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Clinical applications of artificial intelligence in identification and management of bacterial infection: Systematic review and meta-analysis 人工智能在细菌感染识别和管理中的临床应用:系统回顾与荟萃分析
IF 4.4 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-01-14 DOI: 10.1016/j.sjbs.2024.103934
Mohammad Zubair

Pneumonia is declared a global emergency public health crisis in children less than five age and the geriatric population. Recent advancements in deep learning models could be utilized effectively for the timely and early diagnosis of pneumonia in immune-compromised patients to avoid complications. This systematic review and meta-analysis utilized PRISMA guidelines for the selection of ten articles included in this study. The literature search was done through electronic databases including PubMed, Scopus, and Google Scholar from 1st January 2016 till 1 July 2023. Overall studies included a total of 126,610 images and 1706 patients in this meta-analysis. At a 95% confidence interval, for pooled sensitivity was 0.90 (0.85–0.94) and I2 statistics 90.20 (88.56 – 91.92). The pooled specificity for deep learning models' diagnostic accuracy was 0.89 (0.86–––0.92) and I2 statistics 92.72 (91.50 – 94.83). I2 statistics showed low heterogeneity across studies highlighting consistent and reliable estimates, and instilling confidence in these findings for researchers and healthcare practitioners. The study highlighted the recent deep learning models single or in combination with high accuracy, sensitivity, and specificity to ensure reliable use for bacterial pneumonia identification and differentiate from other viral, fungal pneumonia in children and adults through chest x-rays and radiographs.

肺炎已被宣布为五岁以下儿童和老年人群的全球性紧急公共卫生危机。深度学习模型的最新进展可有效用于免疫力低下患者肺炎的及时和早期诊断,以避免并发症。本系统综述和荟萃分析采用了 PRISMA 指南,选择了 10 篇文章纳入本研究。从 2016 年 1 月 1 日至 2023 年 7 月 1 日,通过 PubMed、Scopus 和 Google Scholar 等电子数据库进行了文献检索。本荟萃分析共纳入了 126610 张图片和 1706 名患者。在 95% 的置信区间内,汇总灵敏度为 0.90(0.85-0.94),I2 统计量为 90.20(88.56 - 91.92)。深度学习模型诊断准确性的集合特异性为 0.89(0.86 - 0.92),I2 统计量为 92.72(91.50 - 94.83)。I2统计显示,各研究之间的异质性较低,突出了一致、可靠的估计结果,为研究人员和医疗从业人员带来了信心。该研究强调,最近的深度学习模型可单独或组合使用,具有高准确性、灵敏度和特异性,可确保可靠地用于细菌性肺炎的鉴别,并通过胸部 X 光片和射线照片将儿童和成人肺炎与其他病毒性、真菌性肺炎区分开来。
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引用次数: 0
Cell-free DNA as a potential diagnostic biomarker in academic stress: A case-control study in young adults 作为学业压力潜在诊断生物标志物的无细胞 DNA:一项针对年轻人的病例对照研究
IF 4.4 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-01-14 DOI: 10.1016/j.sjbs.2024.103933
Muhammad Adnan Shan , Warda Ishtiaq , Shamsa Kanwal , Muhammad Umer Khan , Ayesha Iftikhar , Samiullah Khan

Background

Stress is a pervasive issue in modern life, affecting both physical and mental health. Identifying biomarkers like cell-free DNA (cfDNA) could provide insights into stress response and help detect individuals at risk for stress-related disorders.

Objective

The aim of this study is to investigate the potential use of cfDNA as a diagnostic biomarker in individuals experiencing stress.

Methodology

A case-control analysis was conducted using convenient sampling on university participants (N = 285 cases, N = 500 controls) aged 18–24. The study assessed haematological and lipid profile parameters using the Sysmex XP-300TM automated analyzer and an automated biochemistry analyzer, and cfDNA was extracted using a standardized in house developed Phenol-Chloroform protocol and estimated using Agarose Gel Electrophoresis and Nanodrop. Statistical analysis was performed using SPSS ver. 21.0.

Results

The results indicated a significant difference between stressed individuals and healthy controls in demographic, haematological and biochemical parameters. Specifically, stressed cases had significantly higher levels of cholesterol, LDL cholesterol, triglycerides, glucose, VLDL cholesterol, and lower levels of HDL compared to healthy controls. Stressed cases also showed significantly elevated levels of circulating cfDNA relative to healthy controls.

Conclusion

These findings suggest that cfDNA may have potential as a diagnostic biomarker for stress.

背景压力是现代生活中一个普遍存在的问题,影响着人们的身心健康。本研究的目的是调查将 cfDNA 作为诊断生物标志物用于经历压力的个体的可能性。方法采用方便取样的方法对 18-24 岁的大学生参与者(N = 285 例,N = 500 例对照)进行了病例对照分析。研究使用 Sysmex XP-300TM 自动分析仪和自动生化分析仪评估了血液和血脂概况参数,并使用内部开发的标准化酚-氯仿方案提取了 cfDNA,然后使用琼脂糖凝胶电泳和 Nanodrop 进行了估算。统计分析使用 SPSS ver.结果表明,在人口统计学、血液学和生化参数方面,应激个体与健康对照组之间存在显著差异。具体而言,与健康对照组相比,应激病例的胆固醇、低密度脂蛋白胆固醇、甘油三酯、葡萄糖、VLDL 胆固醇水平明显升高,而高密度脂蛋白水平则较低。与健康对照组相比,应激病例的循环 cfDNA 水平也明显升高。
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引用次数: 0
Improvement of renal functions in mice with septic acute kidney injury using secretome of mesenchymal stem cells 利用间充质干细胞的分泌组改善化脓性急性肾损伤小鼠的肾功能
IF 4.4 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-01-13 DOI: 10.1016/j.sjbs.2024.103931
Arifin Arifin , Bambang Purwanto , Dono Indarto , Brian Wasita , Tatar Sumanjar , Eti Poncorini Pamungkasari , Soetrisno Soetrisno

Background

A potentially fatal complication of sepsis is septic acute kidney injury. Stem cell therapy is a potential new method of treating sepsis and has been applied to treat some human diseases.

Objectives

This study investigated the effects of secretome-MSCs on NGAL, CRP, NF-κB, and MMP-9 proteins, and histopathology in mice with septic AKI.

Methods

A post-test-only group design was conducted in 30 Balb/C male mice, which were randomly assigned to five groups: the control group was intraperitoneally injected with 0.5 ml of 0.9 % NaCl, the septic AKI, and the treatment groups (T1, T2, and T3) were intraperitoneally injected with 0.5 ml of 0.9 % NaCl and 0.3 mg/kg BW LPS single dose for three days. Three-day treatments of 150, 300, and 600 µl secretome-MSCs were administered intraperitoneally into the treatment groups. Furthermore, kidney and blood samples were collected for biochemical and histopathological analyses.

Results

The T1, T2, and T3 groups had lower expression of NF-κB and MMP-9 and significantly lower CRP and NGAL levels than that of septic AKI group. T1 (1.21 ± 0.19), T2 (0.75 ± 0.22), and T3 (0.38 ± 0.14) groups demonstrated lower average scores for inflammation, necrosis, hemorrhage, and degeneration compared to septic AKI group (2.17 ± 0.13).

Conclusions

Administration of 600 µl/20 g BW secretome-MSCs suppresses NF-κB and MMP-9 expression and reduces CRP and NGAL levels. Meanwhile, the 150 and 300 µl/20 g BW doses also indicated a greater improvement in renal tissue damage of mice with septic AKI.

背景脓毒症的一个潜在致命并发症是脓毒性急性肾损伤。干细胞疗法是一种治疗脓毒症的潜在新方法,已被应用于治疗一些人类疾病Objectives This study investigated the effects of secretome-MSCs on NGAL, CRP, NF-κB, and MMP-9 proteins, and histopathology in mice with septic AKI.方法以30只Balb/C雄性小鼠为研究对象,将其随机分为五组:对照组腹腔注射0.5毫升0.9%的NaCl,治疗组(T1、T2和T3)腹腔注射0.5毫升0.9%的NaCl和0.3毫克/千克体重的LPS,连续三天。治疗组腹腔注射 150、300 和 600 µl 分泌型间充质干细胞,为期三天。结果与脓毒症 AKI 组和正常组相比,T1、T2 和 T3 组的 NF-κB 和 MMP-9 表达较低,CRP 和 NGAL 水平显著降低。与脓毒症 AKI 组(2.17±0.13)相比,T1 组(1.21±0.19)、T2 组(0.75±0.22)和 T3 组(0.38±0.14)的炎症、坏死、出血和变性平均得分较低。同时,150 微升/ 20 克体重和 300 微升/ 20 克体重的剂量对脓毒性 AKI 小鼠肾组织损伤的改善更大。
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引用次数: 0
IC - Editorial Board IC - 编辑委员会
IF 4.4 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-01-13 DOI: 10.1016/S1319-562X(24)00002-0
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引用次数: 0
Molecular cytogenetic analysis of multi-miscarriage products of conception in clinical cases from Al-Anbar Governorate, west of Iraq 伊拉克西部安巴尔省临床病例中多重流产受孕产物的分子细胞遗传学分析
IF 4.4 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-01-12 DOI: 10.1016/j.sjbs.2024.103932
Mushtak T.S. Al-Ouqaili , Rafal M. Murshid , Basma Y. Abd Al-Kariem , Bushra A. Kanaan , Ahmed T.S. Al-Neda

Most clinical miscarriages often occur throughout the first trimester of pregnancy, with fetal chromosomal abnormalities being identified as the primary reason for such occurrences. The objective is to analyze the fetal chromosomal aberrations in the product of conception among Iraqi patients suffering from recurrent miscarriages. The cross-sectional study was performed on 60 cases of products of conception in women suffering from multiple miscarriages, obtained from Department of Obstetrics and Gynecology is located in Ramadi Teaching Hospital for Child and Maternity, as well as other Private Clinics in the Ramadi City. Long-term culture of conventional cytogenetic analysis using the G-banding technique was employed to determine the chromosomal disorder of fetal tissue part or villus samples. Fetal chromosomal abnormalities were detected in 86.7 %. Numerical chromosomal abnormalities were revealed in 98.1 %, while structural abnormalities were detected in 1.9 %. Additionally, the commonest gestation loss occurs in parents under 35 years in the first trimester (92.3 %). Trisomy 21 was the most frequent (46.2 %) in gestational loss. Fetal chromosomal abnormalities have been linked with gestational loss in Iraqi couples. Therefore, it is recommended that cytogenetic analysis should be performed to identify the genetic cause of recurrent miscarriage. This is important for providing appropriate genetic counseling and educating couples about the risk of future pregnancies.

临床上大多数流产往往发生在妊娠的前三个月,而胎儿染色体异常被认为是导致流产的主要原因。本研究旨在分析伊拉克反复流产患者受孕产物中胎儿染色体的畸变情况。这项横断面研究对拉马迪妇幼教学医院妇产科和拉马迪市其他私人诊所的 60 例多次流产妇女的受孕产物进行了分析。采用 G 带技术对传统细胞遗传学分析进行长期培养,以确定胎儿组织或绒毛样本的染色体异常。86.7%的样本检测出胎儿染色体异常。染色体数目异常占 98.1%,结构异常占 1.9%。此外,最常见的妊娠损失发生在 35 岁以下的父母中(92.3%)。21 三体综合征是最常见的妊高症(46.2%)。胎儿染色体异常与伊拉克夫妇的妊娠损失有关。因此,建议进行细胞遗传学分析,以确定复发性流产的遗传原因。这对提供适当的遗传咨询和教育夫妇了解未来怀孕的风险非常重要。
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引用次数: 0
Biochar-based organic fertilizers: Influence on yield and concentration of antioxidants in the stigma of saffron and rhizosphere bacterial diversity of slightly saline and non-saline soils 以生物炭为基础的有机肥料:对产量、藏红花柱头中抗氧化剂浓度以及微盐碱地和非盐碱地根瘤菌多样性的影响
IF 4.4 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-01-05 DOI: 10.1016/j.sjbs.2023.103922
Shagufta Qasim , Shamim Gul , Abdul Hanan Buriro , Fahad Shafiq , Tariq Ismail

Being the most expensive spice, saffron has great economic importance. This crop grows well in cold arid deserts. Salinity is one of the important limiting factors for the cultivation of this crop. However, the use of composted manured and co-composted biochar and fertilizers can play a role in attenuating the salinity stress on this crop. In this two-year field study, manures from three sources: sheep and goat (SG), cow and buffalo (FYM), and poultry (PM) farms, and their co-compost with slow-pyrolyzed wood-derived biochar (B) were used for saffron cultivation in slightly saline (electrical conductivity 1.95 dS m−1) and non-saline soils. Yield and concentration of antioxidants of stigma and bacterial diversity in the rhizosphere of this crop, under salinity and non-salinity conditions, were evaluated. Results revealed that in non-saline soil of first-year crops, all fertilizers decreased the yield of stigma than control by 15–49 % (P ≤ 0.05) but increased the concentration of carotenoids and total polyphenolics (P ≤ 0.05). In saline soil, no difference in yield was observed between treatments for the first-year crop; however, for the second-year crop, as compared to control, PM and FYM significantly increased yield by 41 % and 44 % respectively, whereas FYM also increased the concentration of total polyphenolics (P ≤ 0.05). The FYM fertilizer was found suitable for the yield and quality of saffron stigma for second-year crops in both soils (non-saline and saline). The observed OTUs, Chao1, Fischer, and ACE indexes based on 16 s rRNA metagenomic analysis revealed 2–4 times greater bacterial diversity in the rhizosphere soil of PM-B and SG-B treatments than in the control. Furthermore, 347 bacterial species were found in PM-B- or SG-B-amended soils absent in control treatments.

作为最昂贵的香料,藏红花具有重要的经济意义。这种作物在寒冷干旱的沙漠中生长良好。盐度是限制这种作物种植的重要因素之一。然而,使用堆肥、共堆肥生物炭和肥料可以减轻盐分对这种作物的压力。在这项为期两年的田间研究中,绵羊和山羊养殖场(SG)、奶牛和水牛养殖场(FYM)以及家禽养殖场(PM)的粪肥及其与慢热解木质生物炭(B)的共堆肥被用于在微盐碱(电导率为 1.95 dS m-1)和非盐碱土壤中种植藏红花。在盐碱和非盐碱条件下,对这种作物的产量、柱头抗氧化剂浓度和根圈细菌多样性进行了评估。结果表明,在第一年作物的非盐碱土壤中,所有肥料都会使柱头产量比对照减少 15-49%(P≤0.05),但会增加类胡萝卜素和总多酚的浓度(P≤0.05)。在盐碱土壤中,第一年作物的产量在不同处理之间没有差异;但在第二年作物中,与对照相比,可吸入颗粒物和堆肥分别显著增产 41% 和 44%,而堆肥也提高了总多酚的浓度(P≤0.05)。在两种土壤(非盐碱地和盐碱地)中,FYM 肥料都适用于提高二年生作物藏红花柱头的产量和质量。根据 16s rRNA 元基因组分析观察到的 OTU、Chao1、Fischer 和 ACE 指数显示,PM-B 和 SG-B 处理的根瘤土壤中的细菌多样性是对照的 2-4 倍。此外,在 PM-B 或 SG-B 改良土壤中发现了 347 种对照处理中没有的细菌。
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引用次数: 0
An overview of multiple myeloma: A monoclonal plasma cell malignancy’s diagnosis, management, and treatment modalities 多发性骨髓瘤概述:单克隆浆细胞恶性肿瘤的诊断、管理和治疗模式
IF 4.4 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2023-12-30 DOI: 10.1016/j.sjbs.2023.103920
Maisa Siddiq Abduh

Multiple Myeloma (MM) is a plasma cell cancer with high mortality and morbidity rates. Its incidence rate has increased by 143% since 1975. Adipokines, cytokines, chemokines, and genetic variations influence the development and progression of MM. Chromosomal translocations cause mutations associated with MM. The pathogenesis of MM is complicated by novel issues like miRNAs, RANKL, Wnt/DKK1, Wnt, and OPG. Conventional diagnosis methods include bone marrow biopsy, sPEP or uPEP, sIFE and uIFE, and sFLC assay, along with advanced techniques such as FISH, SNPA, and gene expression technologies. A novel therapeutic strategy has been developed recently. Chemotherapy, hematopoietic stem cell transplantation, and a variety of drug classes in combination are used to treat patients with high-risk diseases. Alkylating agents, PIs, and IMiDs have all been developed as effective treatment options for MM in recent years. This review overviews the current recommendations for managing MGUS, SMM, MM, SP and NSMM and discusses practices in diagnosing and treating MM.

多发性骨髓瘤(MM)是一种浆细胞癌症,死亡率和发病率都很高。自 1975 年以来,其发病率增加了 143%。脂肪因子、细胞因子、趋化因子和基因变异都会影响 MM 的发生和发展。染色体易位导致与 MM 相关的突变。miRNA、RANKL、Wnt/DKK1、Wnt 和 OPG 等新问题使 MM 的发病机制变得复杂。传统诊断方法包括骨髓活检、sPEP 或 uPEP、sIFE 和 uIFE、sFLC 检测,以及 FISH、SNPA 和基因表达技术等先进技术。最近还开发出了一种新的治疗策略。化疗、造血干细胞移植以及多种药物的联合应用可用于治疗高危疾病患者。近年来,烷化剂、PIs 和 IMiDs 都已发展成为 MM 的有效治疗方案。本综述概述了目前管理MGUS、SMM、MM、SP和NSMM的建议,并讨论了诊断和治疗MM的做法。
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引用次数: 0
Alleviation of carbendazim toxicity effect by Moringa oleifera oil and Linum usitatissimum L. oil on testes of male rats: Physiological, histological and in silico study 辣木油和亚麻油减轻多菌灵对雄性大鼠睾丸的毒性作用:生理学、组织学和硅学研究
IF 4.4 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2023-12-30 DOI: 10.1016/j.sjbs.2023.103921
Muhammad Hashim , Atef M. Al-Attar , Mohammed Y. Alomar , Abdulkader M. Shaikh Omar , Naser A. Alkenani , Isam M. Abu Zeid

Carbendazim (CBZ) is a widely used fungicide that is used to control the unwanted growth of fungi on fruits and vegetables. Sixty male rats were divided into six groups, each having ten. Group one served as control, animals belonging to group two were exposed to CBZ in the measure of 200 mg/kg body weight (BW). In the third and fourth groups, rats were administered 800 mg/kg BW of Moringa oleifera (moringa oil) and Linum usitatissimum L. (flaxseed oil), plus CBZ with the same dose given to group two. Groups five and six were administered with moringa and flaxseed oils respectively for six weeks. A marked decline was seen in oxidative stress markers, reduced glutathione (GSH), superoxide dismutase (SOD), catalase (CAT), and a rise in malondialdehyde (MDA) level in group two with severe histological disruptions. Moringa oil and flaxseed oil were used to alleviate these changes. In addition, a biocomputational molecular docking analysis of three proteins found in male rats was performed. In relation to CBZ (CID:10584007) the screened proteins namely testis-expressed protein (TX101_RAT), EPPI_RAT, and glutathione peroxidase 5 (GPX5_RAT) were docked, and their docking score were obtained (−5.9 kcal/mol), (−5.8 kcal/mol) and (−5.6 kcal/mol) respectively. By examining these interactions in 2D and 3D structures, a detailed understanding of the unique and specific binding affinity, hydrogen bonds, hydrophobic interactions, ionic bonds, and water bonds were obtained. Structure-based virtual screening (SBVS) molecular docking analysis showed that protein interaction with CBZ causes reproductive complications in protein expression and functions by hampering their normal function and blocking active sites.

多菌灵(CBZ)是一种广泛使用的杀真菌剂,用于控制真菌在水果和蔬菜上的不良生长。60 只雄性大鼠被分为 6 组,每组 10 只。第一组为对照组,第二组接触 CBZ,剂量为 200 毫克/千克体重(BW)。第三组和第四组给大鼠服用每公斤体重 800 毫克的 Moringa oleifera(辣木油)和 Linum usitatissimum L.(亚麻籽油)以及 CBZ,剂量与第二组相同。第五组和第六组分别服用辣木油和亚麻籽油六周。第二组的氧化应激指标、还原型谷胱甘肽(GSH)、超氧化物歧化酶(SOD)和过氧化氢酶(CAT)明显下降,丙二醛(MDA)水平上升,组织学破坏严重。辣木油和亚麻籽油可减轻这些变化。此外,还对雄性大鼠体内发现的三种蛋白质进行了生物计算分子对接分析。针对CBZ(CID:10584007),筛选出的蛋白质即睾丸表达蛋白(TX101_RAT)、EPPI_RAT和谷胱甘肽过氧化物酶5(GPX5_RAT)进行了对接,其对接得分分别为(-5.9 kcal/mol)、(-5.8 kcal/mol)和(-5.6 kcal/mol)。通过研究这些相互作用的二维和三维结构,可以详细了解其独特和特定的结合亲和力、氢键、疏水相互作用、离子键和水键。基于结构的虚拟筛选(SBVS)分子对接分析表明,蛋白质与 CBZ 的相互作用会阻碍蛋白质的正常功能并阻断活性位点,从而导致蛋白质表达和功能的生殖复杂化。
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引用次数: 0
Integrative analysis of RNA expression data unveils distinct cancer types through machine learning techniques 通过机器学习技术综合分析 RNA 表达数据揭示不同癌症类型
IF 4.4 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2023-12-30 DOI: 10.1016/j.sjbs.2023.103918
Saad Awadh Alanazi , Nasser Alshammari , Maddalah Alruwaili , Kashaf Junaid , Muhammad Rizwan Abid , Fahad Ahmad

Cancer is a highly complex and heterogeneous disease. Traditional methods of cancer classification based on histopathology have limitations in guiding personalized prognosis and therapy. Gene expression profiling provides a powerful approach to unraveling molecular intricacies and better-stratifying cancer subtypes. In this study, we performed an integrative analysis of RNA sequencing data from five cancer types - BRCA, KIRC, COAD, LUAD, and PRAD. A machine learning workflow consisting of dataset identification, normalization, feature selection, dimensionality reduction, clustering, and classification was implemented. The k-means algorithm was applied to categorize samples into distinct clusters based solely on gene expression patterns. Five unique clusters emerged from the unsupervised machine learning based analysis, significantly correlating with the known cancer types. BRCA aligned predominantly with one cluster, while COAD spanned three clusters. KIRC was represented within two main clusters. LUAD is associated strongly with a single cluster and PRAD with another cluster. This demonstrates the ability of machine learning approaches to unravel complex signatures within transcriptomic profiles that can delineate cancer subtypes. The proposed study highlights the potential of integrative analytics to derive meaningful biological insights from high-dimensional omics datasets. Molecular subtyping through machine learning clustering enhances our understanding of the intrinsic heterogeneities and pathways dysregulated in different cancers. Overall, this study exemplifies a powerful computational framework to classify gene expressions of patients having different types of cancers and guide personalized therapeutic decisions. Finally, Wide Neural Network demonstrates a significantly higher accuracy, achieving 99.834% on the validation set and an even more impressive 99.995% on the test set.

癌症是一种高度复杂的异质性疾病。基于组织病理学的传统癌症分类方法在指导个性化预后和治疗方面存在局限性。基因表达谱分析为揭示分子的复杂性和更好地划分癌症亚型提供了一种强有力的方法。在本研究中,我们对 BRCA、KIRC、COAD、LUAD 和 PRAD 五种癌症类型的 RNA 测序数据进行了综合分析。机器学习工作流程包括数据集识别、归一化、特征选择、降维、聚类和分类。应用 k-means 算法,完全根据基因表达模式将样本分为不同的群组。基于无监督机器学习的分析产生了五个独特的聚类,与已知的癌症类型明显相关。BRCA 主要与一个聚类一致,而 COAD 则跨越了三个聚类。KIRC 主要分布在两个聚类中。LUAD 与一个聚类紧密相关,而 PRAD 则与另一个聚类紧密相关。这表明机器学习方法有能力揭示转录组图谱中的复杂特征,从而划分癌症亚型。这项研究强调了综合分析从高维omics数据集中获得有意义的生物学见解的潜力。通过机器学习聚类进行分子亚型划分,可以加深我们对不同癌症的内在异质性和失调通路的理解。总之,这项研究展示了一个强大的计算框架,可用于对不同类型癌症患者的基因表达进行分类,并指导个性化治疗决策。最后,宽神经网络的准确率明显更高,在验证集上达到了 99.834%,在测试集上更是达到了 99.995%。
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引用次数: 0
Diversity, Distribution, and applications of arbuscular mycorrhizal fungi in the Arabian Peninsula 阿拉伯半岛丛枝菌根真菌的多样性、分布与应用
IF 4.4 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2023-12-25 DOI: 10.1016/j.sjbs.2023.103911
Khazna Alrajhi , Shazia Bibi , Mohammed Abu-Dieyeh

Investigations of arbuscular mycorrhizal fungi (AMF) received extreme interests among scientist including agronomists and environmental scientists. This interest is linked to advantages provided by AMF in enhancing the nutrients of their hosts via improving photosynthetic pigments and antioxidant production. Further, it also positively alters the production of plant hormones. AMF through its associations with plants obtain carbon while in exchange, provide nutrients. AMF have been reported to improve the growth of Tageteserecta, Zea mays, Panicum turgidum, Arachis hypogaea, Triticum aestivum and others. This review further documented the occurrence, diversity, distribution, and agricultural applications of AMF species reported in the Arabian Peninsula. Overall, we documented 20 genera and 61 species of Glomeromycota in the Arabian Peninsula representing 46.51 % of genera and 17.88 % of species of AMF known so far.

Funneliformis mosseae has found to be the most widely distributed species followed by Claroideoglomus etuicatum. There are 35 research articles focused on Arabian Peninsula where the stress conditions like drought, salinity and pollutants are prevailed. Only one group studied the influence of AMF on disease resistance, while salinity, drought, and cadmium stresses were investigated in 18, 6, and 4 investigations, respectively. The genus Glomus was the focus of most studies. The conducted research in the Arabian Peninsula is not enough to understand AMF taxonomy and their functional role in plant growth. Expanding the scope of detection of AMF, especially in coastal areas is essential. Future studies on biodiversity of AMF are essential.

包括农学家和环境科学家在内的科学家对丛枝菌根真菌(AMF)的研究极为关注。这种兴趣与 AMF 通过改善光合色素和抗氧化剂的产生来提高宿主养分的优势有关。此外,它还能积极改变植物激素的分泌。AMF 通过与植物的结合获得碳,同时提供养分。据报道,AMF 可改善 Tageteserecta、Zea mays、Panicum turgidum、Arachis hypogaea、Triticum aestivum 等植物的生长。本综述进一步记录了阿拉伯半岛报告的 AMF 物种的出现、多样性、分布和农业应用。总体而言,我们记录了阿拉伯半岛的 Glomeromycota 的 20 个属和 61 个种,占迄今已知 AMF 属的 46.51%,占迄今已知 AMF 种的 17.88%,其中 Funneliformis mosseae 是分布最广的物种,其次是 Claroideoglomus etuicatum。有 35 篇研究文章集中在阿拉伯半岛,那里普遍存在干旱、盐度和污染物等胁迫条件。只有一组研究了 AMF 对抗病性的影响,而对盐度、干旱和镉胁迫的研究分别有 18、6 和 4 篇。Glomus 属是大多数研究的重点。在阿拉伯半岛开展的研究还不足以了解 AMF 的分类及其在植物生长中的功能作用。扩大 AMF 的检测范围至关重要,尤其是在沿海地区。今后必须开展有关 AMF 生物多样性的研究。
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Saudi Journal of Biological Sciences
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