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3.
Nat Commun ; 15(1): 4599, 2024 May 30.
Article in English | MEDLINE | ID: mdl-38816379

ABSTRACT

Elastic stability is the basis for understanding structural responses to external stimuli in crystalline solids, including melting, incipient plasticity and fracture. In this work, elastic stability is investigated in a series of high-entropy alloys (HEAs) using in situ mechanical tests and atomic-resolution characterization in transmission electron microscopy. Under tensile loading, the HEA lattices are observed to undergo a sudden loss of ordering as the elastic strain reached ∽ 10%. Such elastic strain-induced amorphization stands in intrinsic contrast to previously reported dislocation-mediated elastic instability and defect accumulation-mediated amorphization, introducing a form of elastic instability. Together with the first principle calculations and atomic-resolution chemical mapping, we identify that the elastic strain-induced amorphization is closely related to the depressed dislocation nucleation due to the local atomic environment inhomogeneity of HEAs. Our findings provide insights for the understanding of the fundamental nature of physical mechanical phenomena like elastic instability and incipient plasticity.

4.
Mech Ageing Dev ; 219: 111940, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38750970

ABSTRACT

To clarify the genetic role of phospholipase A2 (PLA2) genes in Parkinson's disease (PD), we performed a genetic association study in large Chinese population cohorts using next-generation sequencing. In this study, we analyzed both rare and common variants of 38 phospholipase A2 genes in two large cohorts. We detected 1558 and 1115 rare variants in these two cohorts, respectively. In both cohorts, we observed suggestive associations between specific subgroups and the risk of PD. At the single-gene level, several genes (PLA2G2D, PLA2G12A, PLA2G12B, PLA2G4F, PNPLA1, PNPLA3, PNPLA7, PLA2G7, PLA2G15, PLAAT5, and ABHD12) are suggestively associated with PD. Meanwhile, 364 and 2261 common variants were identified in two cohorts, respectively. Our study has expanded the genetic spectrum of the PLA2 family genes and suggested potential pathogenetic roles of PLA2 superfamily in PD.


Subject(s)
Parkinson Disease , Phospholipases A2 , Humans , Parkinson Disease/genetics , Phospholipases A2/genetics , Female , Male , Asian People/genetics , Cohort Studies , Middle Aged , Aged , China/epidemiology , Genetic Predisposition to Disease , East Asian People
5.
J Arthroplasty ; 2024 Apr 17.
Article in English | MEDLINE | ID: mdl-38640964

ABSTRACT

BACKGROUND: The optimal time for total knee arthroplasty (TKA) requires a balance between patient disability and health state to minimize complications. While chronological age has not been shown to be predictive of complications in elective surgical patients, there is a point beyond which even optimized elderly patients would be at increased risk for complications. The purpose of this study was to examine the impact of chronological age on complications following primary TKA. METHODS: Using an administrative database, the records of 2,129,191 patients undergoing elective unilateral TKA between 2006 and 2021 were reviewed. The primary outcomes of interest were cardiac and pulmonary complications, and their relationship to the Charlson-Deyo Comorbidity Index (CDI) and chronological age. Secondary outcomes included risk of renal, neurologic, infection, and intensive care utilization postoperatively. The results were analyzed using a graphical method. The impact of chronological age as a modifier of overall risk for complications was modeled as a continuous variable. An age cutoff threshold of 80 years was also assigned for clinical convenience. RESULTS: The risk of complications correlated more closely to the CDI (odds ratio (OR) 1.37 to 2.1) than chronological age (OR 1.0 to 1.1) across the various complications [Table 1. However, beyond age 80 years, the risks of cardiac, pulmonary, renal, and cerebrovascular complications were significantly increased for all CDI categories (OR 1.73 to 3.40) compared to patients below age 80 years [Table 2] [Figures 1A and 1B]. CONCLUSIONS: Chronologic age can impact the risk of complications even in well-optimized elderly patients undergoing primary TKA. As arthroplasty continues to transition to outpatient settings and inpatient denials increase, these results can help patients, physicians, and payors mitigate risk while optimizing the allocation of resources.

6.
Quant Imaging Med Surg ; 14(3): 2441-2454, 2024 Mar 15.
Article in English | MEDLINE | ID: mdl-38545070

ABSTRACT

Background: It is frequently observed that patients with first-ever acute ischemic stroke (AIS) have a common occurrence of asymptomatic coronary artery disease (CAD). This condition is associated with a poor prognosis. Early detection and recognition of asymptomatic CAD in first-ever AIS patients may optimize the clinical management and ultimately lead to improved outcomes. The aim of this study was to investigate the role of aortic arch plaque (AAP) detected through combined computed tomography angiography (CTA) as an early predictor of asymptomatic CAD in patients with first-ever AIS without prior diagnosis of CAD. Methods: A cross-sectional study was conducted at Xuanwu Hospital, Capital Medical University from January 2019 to December 2021, involving patients with first-ever AIS caused by large arterial atherosclerosis. Patients with a history of recognized cardiovascular disease, nonatherosclerotic arterial stenosis, atrial fibrillation related to cardioembolism, and complete carotid occlusions were excluded. The study utilized a combined coronary and cervicocephalic CTA to evaluate atherosclerosis in the cervicocephalic, aortic, and coronary arteries simultaneously. First-ever AIS patients without prior diagnosis of CAD were divided into 2 groups: 1 with asymptomatic CAD detected through CTA and the other without. Multivariate logistic regression was used to identify independent risk factors associated with the presence of asymptomatic CAD, including aortic arch, cervical and intracranial atherosclerotic characteristics (e.g., vascular stenosis, plaque thickness, extent, and complexity). Results: Among 182 AIS patients, 84 (46.2%) had asymptomatic CAD. Increased aortic arch plaque (AAP) thickness per millimeter [adjusted odds ratio (aOR): 1.26; 95% confidence interval (CI): 1.08-1.47], presence of severe AAP (aOR: 4.24; 95% CI: 1.59-12.03), mixed AAP (aOR: 2.65; 95% CI: 1.09-6.62), and ulcerative AAP (aOR: 11.76; 95% CI: 2.05-222.84) raised the risk of asymptomatic CAD in stroke patients, independent of other factors. The combination of ulcerative AAP, diabetes mellitus, and smoking could predict asymptomatic CAD with an area under the receiver operating characteristic curve (AUC) of 0.71 (95% CI: 0.64-0.79; P<0.001). Ulcerative AAP was found to be more valuable than cervicocephalic atherosclerotic characteristics for predicting asymptomatic CAD in first-ever AIS patients. Conclusions: The presence of ulcerative AAP was associated with asymptomatic CAD in first-ever AIS patients. As an early systemic atherosclerosis feature, ulcerative AAP is probably a more valuable indicator than cervicocephalic atherosclerotic characteristics for predicting asymptomatic CAD in AIS patients.

7.
Angew Chem Int Ed Engl ; 63(18): e202401050, 2024 Apr 24.
Article in English | MEDLINE | ID: mdl-38444397

ABSTRACT

Geminal bis(boronates) are versatile synthetic building blocks in organic chemistry. The fact that they predominantly serve as nucleophiles in the previous reports, however, has restrained their synthetic potential. Herein we disclose the ambiphilic reactivity of α-halogenated geminal bis(boronates), of which the first catalytic utilization was accomplished by merging a formal Heck cross-coupling with a highly diastereoselective allylboration of aldehydes or imines, providing a new avenue for rapid assembly of polyfunctionalized boron-containing compounds. We demonstrated that this cascade reaction is highly efficient and compatible with various functional groups, and a wide range of heterocycles. In contrast to a classical Pd(0/II) scenario, mechanistic experiments and DFT calculations have provided strong evidence for a catalytic cycle involving Pd(I)/diboryl carbon radical intermediates.

8.
Eur J Anaesthesiol ; 41(5): 374-380, 2024 May 01.
Article in English | MEDLINE | ID: mdl-38497249

ABSTRACT

BACKGROUND: Residual neuromuscular blockade after surgery remains a major concern given its association with pulmonary complications. However, current clinical practices with and the comparative impact on perioperative risk of various reversal agents remain understudied. OBJECTIVE: We investigated the use of sugammadex and neostigmine in the USA, and their impact on postoperative complications by examining national data. DESIGN: This population-based retrospective study used national Premier Healthcare claims data. SETTING AND PARTICIPANTS: Patients undergoing total hip/knee arthroplasty (THA, TKA), or lumbar spine fusion surgery between 2016 and 2019 in the United States who received neuromuscular blocking agents. INTERVENTION: The effects of sugammadex and neostigmine for pharmacologically enhanced reversal were compared with each other and with controls who received no reversal agent. MAIN OUTCOMES: included pulmonary complications, cardiac complications, and a need for postoperative ventilation. Mixed-effects regression models compared the outcomes between neostigmine, sugammadex, and controls. We report odds ratios (OR) and 95% confidence intervals (CI). Bonferroni-adjusted P values of 0.008 were used to indicate significance. RESULTS: Among 361 553 patients, 74.5% received either sugammadex (20.7%) or neostigmine (53.8%). Sugammadex use increased from 4.4% in 2016 to 35.4% in 2019, whereas neostigmine use decreased from 64.5% in 2016 to 43.4% in 2019. Sugammadex versus neostigmine or controls was associated with significantly reduced odds for cardiac complications (OR 0.86, 95% CI, 0.80 to 0.92 and OR 0.83, 95% CI, 0.78 to 0.89, respectively). Both sugammadex and neostigmine versus controls were associated with reduced odds for pulmonary complications (OR 0.85, 95% CI, 0.77 to 0.94 and OR 0.91, CI 0.85 to 0.98, respectively). A similar pattern of sugammadex and neostigmine was observed for a reduction in severe pulmonary complications, including the requirement of invasive ventilation (OR 0.54, 95% CI, 0.45 to 0.64 and OR 0.53, 95% CI, 0.46 to 0.6, respectively). CONCLUSIONS: Population-based data indicate that sugammadex and neostigmine both appear highly effective in reducing the odds of severe life-threatening pulmonary complications. Sugammadex, especially, was associated with reduced odds of cardiac complications.


Subject(s)
Neuromuscular Blockade , Orthopedic Procedures , Humans , Neostigmine/adverse effects , Sugammadex , Retrospective Studies , Neuromuscular Blockade/adverse effects , Cholinesterase Inhibitors/adverse effects
9.
J Affect Disord ; 354: 89-97, 2024 Jun 01.
Article in English | MEDLINE | ID: mdl-38479507

ABSTRACT

Previous studies have found that adolescents and their parents may hold discrepant views about educational aspirations. However, little is known about how these discrepancies affect adolescents' internalizing problems and the moderating effect of SES on the relation between (in)congruence of parent-child educational aspirations and adolescents' internalizing problems. Therefore, this study explored the relation between (in)congruence of parent-child educational aspirations and adolescents' internalizing problems, and further tested the moderating role of SES. Based on two-wave survey data collected from a nationally representative sample of 8194 parent-child dyads in China (51.3 % boys, mean age = 13.58 years), multilevel polynomial regression and response surface analysis were performed to investigate the hypotheses. The results found that (1) internalizing problems were minimal when the two educational aspiration variables were congruent, (2) internalizing problems were the highest when the discrepancy between child educational and parental educational aspirations was largest, and (3) SES moderated the relation between (in)congruence in educational aspirations and adolescents' internalizing problems. The study's results not only comprehensively and intuitively reveal the influence of parents' and children's educational aspirations on adolescents' internalizing problems, but also provide targeted guidance and suggestions regarding parenting practices for families from diverse SES backgrounds.


Subject(s)
Parenting , Parents , Male , Humans , Adolescent , Female , Educational Status , Surveys and Questionnaires , Parent-Child Relations
10.
Cereb Cortex ; 34(3)2024 03 01.
Article in English | MEDLINE | ID: mdl-38466112

ABSTRACT

Alexithymia is characterized by difficulties in emotional information processing. However, the underlying reasons for emotional processing deficits in alexithymia are not fully understood. The present study aimed to investigate the mechanism underlying emotional deficits in alexithymia. Using the Toronto Alexithymia Scale-20, we recruited college students with high alexithymia (n = 24) or low alexithymia (n = 24) in this study. Participants judged the emotional consistency of facial expressions and contextual sentences while recording their event-related potentials. Behaviorally, the high alexithymia group showed longer response times versus the low alexithymia group in processing facial expressions. The event-related potential results showed that the high alexithymia group had more negative-going N400 amplitudes compared with the low alexithymia group in the incongruent condition. More negative N400 amplitudes are also associated with slower responses to facial expressions. Furthermore, machine learning analyses based on N400 amplitudes could distinguish the high alexithymia group from the low alexithymia group in the incongruent condition. Overall, these findings suggest worse facial emotion perception for the high alexithymia group, potentially due to difficulty in spontaneously activating emotion concepts. Our findings have important implications for the affective science and clinical intervention of alexithymia-related affective disorders.


Subject(s)
Affective Symptoms , Electroencephalography , Humans , Female , Male , Facial Expression , Evoked Potentials , Emotions
11.
Reg Anesth Pain Med ; 2024 Mar 18.
Article in English | MEDLINE | ID: mdl-38499359

ABSTRACT

INTRODUCTION: Multimodal analgesia has been associated with reduced opioid utilization, opioid-related complications, and improved recovery in various orthopedic surgeries; however, large sample size data is lacking for shoulder surgery. METHODS: A retrospective review using the Premier Healthcare Database of patients who underwent inpatient or outpatient (reverse, total, partial) shoulder arthroplasty from 2010 to 2019. Opioid-only analgesia was compared with multimodal analgesia, categorized into 1, 2, or >2 additional analgesic modes, with/without a nerve block. Multivariable regression models measured associations between multimodal analgesia and opioid charges (in oral morphine equivalents (OME)), cost and length of stay, and opioid-related adverse effects (approximated by naloxone use). We report % change and 95% CIs. RESULTS: Among 176 225 procedures, 169 679 (75.7% multimodal analgesia use) and 6546 (37.8% multimodal analgesia use) were inpatient and outpatient shoulder arthroplasties, respectively. Among inpatients, multimodal analgesia (>2 modes) without a nerve block (vs opioid-only analgesia) was associated with adjusted reductions in OMEs on postoperative day 1: -19.4% (95% CI -21.2% to -17.6%/representing unadjusted median OME reductions from 45 to 30 mg). For total hospitalization, this was -6.0% (95% CI -7.2% to -4.9%/representing unadjusted median OME reductions from 173 to 135 mg). Conversely, for outpatients, this was +13.7% change in OMEs (95% CI +4.4% to +23.0%/representing unadjusted median OME increases from 110 to 131 mg). In both settings, addition of a nerve block to multimodal analgesia attenuated effects in terms of opioid charges. CONCLUSIONS: Multimodal analgesia is associated with reductions in opioid charges-specifically inpatient setting-but not various other outcomes.

12.
Small Methods ; : e2301695, 2024 Mar 28.
Article in English | MEDLINE | ID: mdl-38545996

ABSTRACT

Quantum dots (QDs) are promising building blocks for luminescent solar concentrators (LSCs), yet most QD-based LSCs suffer from toxic metal composition and color tinting. UV-selective harvesting QDs can enable visible transparency, but their development is restricted by large reabsorption losses and low photoluminescence quantum yield (PLQY). The developed here Ag, Mn: ZnInS2/ZnS QDs show a high PLQY of 53% due to the passivating effect of ZnS shell. These QDs selectively absorb UV light and emit orange-red light with a large Stokes shift of 180 nm. A LSC of 5 × 5 × 0.2 cm3, fabricated using a poly(lauryl methacrylate) (PLMA) as a matrix, maintains 87% of integrated PL after 7 h of UV exposure. The QD-PLMA achieved 90.7% average visible transparency (AVT) and a color rendering index (CRI) of 95.8, which is close to plain PLMA (AVT = 90.8%; CRI = 99.5), yielding excellent visible light transparency. Incorporating Si-PVs at LSC edges, the Ag, Mn: ZIS/ZnS QD-LSC achieved an optical efficiency of 1.42%, ranking competitively among high-performing UV-harvesting LSCs.

13.
Pharmacol Res ; 202: 107114, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38395207

ABSTRACT

Calcium-independent phospholipase A2ß (iPLA2ß), a member of the phospholipase A2 (PLA2s) superfamily, is encoded by the PLA2G6 gene. Mutations in the PLA2G6 gene have been identified as the primary cause of infantile neuroaxonal dystrophy (INAD) and, less commonly, as a contributor to Parkinson's disease (PD). Recent studies have revealed that iPLA2ß deficiency leads to neuroinflammation, iron accumulation, mitochondrial dysfunction, lipid dysregulation, and other pathological changes, forming a complex pathogenic network. These discoveries shed light on potential mechanisms underlying PLA2G6-associated neurodegeneration (PLAN) and offer valuable insights for therapeutic development. This review provides a comprehensive analysis of the fundamental characteristics of iPLA2ß, its association with neurodegeneration, the pathogenic mechanisms involved in PLAN, and potential targets for therapeutic intervention. It offers an overview of the latest advancements in this field, aiming to contribute to ongoing research endeavors and facilitate the development of effective therapies for PLAN.


Subject(s)
Mutation
14.
Adv Mater ; 36(19): e2312938, 2024 May.
Article in English | MEDLINE | ID: mdl-38320218

ABSTRACT

Single-component organic solar cells (SCOSCs) with covalently bonding donor and acceptor are becoming increasingly attractive because of their superior stability over traditional multicomponent blend organic solar cells (OSCs). Nevertheless, the efficiency of SCOSCs is far behind the state-of-the-art multicomponent OSCs. Herein, by combination of the advantages of three-component and single-component devices, this work reports an innovative three-in-one strategy to boost the performance of SCOSCs. In this three-in-one strategy, three independent components (PM6, D18, and PYIT) are covalently linked together to create a new single-component active layer based on ternary conjugated block copolymer (TCBC) PM6-D18-b-PYIT by a facile polymerization. Precisely manipulating the component ratios in the polymer chains of PM6-D18-b-PYIT is able to broaden light utilization, promote charge dynamics, optimize, and stabilize film morphology, contributing to the simultaneously enhanced efficiency and stability of the SCOSCs. Ultimately, the PM6-D18-b-PYIT-based device exhibits a power conversion efficiency (PCE) of 14.89%, which is the highest efficiency of the reported SCOSCs. Thanks to the aggregation restriction of each component and chain entanglement in the three-in-one system, the PM6-D18-b-PYIT-based SCOSC displays significantly higher stability than the corresponding two-component (PM6-D18:PYIT) and three-component (PM6:D18:PYIT). These results demonstrate that the three-in-one strategy is facile and promising for developing SCOSCs with superior efficiency and stability.

15.
Conserv Physiol ; 12(1): coad083, 2024.
Article in English | MEDLINE | ID: mdl-38369984

ABSTRACT

Physiological indexes like blood parameters have been widely used to monitor the health of free-roaming animals. Attempts to reintroduce one of China's most endangered species, the giant panda (Ailuropoda melanoleuca), have been hampered by a lack of data on its ecology and physiology. We examined three giant pandas' hematological and blood chemistry parameters in a soft release program and 30 captive giant pandas as controls and determined the reference intervals (RIs) for those blood parameters in the captive animals. Elevation, captivity status and the interaction of those factors were statistically significant for hematologic measures. Release pandas had significantly higher hemoglobin and hematocrit values after they moved to high elevation locations. We also found significant difference in the enzyme parameters between high and low elevation pandas such as higher aspartate aminotransferase, alanine aminotransferase, creatinine kinase, amylase and lower lactate dehydrogenase and alkaline phosphatase. Release pandas also had higher nutrition parameter values such as higher albumin, globulin and creatinine. The RI for blood parameters in our study provides a baseline to monitor the health of captive animals and forms the basis for assessing the health of free-roaming giant pandas in future reintroduction efforts.

16.
Chem Commun (Camb) ; 60(17): 2361-2364, 2024 Feb 22.
Article in English | MEDLINE | ID: mdl-38317619

ABSTRACT

Acceptor-only oligomers are developed as guest components to construct oligomer-assisted active layers for high performance organic solar cells. Due to the high planarity and structural similarity with the host polymer donor, BDD-based acceptor-only oligomers formed an alloy phase with PM6 and optimized the phase morphology effectively, achieving a stable device displaying 18% efficiency.

17.
J Clin Anesth ; 94: 111412, 2024 06.
Article in English | MEDLINE | ID: mdl-38364694

ABSTRACT

BACKGROUND: Racial and ethnic disparities exist in the delivery of regional anesthesia in the United States. Anesthesiologists have ethical and economic obligations to address existing disparities in regional anesthesia care. OBJECTIVES: Current evidence of racial and ethnic disparities in regional anesthesia utilization in adult patients in the United States is presented. Potential contributors and solutions to racial disparities are also discussed. EVIDENCE REVIEW: Literature search was performed for studies examining racial and ethnic disparities in utilization of regional anesthesia, including neuraxial anesthesia and/or peripheral nerve blocks. FINDINGS: While minoritized patients are generally less likely to receive regional anesthesia than white patients, the pattern of disparities for different racial/ethnic groups and for types of regional anesthetics can be complex and varied. Contributors to racial/ethnic disparities in regional anesthesia span hospital, provider, and patient-level factors. Potential solutions include standardization of regional anesthetic practices via Enhanced Recovery After Surgery (ERAS) pathways, increasing patient education, health literacy, language translation services, and improving diversity and cultural competency in the anesthesiology workforce. CONCLUSION: Racial and ethnic disparities in regional anesthesia exist. Contributors and solutions to these disparities are multifaceted. Much work remains within the subspecialty of regional anesthesia to identify and address such disparities.


Subject(s)
Anesthesia, Conduction , Ethnicity , Adult , Humans , United States , Racial Groups , Anesthesia, Local , Workforce
18.
Genes (Basel) ; 15(1)2024 Jan 11.
Article in English | MEDLINE | ID: mdl-38254979

ABSTRACT

Tarsiger indicus (Vieillot, 1817), the White-browed Bush Robin, is a small passerine bird widely distributed in Asian countries. Here, we successfully sequenced its mitogenome using the Illumina Novaseq 6000 platform (Illumina, San Diego, CA, USA) for PE 2 × 150 bp sequencing. Combined with other published mitogenomes, we conducted the first comprehensive comparative mitogenome analysis of Muscicapidae birds and reconstructed the phylogenetic relationships between Muscicapidae and related groups. The T. indicus mitogenome was 16,723 bp in size, and it possessed the typical avian mitogenome structure and organization. Most PCGs of T. indicus were initiated strictly with the typical start codon ATG, while COX1 and ND2 were started with GTG. RSCU statistics showed that CUA, CGA, and GCC were relatively high frequency in the T. indicus mitogenome. T. cyanurus and T. indicus shared very similar mitogenomic features. All 13 PCGs of Muscicapidae mitogenomes had experienced purifying selection. Specifically, ATP8 had the highest rate of evolution (0.13296), whereas COX1 had the lowest (0.01373). The monophylies of Muscicapidae, Turdidae, and Paradoxornithidae were strongly supported. The clade of ((Muscicapidae + Turdidae) + Sturnidae) in Passeriformes was supported by both Bayesian Inference and Maximum likelihood analyses. The latest taxonomic status of many passerine birds with complex taxonomic histories were also supported. For example, Monticola gularis, T. indicus, and T. cyanurus were allocated to Turdidae in other literature; our phylogenetic topologies clearly supported their membership in Muscicapidae; Paradoxornis heudei, Suthora webbiana, S. nipalensis, and S. fulvifrons were formerly classified into Muscicapidae; we supported their membership in Paradoxornithidae; Culicicapa ceylonensis was originally classified as a member of Muscicapidae; our results are consistent with a position in Stenostiridae. Our study enriches the genetic data of T. indicus and provides new insights into the molecular phylogeny and evolution of passerine birds.


Subject(s)
Genome, Mitochondrial , Passeriformes , Songbirds , Animals , Passeriformes/genetics , Phylogeny , Genome, Mitochondrial/genetics , Bayes Theorem , Polycomb-Group Proteins
19.
Article in English | MEDLINE | ID: mdl-38261504

ABSTRACT

Anomaly detection, the task of differentiating abnormal data points from normal ones, presents a significant challenge in the realm of machine learning. Numerous strategies have been proposed to tackle this task, with classification-based methods, specifically those utilizing a self-supervised approach via random affine transformations (RATs), demonstrating remarkable performance on both image and non-image data. However, these methods encounter a notable bottleneck, the overlap of constructed labeled datasets across categories, which hampers the subsequent classifiers' ability to detect anomalies. Consequently, the creation of an effective data distribution becomes the pivotal factor for success. In this article, we introduce a model called "self-supervised forest (sForest)", which leverages the random Fourier transform (RFT) and random orthogonal rotations to craft a controlled data distribution. Our model utilizes the RFT to map input data into a new feature space. With this transformed data, we create a self-labeled training dataset using random orthogonal rotations. We theoretically prove that the data distribution formulated by our methodology is more stable compared to one derived from RATs. We then use the self-labeled dataset in a random forest (RF) classifier to distinguish between normal and anomalous data points. Comprehensive experiments conducted on both real and artificial datasets illustrate that sForest outperforms other anomaly detection methods, including distance-based, kernel-based, forest-based, and network-based benchmarks.

20.
Heliyon ; 10(1): e23658, 2024 Jan 15.
Article in English | MEDLINE | ID: mdl-38173492

ABSTRACT

Objective: Neuroblastoma is a life-threatening pediatric solid tumor whose etiology remains unclear. N7-methylguanosine (m7G) is one of the most important epigenetic modifications of RNA, which plays a crucial role in tumorigenesis. The m7G-mediated genes METTL1 and WDR4 also have been reported to be dysregulated in various cancers. However, the implications of METTL1 and WDR4 in neuroblastoma have not been clarified. Methods: Given the oncogenic potential of m7G modification, we performed a case-control study to assess the association of METTL1 and WDR4 genes polymorphisms with neuroblastoma risk in a Chinese population consisting of 402 cases and 473 controls. Odds ratios (ORs) and 95 % confidence intervals (CIs) were applied to evaluate the associations between studied polymorphisms and neuroblastoma risk. The adjusted odds ratio (AOR) was adjusted for age and gender. Results: Overall, four polymorphisms were significantly associated with neuroblastoma risk, including METTL1 rs2291617 (recessive model: adjusted OR = 1.59, 95 % CI = 1.08-2.34, P = 0.019), WDR4 rs2156316 (dominant model: adjusted OR = 0.74, 95 % CI = 0.57-0.97, P = 0.028), WDR4 rs6586250 (dominant model: adjusted OR = 0.59, 95 % CI = 0.42-0.84, P = 0.004) and WDR4 rs15736 (dominant model: adjusted OR = 0.60, 95 % CI = 0.42-0.85, P = 0.004). Stratified analysis showed stronger correlations between significant polymorphisms and neuroblastoma risk among subgroups divided by age, gender, tumor origin, and clinical stage. Furthermore, expression quantitative trait loci (eQTL) analysis revealed that significant polymorphisms were associated with the expression of the adjacent genes. Conclusions: Our study indicated that four polymorphisms in m7G-mediated genes contribute to neuroblastoma susceptibility in the eastern Chinese population. However, our findings should be verified further by large-scale and well-designed studies.

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