABSTRACT

The human MCM8-9 helicase functions in concert with HROB in the context of homologous recombination, but its precise function is unknown. To gain insights into how HROB regulates MCM8-9, we first used molecular modeling and biochemistry to define their interaction interface. We show that HROB makes important contacts with both MCM8 and MCM9 subunits, which directly promotes its DNA-dependent ATPase and helicase activities. MCM8-9-HROB preferentially binds and unwinds branched DNA structures, and single-molecule experiments reveal a low DNA unwinding processivity. MCM8-9 unwinds DNA as a hexameric complex that assembles from dimers on DNA in the presence of ATP, which is prerequisite for its helicase function. The hexamer formation thus involves two repeating protein-protein interfaces forming between the alternating MCM8 and MCM9 subunits. One of these interfaces is rather stable and forms an obligate heterodimer, while the other interface is labile and mediates the assembly of the hexamer on DNA, independently of HROB. The ATPase site composed of the subunits forming the labile interface disproportionally contributes to DNA unwinding. HROB does not affect the MCM8-9 ring formation, but promotes DNA unwinding downstream by possibly coordinating ATP hydrolysis with structural transitions accompanying translocation of MCM8-9 on DNA.

4.
Res Sq ; 2023 Jun 26.
Article in English | MEDLINE | ID: mdl-37461676

ABSTRACT

The human MCM8-9 helicase functions in concert with HROB in the context of homologous recombination, but its precise function is unknown. To gain insights into how HROB regulates MCM8-9, we first used molecular modeling and biochemistry to define their interaction interface. We show that HROB makes important contacts with both MCM8 and MCM9 subunits, which directly promotes its DNA-dependent ATPase and helicase activities. MCM8-9-HROB preferentially binds and unwinds branched DNA structures, and single-molecule experiments reveal a low DNA unwinding processivity. MCM8-9 unwinds DNA as a hexameric complex that assembles from dimers on DNA in the presence of ATP, which is prerequisite for its helicase function. The hexamer formation thus involves two repeating protein-protein interfaces forming between the alternating MCM8 and MCM9 subunits. One of these interfaces is rather stable and forms an obligate heterodimer, while the other interface is labile and mediates the assembly of the hexamer on DNA, independently of HROB. The ATPase site composed of the subunits forming the labile interface disproportionally contributes to DNA unwinding. HROB does not affect the MCM8-9 ring formation, but promotes DNA unwinding downstream by possibly coordinating ATP hydrolysis with structural transitions accompanying translocation of MCM8-9 on DNA.

5.
PLoS One ; 18(1): e0280687, 2023.
Article in English | MEDLINE | ID: mdl-36662878

ABSTRACT

Open-wedge high tibial osteotomy (OWHTO) is effective in treating medial compartment osteoarthritis. The association between body mass index (BMI) and outcomes following OWHTO is being debated. This study compared radiographic and clinical outcomes between patients with preoperative overweight, obesity, and normal BMI following OWHTO for medial compartment osteoarthritis. In total, 123 patients (123 knees) who underwent OWHTO for medial compartment osteoarthritis were enrolled and were divided into normal-BMI (18.5-24.9 kg/m2), overweight (25-29.9 kg/m2), and obese (>30 kg/m2) groups based on body mass index. The numeric rating scale for pain, mechanical tibiofemoral angle (mTFA), tibia tilting angle (TTA), and Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) for function were evaluated preoperatively and at postoperative follow-ups. The improvements of clinical and radiological outcomes in normal-BMI, overweight, and obese groups were not significantly different. The incidence of soft tissue irritation, wound infection, nonunion, and conversion to total knee arthroplasty were not significantly different between groups.The clinical and radiological outcomes in patients with preoperative overweight, obesity, and normal-BMI were not significantly different. Preoperative overweight and obesity thus has no effect on outcomes following OWHTO during the two years follow-up period. These findings cannot be generalized to patients with morbid obesity.


Subject(s)
Knee Joint , Osteoarthritis, Knee , Humans , Knee Joint/diagnostic imaging , Knee Joint/surgery , Osteoarthritis, Knee/diagnostic imaging , Osteoarthritis, Knee/surgery , Retrospective Studies , Overweight/complications , Tibia/diagnostic imaging , Tibia/surgery , Osteotomy/adverse effects , Obesity/complications , Obesity/surgery
6.
Mol Cell ; 81(19): 4008-4025.e7, 2021 10 07.
Article in English | MEDLINE | ID: mdl-34508659

ABSTRACT

BRCA1/2 mutant tumor cells display an elevated mutation burden, the etiology of which remains unclear. Here, we report that these cells accumulate ssDNA gaps and spontaneous mutations during unperturbed DNA replication due to repriming by the DNA primase-polymerase PRIMPOL. Gap accumulation requires the DNA glycosylase SMUG1 and is exacerbated by depletion of the translesion synthesis (TLS) factor RAD18 or inhibition of the error-prone TLS polymerase complex REV1-Polζ by the small molecule JH-RE-06. JH-RE-06 treatment of BRCA1/2-deficient cells results in reduced mutation rates and PRIMPOL- and SMUG1-dependent loss of viability. Through cellular and animal studies, we demonstrate that JH-RE-06 is preferentially toxic toward HR-deficient cancer cells. Furthermore, JH-RE-06 remains effective toward PARP inhibitor (PARPi)-resistant BRCA1 mutant cells and displays additive toxicity with crosslinking agents or PARPi. Collectively, these studies identify a protective and mutagenic role for REV1-Polζ in BRCA1/2 mutant cells and provide the rationale for using REV1-Polζ inhibitors to treat BRCA1/2 mutant tumors.


Subject(s)
DNA Breaks, Single-Stranded , DNA Primase/metabolism , DNA Replication , DNA, Neoplasm/biosynthesis , DNA-Binding Proteins/metabolism , DNA-Directed DNA Polymerase/metabolism , Multifunctional Enzymes/metabolism , Neoplasms/enzymology , Nucleotidyltransferases/metabolism , Recombinational DNA Repair , Animals , Antineoplastic Agents/pharmacology , BRCA1 Protein/genetics , BRCA1 Protein/metabolism , BRCA2 Protein/genetics , BRCA2 Protein/metabolism , Cell Line, Tumor , DNA Primase/genetics , DNA, Neoplasm/genetics , DNA-Binding Proteins/antagonists & inhibitors , DNA-Binding Proteins/genetics , DNA-Directed DNA Polymerase/genetics , Female , HEK293 Cells , Humans , Mice, Nude , Multifunctional Enzymes/genetics , Mutation , Neoplasms/drug therapy , Neoplasms/genetics , Neoplasms/pathology , Nucleic Acid Synthesis Inhibitors/pharmacology , Nucleotidyltransferases/antagonists & inhibitors , Nucleotidyltransferases/genetics , Uracil-DNA Glycosidase/genetics , Uracil-DNA Glycosidase/metabolism , Xenograft Model Antitumor Assays
7.
Cell ; 184(4): 1081-1097.e19, 2021 02 18.
Article in English | MEDLINE | ID: mdl-33606978

ABSTRACT

Mutations in DNA damage response (DDR) genes endanger genome integrity and predispose to cancer and genetic disorders. Here, using CRISPR-dependent cytosine base editing screens, we identify > 2,000 sgRNAs that generate nucleotide variants in 86 DDR genes, resulting in altered cellular fitness upon DNA damage. Among those variants, we discover loss- and gain-of-function mutants in the Tudor domain of the DDR regulator 53BP1 that define a non-canonical surface required for binding the deubiquitinase USP28. Moreover, we characterize variants of the TRAIP ubiquitin ligase that define a domain, whose loss renders cells resistant to topoisomerase I inhibition. Finally, we identify mutations in the ATM kinase with opposing genome stability phenotypes and loss-of-function mutations in the CHK2 kinase previously categorized as variants of uncertain significance for breast cancer. We anticipate that this resource will enable the discovery of additional DDR gene functions and expedite studies of DDR variants in human disease.


Subject(s)
DNA Damage , Gene Editing , Genetic Testing , Amino Acid Sequence , Ataxia Telangiectasia Mutated Proteins/metabolism , Base Sequence , CRISPR-Cas Systems/genetics , Camptothecin/pharmacology , Cell Line , DNA Damage/genetics , DNA Repair/genetics , Female , Humans , Mutation/genetics , Phenotype , Protein Binding , Protein Domains , RNA, Guide, Kinetoplastida/genetics , Topoisomerase Inhibitors/pharmacology , Tumor Suppressor p53-Binding Protein 1/chemistry , Tumor Suppressor p53-Binding Protein 1/genetics , Ubiquitin Thiolesterase/metabolism , Ubiquitin-Protein Ligases/chemistry , Ubiquitin-Protein Ligases/genetics , Ubiquitin-Protein Ligases/metabolism
8.
IEEE/ACM Trans Comput Biol Bioinform ; 18(6): 2459-2470, 2021.
Article in English | MEDLINE | ID: mdl-32175870

ABSTRACT

Identifying motifs in promoter regions is crucial to our understanding of transcription regulation. Researchers commonly use known promoter features in a variety of species to predict promoter motifs. However the results are not particularly useful. Different species rarely have similar features in promoter binding sites. In this study, we adopt sequence analysis techniques to find the possible promoter binding sites among different species. We sought to improve the existing algorithm to suit the task of mining sequential patterns with specific number of gaps. Moreover, we discuss the implementation of proposed method in a distributed environment. The proposed method finds the transcription start sites (TSS) and extracts possible promoter regions from DNA sequences according to TSS. We derived the motifs in the possible promoter regions, while taking into account the number of gaps in the motifs to deal with unimportant nucleotides. The motifs generated from promoter regions using the proposed methodology were shown to tolerate unimportant nucleotides. A comparison with known promoter motifs verified the efficacy of the proposed method.


Subject(s)
Binding Sites/genetics , Computational Biology/methods , Promoter Regions, Genetic/genetics , Sequence Analysis, DNA/methods , Algorithms , Base Sequence/genetics , Data Mining
9.
Nanoscale ; 12(46): 23532-23536, 2020 Dec 08.
Article in English | MEDLINE | ID: mdl-33237060

ABSTRACT

In this paper, the instability mechanism of resistive random access memory (RRAM) was investigated, and a technique was developed to stabilize the distribution of high resistance states (HRS) and better concentrate the set voltage. Due to the accumulation of oxygen, an interface-type switching characteristic was observed on the I-V curves beneath the filament-type switching behavior. In this work, the interface-type switching characteristic is used to fit the natural distribution of HRS as an analysis of the instability mechanism. According to the results, the HRS distribution is attributed to the accumulation of excess oxygen ions left from the lower oxygen content and oxygen vacancy recombination during the reset process. The proposed solution with simple plasma treatment, can create an excess oxygen reservoir by changing the surface topography of the electrode to store the surplus oxygen ions from the reset process, eliminating the oxygen accumulation effect and further improving the device stability.

10.
Sensors (Basel) ; 20(20)2020 Oct 15.
Article in English | MEDLINE | ID: mdl-33076325

ABSTRACT

Outlier detection in data streams is crucial to successful data mining. However, this task is made increasingly difficult by the enormous growth in the quantity of data generated by the expansion of Internet of Things (IoT). Recent advances in outlier detection based on the density-based local outlier factor (LOF) algorithms do not consider variations in data that change over time. For example, there may appear a new cluster of data points over time in the data stream. Therefore, we present a novel algorithm for streaming data, referred to as time-aware density-based incremental local outlier detection (TADILOF) to overcome this issue. In addition, we have developed a means for estimating the LOF score, termed "approximate LOF," based on historical information following the removal of outdated data. The results of experiments demonstrate that TADILOF outperforms current state-of-the-art methods in terms of AUC while achieving similar performance in terms of execution time. Moreover, we present an application of the proposed scheme to the development of an air-quality monitoring system.

11.
DNA Repair (Amst) ; 95: 102943, 2020 11.
Article in English | MEDLINE | ID: mdl-32971328

ABSTRACT

Over the course of DNA replication, DNA lesions, transcriptional intermediates and protein-DNA complexes can impair the progression of replication forks, thus resulting in replication stress. Failure to maintain replication fork integrity in response to replication stress leads to genomic instability and predisposes to the development of cancer and other genetic disorders. Multiple DNA damage and repair pathways have evolved to allow completion of DNA replication following replication stress, thus preserving genomic integrity. One of the processes commonly induced in response to replication stress is fork reversal, which consists in the remodeling of stalled replication forks into four-way DNA junctions. In normal conditions, fork reversal slows down replication fork progression to ensure accurate repair of DNA lesions and facilitates replication fork restart once the DNA lesions have been removed. However, in certain pathological situations, such as the deficiency of DNA repair factors that protect regressed forks from nuclease-mediated degradation, fork reversal can cause genomic instability. In this review, we describe the complex molecular mechanisms regulating fork reversal, with a focus on the role of the SNF2-family fork remodelers SMARCAL1, ZRANB3 and HLTF, and highlight the implications of fork reversal for tumorigenesis and cancer therapy.


Subject(s)
DNA Helicases/metabolism , DNA Repair , DNA Replication , DNA-Binding Proteins/metabolism , Transcription Factors/metabolism , DNA/metabolism , Genomic Instability , Humans
12.
Nat Commun ; 11(1): 2948, 2020 06 11.
Article in English | MEDLINE | ID: mdl-32528060

ABSTRACT

Homologous recombination (HR) mediates the error-free repair of DNA double-strand breaks to maintain genomic stability. Here we characterize C17orf53/MCM8IP, an OB-fold containing protein that binds ssDNA, as a DNA repair factor involved in HR. MCM8IP-deficient cells exhibit HR defects, especially in long-tract gene conversion, occurring downstream of RAD51 loading, consistent with a role for MCM8IP in HR-dependent DNA synthesis. Moreover, loss of MCM8IP confers cellular sensitivity to crosslinking agents and PARP inhibition. Importantly, we report that MCM8IP directly associates with MCM8-9, a helicase complex mutated in primary ovarian insufficiency, and RPA1. We additionally show that the interactions of MCM8IP with MCM8-9 and RPA facilitate HR and promote replication fork progression and cellular viability in response to treatment with crosslinking agents. Mechanistically, MCM8IP stimulates the helicase activity of MCM8-9. Collectively, our work identifies MCM8IP as a key regulator of MCM8-9-dependent DNA synthesis during DNA recombination and replication.


Subject(s)
DNA Damage , DNA Replication , DNA-Binding Proteins/metabolism , Minichromosome Maintenance Proteins/metabolism , Recombinational DNA Repair , Cell Line, Tumor , Cell Survival/genetics , Chromatin/genetics , Chromatin/metabolism , DNA, Single-Stranded/metabolism , DNA-Binding Proteins/genetics , HCT116 Cells , HEK293 Cells , Humans , Minichromosome Maintenance Proteins/genetics , Mutation , Protein Binding , Rad51 Recombinase/metabolism , Replication Protein A/genetics , Replication Protein A/metabolism
13.
Nat Commun ; 10(1): 3395, 2019 07 30.
Article in English | MEDLINE | ID: mdl-31363085

ABSTRACT

Precise editing of genomic DNA can be achieved upon repair of CRISPR-induced DNA double-stranded breaks (DSBs) by homology-directed repair (HDR). However, the efficiency of this process is limited by DSB repair pathways competing with HDR, such as non-homologous end joining (NHEJ). Here we individually express in human cells 204 open reading frames involved in the DNA damage response (DDR) and determine their impact on CRISPR-mediated HDR. From these studies, we identify RAD18 as a stimulator of CRISPR-mediated HDR. By defining the RAD18 domains required to promote HDR, we derive an enhanced RAD18 variant (e18) that stimulates CRISPR-mediated HDR in multiple human cell types, including embryonic stem cells. Mechanistically, e18 induces HDR by suppressing the localization of the NHEJ-promoting factor 53BP1 to DSBs. Altogether, this study identifies e18 as an enhancer of CRISPR-mediated HDR and highlights the promise of engineering DDR factors to augment the efficiency of precision genome editing.


Subject(s)
DNA-Binding Proteins/metabolism , Ubiquitin-Protein Ligases/metabolism , Clustered Regularly Interspaced Short Palindromic Repeats , DNA Damage , DNA-Binding Proteins/chemistry , DNA-Binding Proteins/genetics , Gene Editing , Humans , Protein Domains , Protein Engineering , Recombinational DNA Repair , Ubiquitin-Protein Ligases/chemistry , Ubiquitin-Protein Ligases/genetics
14.
Mol Cell ; 68(2): 414-430.e8, 2017 Oct 19.
Article in English | MEDLINE | ID: mdl-29053959

ABSTRACT

To ensure the completion of DNA replication and maintenance of genome integrity, DNA repair factors protect stalled replication forks upon replication stress. Previous studies have identified a critical role for the tumor suppressors BRCA1 and BRCA2 in preventing the degradation of nascent DNA by the MRE11 nuclease after replication stress. Here we show that depletion of SMARCAL1, a SNF2-family DNA translocase that remodels stalled forks, restores replication fork stability and reduces the formation of replication stress-induced DNA breaks and chromosomal aberrations in BRCA1/2-deficient cells. In addition to SMARCAL1, other SNF2-family fork remodelers, including ZRANB3 and HLTF, cause nascent DNA degradation and genomic instability in BRCA1/2-deficient cells upon replication stress. Our observations indicate that nascent DNA degradation in BRCA1/2-deficient cells occurs as a consequence of MRE11-dependent nucleolytic processing of reversed forks generated by fork remodelers. These studies provide mechanistic insights into the processes that cause genome instability in BRCA1/2-deficient cells.


Subject(s)
BRCA2 Protein/deficiency , DNA Breaks , DNA Helicases/metabolism , DNA-Binding Proteins/metabolism , Transcription Factors/metabolism , Ubiquitin-Protein Ligases/deficiency , Cell Line, Tumor , DNA Helicases/genetics , DNA-Binding Proteins/genetics , Genomic Instability , Humans , MRE11 Homologue Protein , Transcription Factors/genetics
15.
Mol Cell ; 67(5): 882-890.e5, 2017 Sep 07.
Article in English | MEDLINE | ID: mdl-28886337

ABSTRACT

DNA damage tolerance during eukaryotic replication is orchestrated by PCNA ubiquitination. While monoubiquitination activates mutagenic translesion synthesis, polyubiquitination activates an error-free pathway, elusive in mammals, enabling damage bypass by template switching. Fork reversal is driven in vitro by multiple enzymes, including the DNA translocase ZRANB3, shown to bind polyubiquitinated PCNA. However, whether this interaction promotes fork remodeling and template switching in vivo was unknown. Here we show that damage-induced fork reversal in mammalian cells requires PCNA ubiquitination, UBC13, and K63-linked polyubiquitin chains, previously involved in error-free damage tolerance. Fork reversal in vivo also requires ZRANB3 translocase activity and its interaction with polyubiquitinated PCNA, pinpointing ZRANB3 as a key effector of error-free DNA damage tolerance. Mutations affecting fork reversal also induced unrestrained fork progression and chromosomal breakage, suggesting fork remodeling as a global fork slowing and protection mechanism. Targeting these fork protection systems represents a promising strategy to potentiate cancer chemotherapy.


Subject(s)
DNA Damage , DNA Helicases/metabolism , DNA Replication , DNA, Neoplasm/biosynthesis , Neoplasms/enzymology , Polyubiquitin/metabolism , Proliferating Cell Nuclear Antigen/metabolism , Replication Origin , Animals , CRISPR-Cas Systems , DNA Helicases/genetics , DNA, Neoplasm/genetics , DNA, Neoplasm/ultrastructure , HCT116 Cells , HEK293 Cells , Humans , Kinetics , Mice , Mutation , Neoplasms/genetics , Neoplasms/ultrastructure , Proliferating Cell Nuclear Antigen/genetics , RNA Interference , Transfection , Ubiquitin-Conjugating Enzymes/genetics , Ubiquitin-Conjugating Enzymes/metabolism , Ubiquitination
16.
Cell Rep ; 19(1): 162-174, 2017 04 04.
Article in English | MEDLINE | ID: mdl-28380355

ABSTRACT

Ultraviolet (UV) radiation is a carcinogen that generates DNA lesions. Here, we demonstrate an unexpected role for DGCR8, an RNA binding protein that canonically functions with Drosha to mediate microRNA processing, in the repair of UV-induced DNA lesions. Treatment with UV induced phosphorylation on serine 153 (S153) of DGCR8 in both human and murine cells. S153 phosphorylation was critical for cellular resistance to UV, the removal of UV-induced DNA lesions, and the recovery of RNA synthesis after UV exposure but not for microRNA expression. The RNA-binding and Drosha-binding activities of DGCR8 were not critical for UV resistance. DGCR8 depletion was epistatic to defects in XPA, CSA, and CSB for UV sensitivity. DGCR8 physically interacted with CSB and RNA polymerase II. JNKs were involved in the UV-induced S153 phosphorylation. These findings suggest that UV-induced S153 phosphorylation mediates transcription-coupled nucleotide excision repair of UV-induced DNA lesions in a manner independent of microRNA processing.


Subject(s)
DNA Damage , MicroRNAs/metabolism , RNA-Binding Proteins/metabolism , Ribonuclease III/metabolism , Animals , Anisomycin/metabolism , Anthracenes/metabolism , DNA/metabolism , DNA/radiation effects , DNA Repair , HCT116 Cells , HeLa Cells , Humans , MAP Kinase Kinase 4/antagonists & inhibitors , MAP Kinase Kinase 4/metabolism , Mice , Phosphorylation , RNA Polymerase II/metabolism , RNA-Binding Proteins/genetics , Ribonuclease III/genetics , Ultraviolet Rays
17.
Sensors (Basel) ; 16(8)2016 Aug 19.
Article in English | MEDLINE | ID: mdl-27548182

ABSTRACT

This paper investigates the transportation and vehicular modes classification by using big data from smartphone sensors. The three types of sensors used in this paper include the accelerometer, magnetometer, and gyroscope. This study proposes improved features and uses three machine learning algorithms including decision trees, K-nearest neighbor, and support vector machine to classify the user's transportation and vehicular modes. In the experiments, we discussed and compared the performance from different perspectives including the accuracy for both modes, the executive time, and the model size. Results show that the proposed features enhance the accuracy, in which the support vector machine provides the best performance in classification accuracy whereas it consumes the largest prediction time. This paper also investigates the vehicle classification mode and compares the results with that of the transportation modes.

18.
PLoS Genet ; 11(10): e1005563, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26430909

ABSTRACT

The Fanconi anemia (FA)-BRCA pathway mediates repair of DNA interstrand crosslinks. The FA core complex, a multi-subunit ubiquitin ligase, participates in the detection of DNA lesions and monoubiquitinates two downstream FA proteins, FANCD2 and FANCI (or the ID complex). However, the regulation of the FA core complex itself is poorly understood. Here we show that the FA core complex proteins are recruited to sites of DNA damage and form nuclear foci in S and G2 phases of the cell cycle. ATR kinase activity, an intact FA core complex and FANCM-FAAP24 were crucial for this recruitment. Surprisingly, FANCI, but not its partner FANCD2, was needed for efficient FA core complex foci formation. Monoubiquitination or ATR-dependent phosphorylation of FANCI were not required for the FA core complex recruitment, but FANCI deubiquitination by USP1 was. Additionally, BRCA1 was required for efficient FA core complex foci formation. These findings indicate that FANCI functions upstream of FA core complex recruitment independently of FANCD2, and alter the current view of the FA-BRCA pathway.


Subject(s)
DNA Damage/genetics , Fanconi Anemia Complementation Group D2 Protein/genetics , Fanconi Anemia Complementation Group Proteins/genetics , Fanconi Anemia/genetics , Ataxia Telangiectasia Mutated Proteins/genetics , Bone Marrow/pathology , Chromatin/genetics , Fanconi Anemia/pathology , Fibroblasts/metabolism , Fibroblasts/pathology , HCT116 Cells , Humans , Phosphorylation , RNA, Small Interfering , Signal Transduction , Ubiquitination/genetics
19.
Proc Natl Acad Sci U S A ; 111(52): 18631-6, 2014 Dec 30.
Article in English | MEDLINE | ID: mdl-25512513

ABSTRACT

The signal transduction pathway of the DNA damage response (DDR) is activated to maintain genomic integrity following DNA damage. The DDR promotes genomic integrity by regulating a large network of cellular activities that range from DNA replication and repair to transcription, RNA splicing, and metabolism. In this study we define an interaction between the DDR factor NBS1 and TCOF1, a nucleolar protein that regulates ribosomal DNA (rDNA) transcription and is mutated in Treacher Collins syndrome. We show that NBS1 relocalizes to nucleoli after DNA damage in a manner dependent on TCOF1 and on casein kinase II and ATM, which are known to modify TCOF1 by phosphorylation. Moreover, we identify a putative ATM phosphorylation site that is required for NBS1 relocalization to nucleoli in response to DNA damage. Last, we report that TCOF1 promotes cellular resistance to DNA damaging agents. Collectively, our findings identify TCOF1 as a DDR factor that could cooperate with ATM and NBS1 to suppress inappropriate rDNA transcription and maintain genomic integrity after DNA damage.


Subject(s)
Cell Cycle Proteins/metabolism , Cell Nucleolus/metabolism , DNA Damage , DNA, Ribosomal/metabolism , Nuclear Proteins/metabolism , Phosphoproteins/metabolism , Signal Transduction , Active Transport, Cell Nucleus/genetics , Ataxia Telangiectasia Mutated Proteins/genetics , Ataxia Telangiectasia Mutated Proteins/metabolism , Cell Cycle Proteins/genetics , Cell Line, Tumor , Cell Nucleolus/genetics , DNA, Ribosomal/genetics , Humans , Nuclear Proteins/genetics , Phosphoproteins/genetics , Phosphorylation/genetics , Transcription, Genetic/genetics
20.
Cancer Res ; 74(12): 3218-27, 2014 Jun 15.
Article in English | MEDLINE | ID: mdl-24762395

ABSTRACT

The tumor suppressor p53 and miRNAs are linked through a complex network. Several miRNAs modulate p53 expression, while p53 regulates the transcription and/or biogenesis of several other miRNAs. Here, we report the development of a cell-based assay used with a library of human miRNA mimics in a high-throughput screen for miRNAs that modulate p53 expression. Overexpression of miRNA (miR)-542-3p in cancer cells elevated p53 expression, stimulated the expression of p53 targets, and inhibited cell proliferation. Mechanistically, miR-542-3p increased p53 protein stability by weakening interactions between p53 and its negative regulator MDM2. Furthermore, miR-542-3p suppressed ribosome biogenesis by downregulating a subset of ribosomal proteins such as RPS23, leading to upregulation of RPL11 and stabilization of p53. The 3'untranslated region in the RPS23 transcript contained a miR-542-3p-binding site, suggesting that RPS23 is a direct target of miR-542-3p. Our results define miR-542-3p as an important new positive regulator of p53 with potential applications in cancer treatment.


Subject(s)
MicroRNAs/genetics , Tumor Suppressor Protein p53/genetics , 3' Untranslated Regions , Cell Line, Tumor , Gene Expression Regulation, Neoplastic , Humans , Protein Stability , Proto-Oncogene Proteins c-mdm2/metabolism , RNA Interference , Ribosomal Proteins/genetics , Ribosomal Proteins/metabolism , Ribosomes/metabolism , Signal Transduction , Transcriptome , Tumor Suppressor Protein p53/metabolism , Up-Regulation
SELECTION OF CITATIONS
SEARCH DETAIL
...