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Exploring the pathogen diagnosis and prognostic factors of severe COVID-19 using metagenomic next-generation sequencing: A retrospective study. 利用元基因组新一代测序技术探索重症 COVID-19 的病原体诊断和预后因素:一项回顾性研究。
IF 2 4区 医学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-06-15 DOI: 10.5937/jomb0-49102
Weizhong Zeng, Yanchao Liang, Xiaoyuan He, Fangwei Chen, Jiali Xiong, Zhenhua Wen, Liang Tang, Xun Chen, Juan Zhang

Background: This study aimed to identify pathogens and factors that predict the outcome of severe COVID-19 by utilizing metagenomic next-generation sequencing (mNGS) technology.

Methods: We retrospectively analyzed data from 56 severe COVID-19 patients admitted to our hospital between December 2022 and March 2023. We analyzed the pathogen types and strains detected through mNGS and conventional microbiological testing and collected general patient information.

Results: In this study, 42 pathogens were detected using mNGS and conventional microbiological testing. mNGS had a significantly higher detection rate of 90.48% compared to 71.43% for conventional testing (P=0.026). A total of 196 strains were detected using both methods, with a significantly higher detection rate of 70.92% for mNGS compared to 49.49% for conventional testing (P=0.000). The 56 patients were divided into a survival group (33 cases) and a death group (23 cases) based on clinical outcomes. The survival group had significantly lower age, number of pathogens detected by mNGS, number of pathogens detected by conventional testing, APACHE-II score, SOFA score, high-sensitivity troponin, creatine kinase-MB subtype, and lactate dehydrogenase compared to the death group (P<0.05). Multivariate logistic regression analysis showed that these factors were risk factors for mortality in severe COVID-19 patients (P<0.05). In contrast, ROC curve analysis revealed that these factors had diagnostic values for mortality, with AUC values ranging from 0.657 to 0.963. The combined diagnosis of these indicators had an AUC of 0.924.

Conclusions: The use of mNGS technology can significantly enhance the detection of pathogens in severe cases of COVID-19 and also has a solid ability to predict clinical outcomes.

背景:本研究旨在利用元基因组下一代测序技术(mNGS)确定病原体和预测重症 COVID-19 结果的因素:本研究旨在利用元基因组下一代测序(mNGS)技术,确定可预测重症COVID-19结局的病原体和因素:我们回顾性分析了我院在2022年12月至2023年3月期间收治的56例重症COVID-19患者的数据。我们分析了通过 mNGS 和传统微生物学检测发现的病原体类型和菌株,并收集了患者的一般信息:mNGS 的检出率为 90.48%,显著高于常规检测的 71.43%(P=0.026)。两种方法共检测出 196 株菌株,mNGS 的检测率为 70.92%,明显高于常规检测的 49.49%(P=0.000)。根据临床结果,56 名患者被分为存活组(33 例)和死亡组(23 例)。与死亡组相比,生存组的年龄、mNGS 检测到的病原体数量、传统检测到的病原体数量、APACHE-II 评分、SOFA 评分、高敏肌钙蛋白、肌酸激酶-MB 亚型和乳酸脱氢酶均明显低于死亡组(PConclusions:使用 mNGS 技术可显著提高 COVID-19 重症病例的病原体检测率,并具有预测临床结果的可靠能力。
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引用次数: 0
The influence of various sample storage conditions and sample microbial contamination on concentrations of routine biochemical parameters 各种样品储存条件和样品微生物污染对常规生化参数浓度的影响
IF 2.5 4区 医学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-12-25 DOI: 10.5937/jomb0-40360
T. Gojković, S. Vladimirov, T. Antonić, N. Bogavac-Stanojević, Katarina Novovic, V. Spasojević-Kalimanovska, B. Filipić
Background: The pre-analytical (PA) phase is the most vulnerable phase of laboratory testing procedure, with critical procedures-collection, handling, sample transport, and time and temperature of sample storage. The aim of this study was to examine if different anticoagulants, storage conditions, and freeze-thaw cycles (FTCs) influence the concentrations of basic biochemical parameters. In parallel, the presence and the effect of sample microbiological contamination during routine laboratory work were examined. Methods: Two plasma pools (EDTA, and sodium-fluoride/potassium oxalate plasma (NaF)) were stored at +4C˚/-20˚C. Total cholesterol (TC), glucose, triglycerides (TG), urea, total protein (TP), and albumin concentrations were measured using Ilab 300+. Sample microbiological contamination was determined by 16S rRNA sequence analysis. The experiment encompassed a 5 day-period: Day 1–fresh sample, Day 2–1st FTC, Day 3–2nd FTC, Day 4–3rd FTC, Day 5–4th FTC. The appearance of bacteria in two consecutive samples was the experiment's endpoint. Results: During 4 FTCs there were no changes in plasma urea concentrations. Glucose was stable in EDTA+4˚C and NaF- 20˚C until the 3rd FTC (P=0.008, P=0.042, respectively). Changes in protein concentrations followed the zig-zag pattern. TG concentrations changed significantly in the EDTA-20˚C sample after 1st and 4th FTCs (P=0.022, P=0.010, respectively). In NaF samples no contamination was observed during 4 FTCs.   Conclusions: Urea and glucose concentrations were robust. Changes in lipid and protein concentrations after FTCs follow complex patterns. Bacterial growth was not observed in NaF plasma samples. This can promote NaF use in analytical procedures in which microbiological contamination affects the quality of analysis.
背景:分析前(PA)阶段是实验室检测程序中最脆弱的阶段,其关键程序包括样本采集、处理、样本运输以及样本储存的时间和温度。本研究旨在探讨不同的抗凝剂、储存条件和冻融循环(FTC)是否会影响基本生化指标的浓度。同时,还考察了常规实验室工作中样本微生物污染的存在及其影响。 研究方法两个血浆池(EDTA 和氟化钠/草酸钾血浆 (NaF))分别储存在 +4C˚/-20˚C 温度下。使用 Ilab 300+ 测量总胆固醇 (TC)、葡萄糖、甘油三酯 (TG)、尿素、总蛋白 (TP) 和白蛋白的浓度。通过 16S rRNA 序列分析确定样品的微生物污染情况。实验为期 5 天:第 1 天为新鲜样品,第 2-1 天为 FTC,第 3-2 天为 FTC,第 4-3 天为 FTC,第 5-4 天为 FTC。连续两个样本中出现细菌即为实验终点。 结果:在 4 次 FTC 期间,血浆尿素浓度没有变化。葡萄糖在 EDTA+4˚C 和 NaF- 20˚C 中保持稳定,直至第 3 次 FTC(分别为 P=0.008 和 P=0.042)。蛋白质浓度的变化遵循 "之 "字形模式。EDTA-20˚C 样品中的 TG 浓度在第 1 次和第 4 次 FTC 后有明显变化(分别为 P=0.022 和 P=0.010)。在 NaF 样品中,4 次 FTC 期间未观察到污染。 结论尿素和葡萄糖浓度稳定。FTC 后脂质和蛋白质浓度的变化模式复杂。在 NaF 血浆样本中未观察到细菌生长。这有助于在微生物污染影响分析质量的分析过程中使用 NaF。
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引用次数: 0
Value of altered methylation patterns of genes RANBP3, LCP2 and GRAP2 in cfDNA in breast cancer diagnosis cfDNA 中 RANBP3、LCP2 和 GRAP2 基因甲基化模式的改变在乳腺癌诊断中的价值
IF 2.5 4区 医学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-12-18 DOI: 10.5937/jomb0-47507
Qin Hu, Yu Mao, Haomiao Lan, Yi Wei, Yuehua Chen, Qiang Ye, Hongying Che
Background: The purpose of this study was to investigate the potential of plasma cfDNA methylation patterns in reflecting tumor methylation changes, focusing on three candidate sites, cg02469161, cg11528914, and cg20131654. These sites were selected for verification, with a particular emphasis on their association with breast cancer. Methods: We conducted a comprehensive analysis of 850k whole-methylation sequencing data to identify potential markers for breast cancer detection. Subsequently, we examined the methylation status of genes RANBP3, LCP2, and GRAP2, where the aforementioned sites are located, using cancer and cancer-adjacent tissues from 17 breast cancer patients. We also assessed the methylation patterns in different molecular subtypes and pathological grades of breast cancer. Additionally, we compared the methylation levels of these genes in plasma cfDNA to their performance in tissues. Results: Our analysis revealed that RANBP3, LCP2, and GRAP2 genes exhibited significant methylation differences between cancer and cancer-adjacent tissues. In breast cancer, these genes displayed diagnostic efficiencies of 91.0%, 90.6%, and 92.2%, respectively. Notably, RANBP3 showed a tendency towards lower methylation in HR+ breast cancer, and LCP2 methylation was correlated with tumor malignancy. Importantly, the methylation levels of these three genes in plasma cfDNA closely mirrored their tissue counterparts, with diagnostic efficiencies of 83.3%, 83.9%, and 77.6% for RANBP3, LCP2, and GRAP2, respectively. Conclusions: Our findings suggest that RANBP3, LCP2, and GRAP2 genes, located at the identified methylation sites, can serve as valuable blood molecular markers for the auxiliary diagnosis of breast cancer. This research provides a foundation for further exploration of gene methylation pattern changes in cfDNA for the detection of breast cancer and other cancer types.
研究背景本研究的目的是调查血浆 cfDNA 甲基化模式在反映肿瘤甲基化变化方面的潜力,重点是三个候选位点:cg02469161、cg11528914 和 cg20131654。我们选择这些位点进行验证,特别强调它们与乳腺癌的关联。方法我们对 850k 个全甲基化测序数据进行了全面分析,以确定乳腺癌检测的潜在标记物。随后,我们利用 17 位乳腺癌患者的癌组织和癌相邻组织,检测了上述位点所在基因 RANBP3、LCP2 和 GRAP2 的甲基化状态。我们还评估了不同分子亚型和病理分级乳腺癌的甲基化模式。此外,我们还比较了血浆 cfDNA 中这些基因的甲基化水平及其在组织中的表现。结果我们的分析表明,RANBP3、LCP2 和 GRAP2 基因在癌症组织和癌症邻近组织中表现出显著的甲基化差异。在乳腺癌中,这些基因的诊断效率分别为 91.0%、90.6% 和 92.2%。值得注意的是,RANBP3 在 HR+ 乳腺癌中显示出较低的甲基化趋势,而 LCP2 的甲基化与肿瘤的恶性程度相关。重要的是,这三个基因在血浆 cfDNA 中的甲基化水平与组织中的甲基化水平密切相关,RANBP3、LCP2 和 GRAP2 的诊断效率分别为 83.3%、83.9% 和 77.6%。结论我们的研究结果表明,位于已确定甲基化位点的 RANBP3、LCP2 和 GRAP2 基因可作为有价值的血液分子标记物用于乳腺癌的辅助诊断。这项研究为进一步探索 cfDNA 中基因甲基化模式的变化以检测乳腺癌和其他癌症类型奠定了基础。
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引用次数: 0
the The Improvement of Fbg, Ang-1, VEGF, BDNF in Postoperative Patients with Brain Trauma Through Target Task Oriented Phrase Training 通过目标任务为导向的短语训练改善脑外伤术后患者的 Fbg、Ang-1、VEGF 和 BDNF
IF 2.5 4区 医学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-12-18 DOI: 10.5937/jomb0-45490
Bo Liu
Objective:It aims to explore the effect of target task oriented phase training on fibrinogen (Fbg), angiopoietin (Ang-1), vascular endothelial growth factor (VEGF), serum brain derived neurotrophic factor (BDNF) and quality of life in postoperative patients with brain trauma. Methods:142 patients with brain trauma who were operated in neurosurgery of our hospital from March 2020 to March 2023 are chosen and separated into two groups by random number table. The control group (n=71) receive routine postoperative training, and the experimental group (n=71) receive target task oriented training based on the control group, and the serum cell levels of nursing for 3, 7 and 14 days are compared. Improvement of limb function and quality of life after 2, 4, and 6 weeks of nursing care is observed. Results: Before nursing, the comparison in serum factor levels, limb function scores, and quality of life scores between the two groups was with P>0.05; After 3, 7, and 14 days of nursing, the Fbg of the control group was higher than that of the experimental group; The Ang-1, VEGF, and BDNF levels in the experimental group were higher than those in the control group (P<0.05); After 2, 4, and 6 weeks of nursing care, the FMA scores of the upper and lower limbs in the control group were lower than those in the experimental group, with P<0.05; The scores in the physiological, environmental, psychological, and social fields of thecontrol group were lower than those of the experimental group, with P<0.05. Conclusion: The application of target task oriented phase training in patients with brain trauma after surgery can help promote the serum levels of Fbg, Ang-1, VEGF, and BDNF, improve limb function, and enhance quality of life.
目的:探讨目标任务导向阶段训练对脑外伤术后患者纤维蛋白原(Fbg)、血管生成素(Ang-1)、血管内皮生长因子(VEGF)、血清脑源性神经营养因子(BDNF)及生活质量的影响。方法:选取2020年3月至2023年3月在我院神经外科手术的142例脑外伤患者,按随机数字表法分为两组。对照组(71 例)接受术后常规训练,实验组(71 例)在对照组基础上接受目标任务导向训练,比较 3、7、14 天血清护理细胞水平。观察护理 2、4 和 6 周后肢体功能和生活质量的改善情况。结果护理前,两组血清因子水平、肢体功能评分、生活质量评分比较,P>0.05;护理 3、7、14 天后,对照组 Fbg 高于实验组;实验组 Ang-1、VEGF、BDNF 水平高于对照组(P<0.05);护理 2 周、4 周、6 周后,对照组上下肢 FMA 评分均低于实验组,P<0.05;对照组生理、环境、心理、社会领域评分均低于实验组,P<0.05。结论在脑外伤术后患者中应用目标任务导向阶段训练,有助于促进血清Fbg、Ang-1、VEGF和BDNF水平的提高,改善肢体功能,提高生活质量。
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引用次数: 0
Predictive value of inflammatory-related factors on the efficacy of adjuvant dexamethasone in the treatment of children with refractory suppurative meningitis 炎症相关因素对地塞米松辅助治疗难治性化脓性脑膜炎患儿疗效的预测价值
IF 2.5 4区 医学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-12-18 DOI: 10.5937/jomb0-37618
Kang Xu, XiaoMei Zhong, QingJun Niu
Purpose: The aim of this study was to figure out the predictive value of inflammatory-linked factors on the efficacy of dexamethasone adjuvant therapy for refractory suppurative meningitis in children. Methods: Using regression analysis method, 38 children with refractory purulent meningitis, 40 children with purulent meningitis, and 40 healthy children who came to Qingtian County People's Hospital of Lishui City for physical examination during the same period were selected as the research objects, and assigned into the experimental, the control and the healthy groups. The inflammation-linked factors in the three groups were compared, and multivariate Logisitic regression was applied to analyze the predictive indicators and predictive efficacy of dexamethasone treatment in children with refractory suppurative meningitis. Results: CRP, TNF-α, IL-6, PCT and IL-1β were higher in the study group vs. the control and the healthy, and in the control vs. the healthy (P < 0.05). Multivariate Logisitic regression analysis clarified the predictors of the efficacy of dexamethasone treatment in children with refractory suppurative meningitis were CRP, TNF-α, IL-6, PCT, and IL-1β, which all had good predictive performance, and among which CRP and IL-1β had better predictive performance. Conclusion: Inflammatory-linked factors have a certain predictive value for the efficacy of dexamethasone adjuvant therapy for refractory suppurative meningitis in children.
目的:本研究旨在找出炎症相关因素对地塞米松辅助治疗难治性化脓性脑膜炎疗效的预测价值。 研究方法采用回归分析法,选取同期来丽水市青田县人民医院体检的38例难治性化脓性脑膜炎患儿、40例化脓性脑膜炎患儿和40例健康儿童作为研究对象,分为实验组、对照组和健康组。比较三组的炎症相关因素,并应用多元Logisitic回归分析地塞米松治疗难治性化脓性脑膜炎患儿的预测指标和预测疗效。 结果研究组CRP、TNF-α、IL-6、PCT和IL-1β高于对照组和健康组,对照组高于健康组(P<0.05)。多变量Logisitic回归分析明确了地塞米松治疗难治性化脓性脑膜炎患儿疗效的预测因子为CRP、TNF-α、IL-6、PCT和IL-1β,它们都具有良好的预测性能,其中CRP和IL-1β的预测性能更好。 结论炎症相关因子对地塞米松辅助治疗儿童难治性化脓性脑膜炎的疗效有一定的预测价值。
{"title":"Predictive value of inflammatory-related factors on the efficacy of adjuvant dexamethasone in the treatment of children with refractory suppurative meningitis","authors":"Kang Xu, XiaoMei Zhong, QingJun Niu","doi":"10.5937/jomb0-37618","DOIUrl":"https://doi.org/10.5937/jomb0-37618","url":null,"abstract":"Purpose: The aim of this study was to figure out the predictive value of inflammatory-linked factors on the efficacy of dexamethasone adjuvant therapy for refractory suppurative meningitis in children. Methods: Using regression analysis method, 38 children with refractory purulent meningitis, 40 children with purulent meningitis, and 40 healthy children who came to Qingtian County People's Hospital of Lishui City for physical examination during the same period were selected as the research objects, and assigned into the experimental, the control and the healthy groups. The inflammation-linked factors in the three groups were compared, and multivariate Logisitic regression was applied to analyze the predictive indicators and predictive efficacy of dexamethasone treatment in children with refractory suppurative meningitis. Results: CRP, TNF-α, IL-6, PCT and IL-1β were higher in the study group vs. the control and the healthy, and in the control vs. the healthy (P < 0.05). Multivariate Logisitic regression analysis clarified the predictors of the efficacy of dexamethasone treatment in children with refractory suppurative meningitis were CRP, TNF-α, IL-6, PCT, and IL-1β, which all had good predictive performance, and among which CRP and IL-1β had better predictive performance. Conclusion: Inflammatory-linked factors have a certain predictive value for the efficacy of dexamethasone adjuvant therapy for refractory suppurative meningitis in children.","PeriodicalId":16175,"journal":{"name":"Journal of Medical Biochemistry","volume":"183 ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2023-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139174281","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Značaj Galaktina-3 i N-terminalnog pro B-tipa natruretskog peptida u predviđanju atrijalne fibrilacije nakon kardiohirurške procedure Galectin-3和N-末端原B型钠尿肽在预测心脏手术后心房颤动中的作用
IF 2.5 4区 医学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-12-12 DOI: 10.5937/jomb0-47001
Nikola Mladenovic, Ranok Zdravkovic, Lazar Velicki, Vanja Drljevic Todic, M. Todić, S. Maletin, Aleksandra Mladenovic, Nemanja Petrovic, Bogdan R Okiljevic, Valentina Nikolić, Milan Pavlovic, Dane Krtinic, Aleksandar Nikolic, Marko Gmijovic, Aleksandar Kamenov
Uvod: Postoperativna atrijalna fibrilacije (POAF) je učestala komplikacija nakon kardiohirurških procedura. Povezana je sa produženim hospitalnim lečenjem, povećanim morbiditetom, stopom mortaliteta i finansiskim troškovima. Cilj rada je bio da se utvrdi povezanost nivoa Galektina-3 i N-terminalnog pro-B-tipa natriuretskog peptida (NT-proBNP) sa POAF nakon kardiohirurške operacije. Pacijenti i metode: Prospektivna studija obuhvata bolesnike starosti od 18-85 godina, hospitalizovanih radi elektivne operacije aorto koronarnog bajpasa (CABG) ili CABG sa zamenom aortnog zaliska. Nivoi Galektina-3 i NT-proBNP iz krvi mereni su preoperativno i postoperativnog 1. i 7. dana. Rezultati: U istraživanju je uključeno 103 bolesnika. PAOF je zabeležena kod 45 bolesnika. Prosečna starost bolesnika kod kojih je registrovan POAF bila je 68,8 godina, dok je kod ostalih bila 65,5 godina (n=0,028). Nivoi Galektina-3 i NT-proBNP nisu se razlikovali kod bolesnika koji su razvili POAF, a ni kod onih kojima nije registrovana POAF u sva tri merenja. Promene nivoa Galektin-3 prvog postoperativnog dana imaju statistički značajnu vrednost za predviđanje POAF (AUC=0.627 [0.509-0.745], p<0.05). Smanjenje nivoa Galektina-3 prvog postoperativnog dana za preko 17% dovodi do povećanog rizika od razvoj POAF . Zaključak: Preoperativne vrednosti Galektina-3 i NT-proBNP nisu povezani sa razvojem POAF nakon kardiohirurške intervencije. Jedina povezanost koju smo zabeležili je da smanjene vrednosti Galektina-3 prvog postoperativnog dana za preko 17% mogu biti prediktor za POAF.
导言:术后心房颤动(POAF)是心脏手术的常见并发症。它与住院时间、发病率、死亡率和经济成本的增加有关。本研究旨在确定 Galectin-3 和 N 端前 B 型钠尿肽(NT-proBNP)水平与心脏手术后心房颤动的相关性。患者和方法:前瞻性研究对象为年龄在 18-85 岁之间、住院接受择期冠状动脉旁路移植术(CABG)或主动脉瓣置换术(CABG)的患者。在术前和术后第 1 天和第 7 天测量血液中的加列汀-3 和 NT-proBNP 水平。结果。45 名患者出现 PAOF。发生 POAF 的患者的中位年龄为 68.8 岁,其他患者的中位年龄为 65.5 岁(n=0.028)。 在所有三次测量中,发生 POAF 的患者的 Galectin-3 和 NT-proBNP 水平没有差异,而未发生 POAF 的患者的 Galectin-3 和 NT-proBNP 水平则没有差异。术后第一天 Galectin-3 水平的变化对预测 POAF 有统计学意义(AUC=0.627 [0.509-0.745],P<0.05)。术后第一天 Galectin-3 水平下降超过 17% 会导致 POAF 风险增加。 结论:术前 Galectin-3 和 NT-proBNP 水平与心脏手术后 POAF 的发生无关。术后第一天的 Galectin-3 水平超过 17% 会导致 POAF 的发生。
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引用次数: 0
Forecasting The Consumptions of Coagulation Tests Using A Deep Learning Model 利用深度学习模型预测凝血检验的消耗量
IF 2.5 4区 医学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-12-05 DOI: 10.5937/jomb0-40244
Banu Isbilen Basok, Ipek Deveci Kocakoç, Veli Iyilikci, Selena Kantarmaci, M. Fidan
Background: Laboratory professionals aim to provide a reliable laboratory service using public resources efficiently while planning a test’s procurement. This intuitive approach is ineffective, as seen in the COVID-19 pandemic, where the dramatic changes in admissions (e.g. decreased patient admissions) and the purpose of testing (e.g. D-dimer) were experienced. A model based on objective data was developed that predicts the future test consumption of coagulation tests whose consumptions were highly variable during the pandemic. Methods: Between December 2018 and July 2021, monthly consumptions of coagulation tests (PTT, aPTT, D-dimer, fibrinogen), total-, inpatient-, outpatient-, emergency-, non-emergency -admission numbers were collected. The relationship between inputs and outputs was modeled with the external input nonlinear autoregressive artificial neural network (ANN) (NARX) using MATLAB. Monthly test consumptions between January-July 2021 were used to test the models’ prediction power. Results: According to the cointegration analysis, total-, emergency-, and non-emergency admission numbers plus the number of working days per month were included in the model. When aPTT and fibrinogen consumptions were estimated, it was possible to predict the other tests. Fifty months of data were used to predict the next six months, and the NARX prediction was the more robust approach for both tests.   Conclusions: The deep learning model gives better results than the intuitive approach in forecasting, even in the pandemic era, and it shows that more effective and efficient planning will be possible if ANN-supported decision mechanisms are used in forecasting tests’ consumptions in the procurement process.
背景:实验室专业人员的目标是提供可靠的实验室服务,有效地利用公共资源,同时规划测试的采购。这种直观的方法是无效的,正如在COVID-19大流行中所看到的那样,在那里经历了入院人数(例如患者入院人数减少)和检测目的(例如d -二聚体)的巨大变化。开发了一个基于客观数据的模型,用于预测大流行期间消费变化很大的凝血试验的未来检测消费。方法:收集2018年12月至2021年7月期间凝血试验(PTT、aPTT、d -二聚体、纤维蛋白原)的月消耗量,以及总住院、住院、门诊、急诊和非急诊住院次数。利用MATLAB建立了外输入非线性自回归人工神经网络(NARX)模型,对输入输出之间的关系进行了建模。使用2021年1月至7月之间的月度测试消耗来测试模型的预测能力。结果:通过协整分析,模型中纳入了总入院数、急诊入院数和非急诊入院数以及每月工作天数。当估计aPTT和纤维蛋白原消耗时,就有可能预测其他测试。50个月的数据被用来预测未来6个月的情况,而NARX预测在两种测试中都是更可靠的方法。结论:即使在大流行时期,深度学习模型的预测结果也优于直观方法,并且表明如果在采购过程中使用人工神经网络支持的决策机制来预测测试品的消耗,将有可能实现更有效和高效的规划。
{"title":"Forecasting The Consumptions of Coagulation Tests Using A Deep Learning Model","authors":"Banu Isbilen Basok, Ipek Deveci Kocakoç, Veli Iyilikci, Selena Kantarmaci, M. Fidan","doi":"10.5937/jomb0-40244","DOIUrl":"https://doi.org/10.5937/jomb0-40244","url":null,"abstract":"Background: Laboratory professionals aim to provide a reliable laboratory service using public resources efficiently while planning a test’s procurement. This intuitive approach is ineffective, as seen in the COVID-19 pandemic, where the dramatic changes in admissions (e.g. decreased patient admissions) and the purpose of testing (e.g. D-dimer) were experienced. A model based on objective data was developed that predicts the future test consumption of coagulation tests whose consumptions were highly variable during the pandemic. \u0000Methods: Between December 2018 and July 2021, monthly consumptions of coagulation tests (PTT, aPTT, D-dimer, fibrinogen), total-, inpatient-, outpatient-, emergency-, non-emergency -admission numbers were collected. The relationship between inputs and outputs was modeled with the external input nonlinear autoregressive artificial neural network (ANN) (NARX) using MATLAB. Monthly test consumptions between January-July 2021 were used to test the models’ prediction power. \u0000Results: According to the cointegration analysis, total-, emergency-, and non-emergency admission numbers plus the number of working days per month were included in the model. When aPTT and fibrinogen consumptions were estimated, it was possible to predict the other tests. Fifty months of data were used to predict the next six months, and the NARX prediction was the more robust approach for both tests. \u0000  \u0000Conclusions: The deep learning model gives better results than the intuitive approach in forecasting, even in the pandemic era, and it shows that more effective and efficient planning will be possible if ANN-supported decision mechanisms are used in forecasting tests’ consumptions in the procurement process.","PeriodicalId":16175,"journal":{"name":"Journal of Medical Biochemistry","volume":"74 14","pages":""},"PeriodicalIF":2.5,"publicationDate":"2023-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138600288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of variation of serum CEA, SCC, CYFRA21-1 in patients with lung cancer and their diagnostic value with EBUS-TBNA 肺癌患者血清 CEA、SCC、CYFRA21-1 的变化及其与 EBUS-TBNA 的诊断价值分析
IF 2.5 4区 医学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-11-25 DOI: 10.5937/jomb0-37083
YanJia Du, Ya Wen, JieYu Huang
Objective: To explore the variation of serum carcinoembryonic antigen (CEA), cytokeratin 19 fragment (CYFRA21-1) and squamous cell carcinoma (SCC) antigen in patients with lung cancer (LC) and their diagnostic value with endobronchial ultrasound-guided transbronchial needle aspiration (EBUS-TBNA). Methods: Selection of 150 patients with suspected lung malignant lesions as the research objects was to analyze the diagnostic value of serum tumor marker test and EBUS-TBNA joint detection for LC. Results: The AUC of joint examination to diagnose LC and identify pathological types of LC was elevated vs. alone detection of each index. Conclusions: Serum CYFRA21-1, SCC and CEA conjugating with EBUS-TBNA are provided with diagnostic value for LC and identified value for pathological types of LC.
目的探讨肺癌患者血清癌胚抗原(CEA)、细胞角蛋白 19 片段(CYFRA21-1)和鳞状细胞癌抗原(SCC)的变化及其与支气管内超声引导下经支气管针吸术(EBUS-TBNA)的诊断价值。 研究方法选择150例疑似肺部恶性病变患者作为研究对象,分析血清肿瘤标志物检测和EBUS-TBNA联合检测对肺癌的诊断价值。 结果联合检查诊断 LC 和鉴别 LC 病理类型的 AUC 均高于单独检测各项指标。 结论血清 CYFRA21-1、SCC 和 CEA 与 EBUS-TBNA 联合检测对 LC 具有诊断价值,对 LC 的病理类型具有鉴别价值。
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引用次数: 0
The Prognostic and Clinical Value of Neutrophil-to-Lymphocyte Ratio (NLR) in Ovarian Cancer: A Systematic Review and Meta-analysis 卵巢癌中性粒细胞与淋巴细胞比值 (NLR) 的预后和临床价值:系统回顾与元分析
IF 2.5 4区 医学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-11-18 DOI: 10.5937/jomb0-46035
Zihan Zhang, Jinghe Lang
Background: Ovarian cancer (OC) is a major gynecological malignancy with varying prognosis. The Neutrophil-to-Lymphocyte Ratio (NLR) has been proposed as a potential prognostic biomarker. This study aimed to evaluate the prognostic and clinical value of NLR in OC. Methods: A systematic review and meta-analysis were performed following PRISMA guidelines, including studies that evaluated the association between NLR and survival outcomes in OC patients. Search was performed in PubMed, Embase, Web of Science, and Cochrane Library databases. Quality assessment was done using Newcastle-Ottawa Scale (NOS). Heterogeneity was assessed, and pooled hazard ratios (HRs) were calculated using fixed or random-effects models as appropriate. Results: Twenty studies involving various ethnicities, ages, and sample sizes were included. A high NLR was found to be inversely correlated with overall survival (OS) (HR= 1.21, 95% CI 1.09-1.34, P<0.001) and progression-free survival (PFS) (HR=1.20, 95% CI 1.03-1.38, P<0.001). Stratified analyses showed a stronger association in Asian patients, studies with smaller sample sizes, younger patients, and higher NLR cutoff values. Conclusions: The meta-analysis suggests a significant inverse association between NLR and survival outcomes in OC patients, emphasizing NLR's potential as a simple, cost-effective prognostic biomarker. However, substantial heterogeneity and influence of confounding factors underscore the need for further investigation.
背景:卵巢癌(OC)是一种主要的妇科恶性肿瘤,其预后各不相同。中性粒细胞与淋巴细胞比值(NLR)被认为是一种潜在的预后生物标志物。本研究旨在评估 NLR 在 OC 中的预后和临床价值。 方法:按照 PRISMA 指南进行系统回顾和荟萃分析,包括评估 NLR 与 OC 患者生存结果之间关系的研究。在 PubMed、Embase、Web of Science 和 Cochrane Library 数据库中进行了检索。采用纽卡斯尔-渥太华量表(NOS)进行质量评估。对异质性进行了评估,并酌情使用固定或随机效应模型计算了汇总的危险比(HRs)。 结果:共纳入了 20 项涉及不同种族、年龄和样本量的研究。研究发现,高NLR与总生存期(OS)(HR=1.21,95% CI 1.09-1.34,P<0.001)和无进展生存期(PFS)(HR=1.20,95% CI 1.03-1.38,P<0.001)呈反相关。分层分析表明,亚洲患者、样本量较小的研究、年轻患者和 NLR 临界值较高的患者的相关性更强。 结论荟萃分析表明,NLR 与 OC 患者的生存结果呈显著的负相关,强调了 NLR 作为一种简单、经济有效的预后生物标志物的潜力。然而,巨大的异质性和混杂因素的影响凸显了进一步研究的必要性。
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引用次数: 0
Elevated lactate/albumin ratio is associated with poor prognosis in sepsis patients: a systematic review and meta-analysis 乳酸/白蛋白比值升高与脓毒症患者预后不良相关:一项系统综述和荟萃分析
4区 医学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-11-12 DOI: 10.5937/jomb0-42284
Xian Zhao, Qin Peng, Weiwei Li, Dongmei Hu, Yue Guan, Jingwen Wang
Background: The aim of this study was to explore the association between lactate/albumin ratio and the prognosis of sepsis patients. Methods: A computerized search was performed in Pubmed, EMbase, Ovid, Medline, and Google Scholar to collate relevant studies. The results were compared using standardized mean differences (SMD)/odds ratio (OR) and 95% confidence intervals (CI). Prospective and retrospective cohort studies were both included in this study. Results: A total of nine studies involving 3039 participants were included. Pooled analysis revealed that survivors had substantially lower lactate/albumin ratio than non-survivors (SMD=-2.02, 95% CI: -2.76 to -1.28, I2=97.4%). Further, our results also indicated that elevated lactate/albumin ratio is an independent risk factor for mortality (OR=2.16, 95% CI: 1.58 to 2.95, I2=76.2%) and multiple organ dysfunction syndrome (MODS) (OR=3.41, 95% CI: 1.78 to 6.50, I2=0.0%) in septic patients. Moreover, according to the area under curve (AUC) results, the lactate/albumin ratio also presented good discriminatory power to predict mortality (AUC=0.75, 95% CI: 0.68 to 0.84, I2=92.9%) and MODS (AUC=0.78, 95% CI: 0.68 to 0.91, I2=65.1%) in septic patients. Begg's and Egger's test suggested no publication bias in the included studies. Conclusions: Our results highlighted that the lactate/albumin ratio is an important prognostic factor for MODS and mortality in sepsis patients, having good capabilities in identifying MODS and mortality.
背景:本研究旨在探讨乳酸/白蛋白比值与脓毒症患者预后的关系。 方法:计算机检索Pubmed、EMbase、Ovid、Medline和谷歌Scholar,整理相关研究。采用标准化平均差异(SMD)/优势比(OR)和95%置信区间(CI)对结果进行比较。前瞻性和回顾性队列研究均纳入本研究。 结果:共纳入9项研究,涉及3039名受试者。合并分析显示,幸存者的乳酸/白蛋白比明显低于非幸存者(SMD=-2.02, 95% CI: -2.76至-1.28,I2=97.4%)。此外,我们的研究结果还表明,乳酸/白蛋白比值升高是脓毒症患者死亡率(OR=2.16, 95% CI: 1.58 ~ 2.95, I2=76.2%)和多器官功能障碍综合征(MODS) (OR=3.41, 95% CI: 1.78 ~ 6.50, I2=0.0%)的独立危险因素。此外,根据曲线下面积(AUC)结果,乳酸/白蛋白比值对预测脓毒症患者的死亡率(AUC=0.75, 95% CI: 0.68 ~ 0.84, I2=92.9%)和MODS (AUC=0.78, 95% CI: 0.68 ~ 0.91, I2=65.1%)也具有良好的判别能力。Begg’s和Egger’s检验表明纳入的研究没有发表偏倚。 结论:我们的研究结果强调乳酸/白蛋白比值是脓毒症患者MODS和死亡率的重要预后因素,具有较好的识别MODS和死亡率的能力。
{"title":"Elevated lactate/albumin ratio is associated with poor prognosis in sepsis patients: a systematic review and meta-analysis","authors":"Xian Zhao, Qin Peng, Weiwei Li, Dongmei Hu, Yue Guan, Jingwen Wang","doi":"10.5937/jomb0-42284","DOIUrl":"https://doi.org/10.5937/jomb0-42284","url":null,"abstract":"Background: The aim of this study was to explore the association between lactate/albumin ratio and the prognosis of sepsis patients.&#x0D; Methods: A computerized search was performed in Pubmed, EMbase, Ovid, Medline, and Google Scholar to collate relevant studies. The results were compared using standardized mean differences (SMD)/odds ratio (OR) and 95% confidence intervals (CI). Prospective and retrospective cohort studies were both included in this study.&#x0D; Results: A total of nine studies involving 3039 participants were included. Pooled analysis revealed that survivors had substantially lower lactate/albumin ratio than non-survivors (SMD=-2.02, 95% CI: -2.76 to -1.28, I2=97.4%). Further, our results also indicated that elevated lactate/albumin ratio is an independent risk factor for mortality (OR=2.16, 95% CI: 1.58 to 2.95, I2=76.2%) and multiple organ dysfunction syndrome (MODS) (OR=3.41, 95% CI: 1.78 to 6.50, I2=0.0%) in septic patients. Moreover, according to the area under curve (AUC) results, the lactate/albumin ratio also presented good discriminatory power to predict mortality (AUC=0.75, 95% CI: 0.68 to 0.84, I2=92.9%) and MODS (AUC=0.78, 95% CI: 0.68 to 0.91, I2=65.1%) in septic patients. Begg's and Egger's test suggested no publication bias in the included studies.&#x0D; Conclusions: Our results highlighted that the lactate/albumin ratio is an important prognostic factor for MODS and mortality in sepsis patients, having good capabilities in identifying MODS and mortality.","PeriodicalId":16175,"journal":{"name":"Journal of Medical Biochemistry","volume":"19 7","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135036668","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of Medical Biochemistry
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