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Radiogenomic landscape: Assessment of specific phagocytosis regulators in lower-grade gliomas. 放射基因组图谱:评估低级别胶质瘤中的特异性吞噬调节因子
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-12-01 Epub Date: 2023-12-08 DOI: 10.1177/15353702231211939
Aierpati Maimaiti, Aimitaji Abulaiti, Bin Tang, Yilidanna Dilixiati, Xueqi Li, Suobinuer Yakufu, Yongxin Wang, Lei Jiang, Hua Shao

Genome-wide CRISPR-Cas9 knockout screens have emerged as a powerful method for identifying key genes driving tumor growth. The aim of this study was to explore the phagocytosis regulators (PRs) specifically associated with lower-grade glioma (LGG) using the CRISPR-Cas9 screening database. Identifying these core PRs could lead to novel therapeutic targets and pave the way for a non-invasive radiogenomics approach to assess LGG patients' prognosis and treatment response. We selected 24 PRs that were overexpressed and lethal in LGG for analysis. The identified PR subtypes (PRsClusters, geneClusters, and PRs-score models) effectively predicted clinical outcomes in LGG patients. Immune response markers, such as CTLA4, were found to be significantly associated with PR-score. Nine radiogenomics models using various machine learning classifiers were constructed to uncover survival risk. The area under the curve (AUC) values for these models in the test and training datasets were 0.686 and 0.868, respectively. The CRISPR-Cas9 screen identified novel prognostic radiogenomics biomarkers that correlated well with the expression status of specific PR-related genes in LGG patients. These biomarkers successfully stratified patient survival outcomes and treatment response using The Cancer Genome Atlas (TCGA) database. This study has important implications for the development of precise clinical treatment strategies and holds promise for more accurate therapeutic approaches for LGG patients in the future.

全基因组CRISPR-Cas9基因敲除筛选已成为鉴定驱动肿瘤生长的关键基因的有力方法。本研究的目的是利用CRISPR-Cas9筛选数据库探索与低级别胶质瘤(LGG)特别相关的吞噬调节因子(PRs)。识别这些核心PRs可以找到新的治疗靶点,并为评估LGG患者预后和治疗反应的无创放射基因组学方法铺平道路。我们选择了 24 个在 LGG 中过表达和致死的 PRs 进行分析。所确定的PR亚型(PRsClusters、geneClusters和PRs-score模型)可有效预测LGG患者的临床预后。研究发现,CTLA4等免疫反应标记物与PR-score有显著相关性。利用各种机器学习分类器构建了九种放射基因组学模型,以揭示生存风险。这些模型在测试数据集和训练数据集中的曲线下面积(AUC)值分别为0.686和0.868。CRISPR-Cas9筛选发现了新型预后放射基因组学生物标志物,它们与LGG患者中特定PR相关基因的表达状态密切相关。利用癌症基因组图谱(TCGA)数据库,这些生物标志物成功地对患者的生存结果和治疗反应进行了分层。这项研究对制定精确的临床治疗策略具有重要意义,并有望在未来为LGG患者提供更精确的治疗方法。
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引用次数: 0
Regulation of expression quantitative trait loci by SVA retrotransposons within the major histocompatibility complex. 主要组织相容性复合体内SVA反转录转座子表达量性状位点的调控。
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-12-01 Epub Date: 2023-11-30 DOI: 10.1177/15353702231209411
Jerzy K Kulski, Abigail L Pfaff, Luke D Marney, Alexander Fröhlich, Vivien J Bubb, John P Quinn, Sulev Koks

Genomic and transcriptomic studies of expression quantitative trait loci (eQTL) revealed that SINE-VNTR-Alu (SVA) retrotransposon insertion polymorphisms (RIPs) within human genomes markedly affect the co-expression of many coding and noncoding genes by coordinated regulatory processes. This study examined the polymorphic SVA modulation of gene co-expression within the major histocompatibility complex (MHC) genomic region where more than 160 coding genes are involved in innate and adaptive immunity. We characterized the modulation of SVA RIPs utilizing the genomic and transcriptomic sequencing data obtained from whole blood of 1266 individuals in the Parkinson's Progression Markers Initiative (PPMI) cohort that included an analysis of human leukocyte antigen (HLA)-A regulation in a subpopulation of the cohort. The regulatory properties of eight SVAs located within the class I and class II MHC regions were associated with differential co-expression of 71 different genes within and 75 genes outside the MHC region. Some of the same genes were affected by two or more different SVA. Five SVA are annotated in the human genomic reference sequence GRCh38.p14/hg38, whereas the other three were novel insertions within individuals. We also examined and found distinct structural effects (long and short variants and the CT internal variants) for one of the SVA (R_SVA_24) insertions on the differential expression of the HLA-A gene within a subpopulation (550 individuals) of the PPMI cohort. This is the first time that many HLA and non-HLA genes (multilocus expression units) and splicing mechanisms have been shown to be regulated by eight structurally polymorphic SVA within the MHC genomic region by applying precise statistical analysis of RNA data derived from the blood samples of a human cohort population. This study shows that SVA within the MHC region are important regulators or rheostats of gene co-expression that might have potential roles in diversity, health, and disease.

表达数量性状位点(eQTL)的基因组学和转录组学研究表明,人类基因组中的sin - vntr - alu (SVA)反转录转座子插入多态性(RIPs)通过协调的调控过程显著影响许多编码和非编码基因的共表达。本研究检测了主要组织相容性复合体(MHC)基因组区域内基因共表达的多态性SVA调节,其中160多个编码基因参与先天免疫和适应性免疫。我们利用从帕金森病进展标记计划(PPMI)队列中1266名个体的全血中获得的基因组和转录组测序数据表征了SVA ripps的调节,该队列包括对该队列中一个亚群的人类白细胞抗原(HLA)-A调节的分析。位于MHC I类和II类区域的8个SVAs的调控特性与MHC区域内的71个不同基因和MHC区域外的75个基因的差异共表达相关。一些相同的基因受到两种或更多不同SVA的影响。在人类基因组参考序列GRCh38中标注了5个SVA。P14 /hg38,而其他三个是个体内的新插入。我们还检查并发现了一个SVA (R_SVA_24)插入对PPMI队列亚群(550个个体)中HLA-A基因差异表达的明显结构效应(长、短变体和CT内部变体)。这是第一次通过对人类队列人群血液样本的RNA数据进行精确统计分析,证明MHC基因组区域内的8个结构多态性SVA调节了许多HLA和非HLA基因(多位点表达单位)和剪接机制。该研究表明,MHC区域内的SVA是基因共表达的重要调节因子或变阻器,可能在多样性、健康和疾病中发挥潜在作用。
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引用次数: 0
Single-nucleotide polymorphisms of TLR4 and GAS7 linked to primary open-angle glaucoma among patients of Shenyang, China. 中国沈阳原发性开角型青光眼患者中 TLR4 和 GAS7 的单核苷酸多态性。
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-12-01 Epub Date: 2024-01-19 DOI: 10.1177/15353702231214254
Jiao Jie, Tengfei Wu

The potential for adverse outcomes and classifications of glaucoma differ among race, country, gender, and family medical history. Nearly, 50 represent candidate genes are considered as potential contributors to the happening for the primary open-angle glaucoma (POAG) since the advent of GWASs. Our investigation is the first to report the Toll-like receptor 4 (TLR4) and growth arrest-specific 7 (GAS7) among people in Shenyang, China; to investigate whether single-nucleotide polymorphisms (SNPs) in (TLR4) or GAS7 gene are risk factors for POAG among people in Shenyang, China; and also to explore their potential pathogenic mechanisms. POAG patients from July 2015 to June 2019 at Shenyang Fourth People's Hospital were selected. A total of 218 POAG patients and 252 controls were enrolled. Eight potentially functional SNPs of TLR4 (rs7868859, rs7873784, rs77358523, and rs752998) and GAS7 (rs8012311, rs11656696, rs74629981, and rs9900085) were genotyped. Multifactor analysis was conducted to evaluate the correlation between TLR4, GAS7, and POAG. The allele frequency of rs7873784 of TLR4 demonstrated that the GC (P = 0.030), CC (P = 0.040), and GC + CC genotypes (P = 0.009) were significantly higher compared with CC genotype for POAG patients than that for controls. The rs8072311 and rs9900085 of GAS7 gene also were significantly associated with POAG. Haplotype analysis found that the C-A-T-A haplotype (order: rs7873784-rs77358523-rs752998-rs7868859) of TLR4 gene and the two haplotypes A-C-C-A and C-C-A-C of GAS7 (order: rs9900085-rs74629981-rs8072311-rs11656696) were associated with an elevated susceptibility to POAG (P < 0.05). In this study, rs7868859 of TLR4 and rs8012311 and rs9900085 polymorphisms of GAS7 were first identified to be related to POAG among people in Shenyang, China.

不同种族、国家、性别和家族病史的人患青光眼的潜在不良后果和分类各不相同。自 GWAS 出现以来,近 50 个候选基因被认为是原发性开角型青光眼(POAG)发生的潜在因素。我们的调查首次报道了中国沈阳人群中的Toll样受体4(TLR4)和生长停滞特异性7(GAS7)基因,研究了(TLR4)或GAS7基因的单核苷酸多态性(SNPs)是否是中国沈阳人群中POAG的危险因素,并探讨了其潜在的致病机制。研究选取了2015年7月至2019年6月在沈阳市第四人民医院就诊的POAG患者。共纳入218名POAG患者和252名对照者。对 TLR4(rs7868859、rs7873784、rs77358523 和 rs752998)和 GAS7(rs8012311、rs11656696、rs74629981 和 rs9900085)的 8 个潜在功能 SNPs 进行了基因分型。进行了多因素分析,以评估 TLR4、GAS7 和 POAG 之间的相关性。TLR4的rs7873784等位基因频率显示,POAG患者的GC(P = 0.030)、CC(P = 0.040)和GC + CC基因型(P = 0.009)明显高于对照组的CC基因型。GAS7 基因的 rs8072311 和 rs9900085 也与 POAG 有明显相关性。单倍型分析发现,TLR4 基因的 C-A-T-A 单倍型(顺序:rs7873784-rs77358523-rs752998-rs7868859)和 GAS7 基因的 A-C-C-A 和 C-C-A-C 两种单倍型(顺序:rs9900085-rs74629981-rs8072311-rs11656696)与 POAG 易感性升高有关(P < 0.05)。本研究首次发现 TLR4 的 rs7868859 和 GAS7 的 rs8012311 和 rs9900085 多态性与中国沈阳人群的 POAG 相关。
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引用次数: 0
EXPRESSION OF CONCERN: Diabetic human adipose tissue-derived mesenchymal stem cells fail to differentiate in functional adipocytes. 表达关切:糖尿病人脂肪组织间充质干细胞无法分化为功能性脂肪细胞。
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-12-01 Epub Date: 2023-02-22 DOI: 10.1177/15353702231159815
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引用次数: 0
Corrigendum to "CTRP3 protects against uric acid-induced endothelial injury by inhibiting inflammation and oxidase stress in rats". 更正:"CTRP3 通过抑制炎症和氧化酶应激保护大鼠免受尿酸诱导的内皮损伤"。
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-12-01 Epub Date: 2024-01-11 DOI: 10.1177/15353702231223093
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引用次数: 0
Quercetin suppresses ovariectomy-induced osteoporosis in rat mandibles by regulating autophagy and the NLRP3 pathway. 槲皮素通过调节自噬和NLRP3通路抑制卵巢切除术诱发的大鼠下颌骨骨质疏松症
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-12-01 Epub Date: 2024-01-19 DOI: 10.1177/15353702231211977
Yue Xiong, Cheng-Wei Huang, Chao Shi, Liang Peng, Yu-Ting Cheng, Wei Hong, Jian Liao

With the aging population and the popularity of implant prostheses, an increasing number of postmenopausal osteoporosis (PMOP) patients require implant restorations; however, poor bone condition affects the long-term stability of implant prostheses. This study aimed to investigate the therapeutic effect of quercetin (QR) compared with alendronate (ALN), the primary treatment for PMOP, on mandibular osteoporosis (OP) induced by ovariectomy (OVX) in female rats. Adult female rats were treated with QR (50 mg/kg/day), ALN (6.25 mg/kg/week) by gavage for 8 weeks, chloroquine (CQ, 10 mg/kg/twice a week), and cytokine release inhibitory drug 3 (MCC950, 10 mg/kg/three times a week) by intraperitoneal injection for 8 weeks after bilateral OVX. Blood samples were collected prior to euthanasia; the mandibles were harvested and subjected to micro-computed tomography (micro-CT) and pathological analysis. QR administration controlled weight gain and significantly improved the bone microstructure in OVX rats, increasing bone mass, and bone mineral density (BMD), reducing bone trabecular spacing, and decreasing osteoclast numbers. Western blotting, real-time quantitative PCR (RT-qPCR), and serum markers confirmed that QR inhibited interleukin- 1β (IL-1β) and interleukin-18 (IL-18) on the nucleotide-binding oligomerization domain (NOD)-like receptor (NLR) protein 3 (NLRP3) pathway thereby inhibiting osteoclast differentiation, immunofluorescence and western blotting also confirmed that QR inhibited autophagy in OVX rats and suppressed the number of tartrate-resistant acid phosphatase (TRAP)-stained positive osteoclasts. The findings suggest that QR may protect the bone structure and prevent bone loss in osteoporotic rats by inhibiting the NLRP3 pathway and autophagy in osteoclasts with comparable effects to ALN, thus QR may have the potential to be a promising alternative supplement for the preventive and therapeutic treatment of PMOP.

随着人口老龄化和种植修复体的普及,越来越多的绝经后骨质疏松症(PMOP)患者需要进行种植修复;然而,骨质状况不佳会影响种植修复体的长期稳定性。本研究旨在探讨槲皮素(QR)与阿仑膦酸钠(ALN)(PMOP 的主要治疗药物)相比,对卵巢切除术(OVX)诱导的雌性大鼠下颌骨骨质疏松症(OP)的治疗效果。成年雌性大鼠在双侧卵巢切除术后接受QR(50毫克/千克/天)、ALN(6.25毫克/千克/周)灌胃治疗8周,氯喹(CQ,10毫克/千克/每周两次)和细胞因子释放抑制药物3(MCC950,10毫克/千克/每周三次)腹腔注射治疗8周。安乐死前采集血液样本;收获下颌骨并进行显微计算机断层扫描(micro-CT)和病理分析。服用QR可控制OVX大鼠的体重增加,并显著改善其骨骼微观结构,增加骨量和骨矿物质密度(BMD),缩小骨小梁间距,减少破骨细胞数量。Western印迹、实时定量 PCR(RT-qPCR)和血清标记证实,QR 可抑制核苷酸结合寡聚域(NOD)样受体(NLR)蛋白 3(NLRP3)通路上的白细胞介素 1β (IL-1β)和白细胞介素 18(IL-18),从而抑制破骨细胞分化、免疫荧光和免疫印迹还证实,QR 可抑制 OVX 大鼠的自噬,并抑制抗酒石酸磷酸酶(TRAP)染色阳性破骨细胞的数量。研究结果表明,QR可通过抑制破骨细胞的NLRP3通路和自噬作用来保护骨质疏松症大鼠的骨结构并防止骨质流失,其效果与ALN相当,因此QR有可能成为预防和治疗PMOP的一种有前途的替代性补充剂。
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引用次数: 0
Research of restricted migration evaluation of MDA-MB-231 cells in 2D and 3D co-culture models. MDA-MB-231 细胞在二维和三维共培养模型中的受限迁移评估研究。
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-12-01 Epub Date: 2024-01-19 DOI: 10.1177/15353702231214269
Zhichang Du, Shaohui Yang, Qingzhong Gong, Zhonghua Lin, Guohong Xiao, Shengli Mi

The restricted migration evaluation is conducive to more complex tumor migration research because of the conformity with in vivo tumors. However, the differences between restricted and unrestricted cell migration and the distinction between different evaluation methods have not been systematically studied, hindering related research. In this study, by constructing the restricted environments on chips, the influence of co-culture conditions on the cancer cell migration capacity was studied. The results showed that the restricted channels can discriminate the influence of weak tumor environmental factors on complex tumor migration behaviors by limiting the free growth instinct of tumor cells. Through the comparison of 2D and 3D restricted migration methods, the extracellular matrix (ECM) restriction was also helpful in distinguishing the influence of the weak tumor environmental factor. However, the 3D ECM can better reflect the tortuosity of the cell migration process and the cooperative behavior among cancer cells. In the anticancer drug evaluation, 3D ECM can more accurately reflect the cytotoxicity of drugs and is more consistent with the drug resistance in the human body. In conclusion, the research will help to distinguish different evaluation methods of cancer cell migration, help researchers select appropriate evaluation models, and promote the research of tumor metastasis.

限制性迁移评价与体内肿瘤相一致,有利于开展更复杂的肿瘤迁移研究。然而,受限细胞迁移与非受限细胞迁移之间的差异以及不同评价方法之间的区别尚未得到系统研究,阻碍了相关研究的开展。本研究通过在芯片上构建受限环境,研究了共培养条件对癌细胞迁移能力的影响。结果表明,受限通道可以通过限制肿瘤细胞的自由生长本能,分辨弱肿瘤环境因素对复杂肿瘤迁移行为的影响。通过比较二维和三维限制迁移方法,细胞外基质(ECM)限制也有助于区分弱肿瘤环境因素的影响。但三维 ECM 能更好地反映细胞迁移过程的迂回性和癌细胞之间的合作行为。在抗癌药物评估中,三维 ECM 能更准确地反映药物的细胞毒性,也更符合人体的耐药性。总之,该研究有助于区分癌细胞迁移的不同评价方法,帮助研究人员选择合适的评价模型,促进肿瘤转移的研究。
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引用次数: 0
Mechanisms maintaining cerebral perfusion during systemic hypotension are impaired in elderly adults. 老年人全身性低血压时维持脑灌注的机制受损。
IF 3.2 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-12-01 Epub Date: 2023-12-06 DOI: 10.1177/15353702231209416
Kulsum Abdali, Xiaoan Chen, Sarah Ross, Sandra Davis, Zhengyang Zhou, Robert T Mallet, Xiangrong Shi

Postural hypotension abruptly lowers cerebral perfusion, producing unsteadiness which worsens with aging. This study addressed the hypothesis that maintenance of cerebral perfusion weakens in the elderly due to less effective cerebrovascular autoregulation and systemic cardiovascular responses to hypotension. In healthy elderly (n = 13, 68 ± 1 years) and young (n = 13, 26 ± 1 years) adults, systemic hypotension was induced by rapid deflation of bilateral thigh cuffs after 3-min suprasystolic occlusion, while heart rate (HR), mean arterial pressure (MAP), and blood flow velocity of the middle cerebral artery (VMCA) were recorded. VMCA/MAP indexed cerebrovascular conductance (CVC). Durations and rates of recovery of MAP and VMCA from their respective postdeflation nadirs were compared between the groups. Thigh-cuff deflation elicited similar hypotension and cerebral hypoperfusion in the elderly and young adults. However, the time elapsed (TΔ) from cuff deflation to the nadirs of MAP and VMCA, and the time for full recovery (TR) from nadirs to baselines were significantly prolonged in the elderly subjects. The response rates of HR (ΔHR, i.e. cardiac factor), MAP (ΔMAP, i.e. vasomotor factor), and CVC following cuff deflation were significantly slower in the elderly. Collectively, the response rates of the cardiac, vasomotor, and CVC factors largely explained TRVMCA. However, the TRVMCA/ΔMAP slope (-3.0 ± 0.9) was steeper (P = 0.046) than the TRVMCA/ΔHR slope (-1.1 ± 0.4). The TRVMCA/ΔCVC slope (-2.4 ± 0.6) was greater (P = 0.072) than the TRVMCA/ΔHR slope, but did not differ from the TRVMCA/ΔMAP slope (P = 0.52). Both cerebrovascular autoregulatory and systemic mechanisms contributed to cerebral perfusion recovery during systemic hypotension, and the vasomotor factor was predominant over the cardiac factor. Recovery from cerebral hypoperfusion was slower in the elderly adults because of the age-diminished rates of the CVC response and cardiovascular reflex regulation. Systemic vasoconstriction predominated over increased HR for restoring cerebral perfusion after abrupt onset of systemic hypotension.

体位性低血压突然降低脑灌注,产生不稳定,并随着年龄的增长而恶化。本研究提出了一种假设,即老年人脑灌注维持能力减弱是由于脑血管自身调节和全身心血管对低血压的反应不太有效。健康老年人(n = 13、68±1岁)和年轻成人(n = 13、26±1岁)在收缩期上阻断3 min后,双侧大腿袖快速收缩致全体性低血压,同时记录心率(HR)、平均动脉压(MAP)和大脑中动脉血流速度(VMCA)。VMCA/MAP指标脑血管导度(CVC)。比较两组间MAP和VMCA从各自通缩后最低点恢复的持续时间和速率。在老年人和年轻人中,大腿袖带紧缩引起类似的低血压和脑灌注不足。然而,老年受试者从袖带收缩到MAP和VMCA最低点所经过的时间(TΔ),以及从最低点到基线的完全恢复时间(TR)明显延长。老年人袖带收缩后HR (ΔHR,即心脏因子)、MAP (ΔMAP,即血管舒缩因子)和CVC的反应率明显较慢。总的来说,心脏、血管舒缩和CVC因子的反应率在很大程度上解释了TRVMCA。然而,TRVMCA/ΔMAP的斜率(-3.0±0.9)比TRVMCA/ΔHR的斜率(-1.1±0.4)更陡(P = 0.046)。TRVMCA/ΔCVC斜率(-2.4±0.6)大于TRVMCA/ΔHR斜率(P = 0.072),但与TRVMCA/ΔMAP斜率无差异(P = 0.52)。脑血管自身调节和全身机制都有助于全身性低血压时脑灌注恢复,血管舒缩因子优于心脏因子。由于CVC反应和心血管反射调节的年龄降低,老年人从脑灌注不足中恢复较慢。突发性全身性低血压后,恢复脑灌注时,全身性血管收缩比HR增加更重要。
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引用次数: 0
Transcriptomic profile of the mechanosensitive ion channelome in human cardiac fibroblasts. 人类心脏成纤维细胞机械敏感性离子通道组的转录组图谱
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-12-01 Epub Date: 2023-12-30 DOI: 10.1177/15353702231218488
Vadim Mitrokhin, Andrei Bilichenko, Viktor Kazanski, Roman Schobik, Stanislav Shileiko, Veronika Revkova, Vladimir Kalsin, Olga Kamkina, Andre Kamkin, Mitko Mladenov

Human cardiac fibroblasts (HCFs) have mRNA transcripts that encode different mechanosensitive ion channels and channel regulatory proteins whose functions are not known yet. The primary goal of this work was to define the mechanosensitive ion channelome of HCFs. The most common type of cationic channel is the transient receptor potential (TRP) family, which is followed by the TWIK-related K+ channel (TREK), transmembrane protein 63 (TMEM63), and PIEZO channel (PIEZO) families. In the sodium-dependent NON-voltage-gated channel (SCNN) subfamily, only SCNN1D was shown to be highly expressed. Particular members of the acid-sensing ion channel (ASIC) (ASIC1 and ASIC3) subfamilies were also significantly expressed. The transcripts per kilobase million (TPMs) for Piezo 2 were almost 100 times less abundant than those for Piezo 1. The tandem of P domains in a weak inward rectifying K+ channel (TWIK)-2 channel, TWIK-related acid-sensitive K+ channel (TASK)-5, TASK-1, and the TWIK-related K1 (TREK-1) channel were the four most prevalent types in the K2P subfamily. The highest expression in the TRPP subfamily was found for PKD2 and PKD1, while in the TRPM subfamily, it was found for TRPM4, TRPM7, and TRPM3. TRPV2, TRPV4, TRPV3, and TRPV6 (all members of the TRPV subfamily) were also substantially expressed. A strong expression of the TRPC1, TRPC4, TRPC6, and TRPC2 channels and all members of the TRPML subfamily (MCOLN1, MCOLN2, and MCOLN3) was also shown. In terms of the transmembrane protein 16 (TMEM16) family, the HCFs demonstrated significant expression of the TMEM16H, TMEM16F, TMEM16J, TMEM16A, and TMEM16G channels. TMC3 is the most expressed channel in HCFs of all known members of the transmembrane channel-like protein (TMC) family. This analysis of the mechanosensitive ionic channel transcriptome in HCFs: (1) agrees with previously documented findings that all currently identified mechanosensitive channels play a significant and well recognized physiological function in elucidating the mechanosensitive characteristics of HCFs; (2) supports earlier preliminary reports that point to the most common expression of the TRP mechanosensitive family in HCFs; and (3) points to other new mechanosensitive channels (TRPC1, TRPC2, TWIK-2, TMEM16A, ASIC1, and ASIC3).

人类心脏成纤维细胞(HCFs)的 mRNA 转录本编码不同的机械敏感性离子通道和通道调节蛋白,但其功能尚不清楚。这项工作的主要目标是确定 HCFs 的机械敏感性离子通道组。最常见的阳离子通道类型是瞬态受体电位(TRP)家族,其次是 TWIK 相关 K+ 通道(TREK)、跨膜蛋白 63(TMEM63)和 PIEZO 通道(PIEZO)家族。在钠依赖性非电压门控通道(SCNN)亚家族中,只有 SCNN1D 被证明是高表达的。酸感应离子通道(ASIC)亚家族的特定成员(ASIC1 和 ASIC3)也有显著表达。Piezo 2 的每百万千碱基转录本(TPMs)含量几乎是 Piezo 1 的 100 倍。弱内向整流 K+ 通道(TWIK)-2 通道、TWIK 相关酸敏感 K+ 通道(TASK)-5、TASK-1 和 TWIK 相关 K1(TREK-1)通道中的串联 P 结构域是 K2P 亚家族中最常见的四种类型。在 TRPP 亚家族中,PKD2 和 PKD1 的表达量最高,而在 TRPM 亚家族中,TRPM4、TRPM7 和 TRPM3 的表达量最高。TRPV2、TRPV4、TRPV3 和 TRPV6(均为 TRPV 亚家族成员)也有大量表达。TRPC1、TRPC4、TRPC6 和 TRPC2 通道以及 TRPML 亚家族的所有成员(MCOLN1、MCOLN2 和 MCOLN3)也有较强的表达。在跨膜蛋白 16(TMEM16)家族方面,HCFs 显示了 TMEM16H、TMEM16F、TMEM16J、TMEM16A 和 TMEM16G 通道的显著表达。在跨膜通道样蛋白(TMC)家族的所有已知成员中,TMC3 是 HCFs 中表达最多的通道。这项对 HCFs 中机械敏感离子通道转录组的分析:(1) 与之前记录的研究结果一致,即目前发现的所有机械敏感通道在阐明 HCFs 机械敏感特性方面都发挥着重要且公认的生理功能;(2) 支持之前的初步报告,即 TRP 机械敏感家族在 HCFs 中的表达最为普遍;(3) 指出了其他新的机械敏感通道(TRPC1、TRPC2、TWIK-2、TMEM16A、ASIC1 和 ASIC3)。
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引用次数: 0
A quantum-based oversampling method for classification of highly imbalanced and overlapped data. 一种基于量子的超采样方法,用于高度不平衡和重叠数据的分类。
IF 2.8 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-12-01 Epub Date: 2024-01-28 DOI: 10.1177/15353702231220665
Bei Yang, Guilan Tian, Joseph Luttrell, Ping Gong, Chaoyang Zhang

Data imbalance is a challenging problem in classification tasks, and when combined with class overlapping, it further deteriorates classification performance. However, existing studies have rarely addressed both issues simultaneously. In this article, we propose a novel quantum-based oversampling method (QOSM) to effectively tackle data imbalance and class overlapping, thereby improving classification performance. QOSM utilizes the quantum potential theory to calculate the potential energy of each sample and selects the sample with the lowest potential as the center of each cover generated by a constructive covering algorithm. This approach optimizes cover center selection and better captures the distribution of the original samples, particularly in the overlapping regions. In addition, oversampling is performed on the samples of the minority class covers to mitigate the imbalance ratio (IR). We evaluated QOSM using three traditional classifiers (support vector machines [SVM], k-nearest neighbor [KNN], and naive Bayes [NB] classifier) on 10 publicly available KEEL data sets characterized by high IRs and varying degrees of overlap. Experimental results demonstrate that QOSM significantly improves classification accuracy compared to approaches that do not address class imbalance and overlapping. Moreover, QOSM consistently outperforms existing oversampling methods tested. With its compatibility with different classifiers, QOSM exhibits promising potential to improve the classification performance of highly imbalanced and overlapped data.

在分类任务中,数据不平衡是一个具有挑战性的问题,如果再加上类别重叠,则会进一步降低分类性能。然而,现有研究很少同时解决这两个问题。在本文中,我们提出了一种新颖的基于量子的超采样方法(QOSM),以有效解决数据不平衡和类重叠问题,从而提高分类性能。QOSM 利用量子势理论计算每个样本的势能,并选择势能最小的样本作为构造覆盖算法生成的每个覆盖的中心。这种方法优化了覆盖中心的选择,能更好地捕捉原始样本的分布,尤其是在重叠区域。此外,还对少数类覆盖的样本进行了超采样,以减轻不平衡率(IR)。我们使用三种传统分类器(支持向量机 [SVM]、k-近邻 [KNN] 和天真贝叶斯 [NB] 分类器)在 10 个公开的 KEEL 数据集上对 QOSM 进行了评估,这些数据集的特点是高 IR 和不同程度的重叠。实验结果表明,与没有解决类不平衡和重叠问题的方法相比,QOSM 能显著提高分类准确率。此外,QOSM 始终优于测试过的现有超采样方法。QOSM 与不同的分类器兼容,因此在提高高度不平衡和重叠数据的分类性能方面具有广阔的前景。
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