Blood cell count

血细胞计数
  • 文章类型: Journal Article
    背景:尘肺主要是肺部和心血管疾病,其中肺心病(PHD)因其对尘肺患者的生存有重大影响而备受关注。白细胞计数(WCC),红细胞分布宽度(RDW)和血小板参数被认为会影响炎症反应,并可能是各种心血管疾病的预测因子。然而,很少有研究集中在PHD上。
    目的:检查基线全血细胞计数参数(WCC,RDW,血小板参数)和尘肺患者发生PHD的风险。
    方法:回顾性队列研究。
    方法:这是一个单中心,使用职业病医院数据的回顾性队列研究,成都,四川。
    方法:将2012年1月至2021年11月的946例尘肺患者纳入研究。女性患者和有PHD的患者,冠心病,高血压性心脏病,心肌病,心力衰竭,肿瘤疾病,多器官功能障碍,基线和随访时间少于6个月的AIDS也被排除。
    方法:我们根据患者出院诊断确定PHD。我们构建了Cox比例风险回归模型来评估尘肺中PHD的HR,以及95%CIs。
    结果:在多重Cox比例风险回归分析中,高于基线中位数的血小板计数(PLT)和血小板计数(PCT)与尘肺患者的PHD风险增加相关,校正HR为1.52(95%CI1.09~2.12)和1.42(95%CI1.02~1.99),分别。
    结论:较高的基线PLT和PCT与尘肺患者的PHD风险较高相关。
    BACKGROUND: Pneumoconiosis mostly combines pulmonary and cardiovascular diseases, among which pulmonary heart disease (PHD) is of major concern due to its significant impact on the survival of pneumoconiosis patients. White cell count (WCC), red cell distribution width (RDW) and platelet parameters are thought to affect inflammatory responses and may be predictors of various cardiovascular diseases. However, very few studies have focused on PHD.
    OBJECTIVE: To examine the relationship between baseline complete blood count parameters (WCC, RDW, platelet parameters) and the risk of incident PHD in pneumoconiosis patients.
    METHODS: A retrospective cohort study.
    METHODS: This was a single-centre, retrospective cohort study that used data from an Occupational Disease Hospital, Chengdu, Sichuan.
    METHODS: A total of 946 pneumoconiosis patients from January 2012 to November 2021 were included in the study. Female patients and patients who had PHD, coronary heart disease, hypertensive heart disease, cardiomyopathy, heart failure, oncological disease, multiple organ dysfunction, AIDS at baseline and follow-up time of less than 6 months were also excluded.
    METHODS: We identified PHD according to the patient\'s discharge diagnosis. We constructed Cox proportional hazard regression models to assess the HR of incident PHD in pneumoconiosis, as well as 95% CIs.
    RESULTS: In the multiple Cox proportional hazard regression analysis, platelet count (PLT) and plateletcrit (PCT) above the median at baseline were associated with an increased risk of PHD in pneumoconiosis with adjusted HR of 1.52 (95% CI 1.09 to 2.12) and 1.42 (95% CI 1.02 to 1.99), respectively.
    CONCLUSIONS: Higher baseline PLT and PCT are associated with a higher risk of PHD in pneumoconiosis.
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  • 文章类型: Journal Article
    目标:为了响应加拿大卫生部2020年3月的指令,在COVID-19大流行期间,接受氯氮平治疗超过12个月的患者可将血液学检测间隔延长4~8周.我们假设这种变化不会影响严重精神疾病患者血液学异常的及时发现。
    方法:对2019年3月至2021年3月在皇家渥太华接受氯氮平处方的患者进行了图表审查。我们分析了来自电子健康记录和Clozaril支持和援助网络数据库的临床和血液学数据,以比较血液异常的发生[白细胞减少症(白细胞计数<3.5×109/L)和粒细胞缺乏症(绝对中性粒细胞计数<0.5×109/L)]从2020年3月17日至2021年3月16日,在标准和扩展监测协议之间使用二项逻辑逻辑和零膨胀负二项回归。
    结果:在621例患者中,196人接受了长期血液监测,425人遵循标准血液监测。两组间的氯氮平剂量没有差异(标准:370±201mg;延长:352±172mg;P=.14,ds=0.10)。截至2021年3月,氯氮平治疗时间为12.6±8.3年,扩展组(10±7.9年)的持续时间显着(P<0.01,ds=0.50)比标准(14±8.2年)短。延长监测并不显著影响检测血液学异常的可能性(OR=0.83,95%CI[0.58,1.41],P=.55)控制年龄后,性别,总血液,和其他与中性粒细胞计数相关的精神药物(即,丙戊酸盐,奥氮平)。延长方案的患者没有出现粒细胞缺乏症。
    结论:减少使用氯氮平超过12个月的患者的血液监测频率并不影响血液学异常的检测。
    OBJECTIVE: In response to Health Canada\'s March 2020 directive, patients on clozapine for over 12 months were allowed to extend hematological testing intervals from 4 to 8 weeks during the COVID-19 pandemic. We hypothesized that this change would not affect the timely detection of hematological abnormalities in patients with severe mental illness.
    METHODS: A chart review was conducted of patients at the Royal Ottawa who were prescribed clozapine from March 2019 to March 2021. We analyzed clinical and hematological data from electronic health records and Clozaril Support and Assistance Network database to compare occurrences of hematological abnormalities [leukopenia (white blood cell count <3.5 × 109/L) and agranulocytosis (absolute neutrophil count <0.5 × 109/L)] from March 17, 2020 to March 16, 2021, between standard and extended monitoring protocols using binomial logistic and zero-inflated negative binomial regressions.
    RESULTS: Of 621 patients, 196 were on extended blood monitoring, and 425 followed standard blood monitoring. Clozapine dose did not differ between groups (standard: 370 ± 201 mg; extended: 352 ± 172 mg; P = .14, ds = 0.10). Clozapine treatment duration up to March 2021 was 12.6 ± 8.3 years, with the extended group (10 ± 7.9 years) having a significantly (P < .01, ds = 0.50) shorter duration than the standard (14 ± 8.2 years). Extended monitoring did not significantly impact likelihood of detecting hematological abnormalities (OR = 0.83, 95% CI [0.58,1.41], P = .55) after controlling for age, sex, total bloodwork, and other psychotropics associated with neutrophil counts (ie, valproate, olanzapine). No patient on the extended regimen developed agranulocytosis.
    CONCLUSIONS: Reducing blood monitoring frequency in patients on clozapine for more than 12 months did not compromise detection of hematological abnormalities.
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  • 文章类型: Journal Article
    血细胞计数和生化标志物是医院中最常见的检查,也是患者最容易接受的检查。在文献中被广泛认为是可靠的生物标志物。这项研究的目的是评估血细胞计数之间的因果关系,生化指标和肺动脉高压(PAH)。
    进行了双样本孟德尔随机化(MR)分析,以评估血细胞计数和生化指标与PAH的因果关系。全基因组关联研究(GWAS)的血细胞计数和生化指标是从英国生物银行(UKBB)获得的,而PAH的GWAS来自FinnGen生物库。采用方差反加权(IVW)作为主要分析方法,辅以三项敏感性分析,以评估结果的稳健性。我们使用2003-2018年国家健康和营养调查(NHANES)的数据进行了一项观察性研究,以验证这种关系。
    主要使用IVW方法的MR分析显示血小板计数的遗传变异(OR=2.51,95%CI1.56-4.22,P<0.001),血小板暴动(OR=1.87,95%CI1.17-7.65,P=0.022),直接胆红素(DBIL)(OR=1.71,95CI1.18-2.47,P=0.004),胰岛素样生长因子-1(OR=0.51,95%CI0.27~0.96,P=0.038),脂蛋白A(Lp(a))(OR=0.66,95%CI0.45-0.98,P=0.037)和总胆红素(TBIL)(OR=0.51,95%CI0.27-0.96,P=0.038)与PAH显著相关。在NHANES,多因素logistic回归分析显示血小板计数和体积与PAH风险之间存在显著正相关,总胆红素与PAH呈显著负相关。
    我们的研究揭示了血细胞计数之间的因果关系,生化指标与肺动脉高压。这些发现为PAH的病因和病理机制提供了新的见解,并强调了这些标志物作为预防和治疗PAH的潜在靶标的重要价值。
    UNASSIGNED: Blood counts and biochemical markers are among the most common tests performed in hospitals and most readily accepted by patients, and are widely regarded as reliable biomarkers in the literature. The aim of this study was to assess the causal relationship between blood counts, biochemical indicators and pulmonary arterial hypertension (PAH).
    UNASSIGNED: A two-sample Mendelian randomization (MR) analysis was performed to assess the causal relationship between blood counts and biochemical indicators with PAH. The genome-wide association study (GWAS) for blood counts and biochemical indicators were obtained from the UK Biobank (UKBB), while the GWAS for PAH were sourced from the FinnGen Biobank. Inverse variance weighting (IVW) was used as the primary analysis method, supplemented by three sensitivity analyses to assess the robustness of the results. And we conducted an observational study using data from National Health and Nutrition Examination Survey (NHANES) 2003-2018 to verify the relationship.
    UNASSIGNED: The MR analysis primarily using the IVW method revealed genetic variants of platelet count (OR=2.51, 95% CI 1.56-4.22, P<0.001), platelet crit(OR=1.87, 95% CI1.17-7.65, P=0.022), direct bilirubin (DBIL)(OR=1.71, 95%CI 1.18-2.47,P=0.004), insulin-like growth factor (IGF-1)(OR=0.51, 95% CI 0.27-0.96, P=0.038), Lipoprotein A (Lp(a))(OR=0.66, 95% CI 0.45-0.98, P=0.037) and total bilirubin (TBIL)(OR=0.51, 95% CI 0.27-0.96, P=0.038) were significantly associated with PAH. In NHANES, multivariate logistic regression analyses revealed a significant positive correlation between platelet count and volume and the risk of PAH, and a significant negative correlation between total bilirubin and PAH.
    UNASSIGNED: Our study reveals a causal relationship between blood counts, biochemical indicators and pulmonary arterial hypertension. These findings offer novel insights into the etiology and pathological mechanisms of PAH, and emphasizes the important value of these markers as potential targets for the prevention and treatment of PAH.
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  • 文章类型: Journal Article
    目的:胎盘早剥(PA)与不良母婴结局相关,其病因机制尚未完全了解。PA的预测,这是许多研究的主题,仍然是一个挑战。特别是,有证据表明,PA可以被认为是一个慢性过程。所以,这项研究旨在显示基于全血细胞计数参数的炎症生物标志物可用于预测PA.
    方法:研究对象为110例(妊娠合并PA的孕妇)和110例对照(自然分娩的健康孕妇)。本病例对照研究共纳入220名孕妇。炎症因子用于评估PA预测结果:体重指数增加,平均红细胞体积和血小板淋巴细胞比率被认为是保护因素,虽然中性粒细胞增加,全身炎症反应指数,中性粒细胞淋巴细胞比率和泛免疫炎症评分被认为是危险因素.中性粒细胞计数每增加1个单位,PA诊断的风险增加1.81倍。
    结论:最近的研究表明,在早产和足月分娩中,导致PA的临床病程具有很强的异质性。在本研究中,我们的结果表明,炎症与PA有关。
    OBJECTIVE: Placental abruption (PA) is associated with adverse maternal and neonatal outcomes and has an etiological mechanism that is not yet fully understood. The prediction of PA, which has been the subject of numerous studies, remains a challenge. In particular, there is evidence that PA can be considered a chronic process. So, this study aimed to show inflammatory biomarkers based on complete blood count parameters may be used to predict PA.
    METHODS: A sample of 110 cases (pregnant women with PA) and 110 controls (healthy pregnant women with spontaneous labor) were required the study. The present case-control study included a total of 220 pregnant women. Inflammatory makers were used to evaluate the PA prediction RESULTS: Increases in body mass index, mean corpuscular volume and paletelet lymphocyte ratio are considered protective factors, while increases in neutrophil, the systemic inflammatory response index, neutrophil lymphocyte ratio and the pan-immune inflammation score are considered risk factors. Each 1 unit increase in neutrophil count increases the risk of a PA diagnosis by 1.81 times.
    CONCLUSIONS: Recent studies indicate a strong heterogeneity of clinical courses leading to PA in premature and term births. In the present study, our results showed that, inflammation is associated with PA.
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  • 文章类型: Journal Article
    白细胞分类计数经常用于诊断,患者分层,和治疗选择以优化治疗反应。通常使用转诊实验室,但由于使用不同的血液学平台而受到挑战,可变的血液运输时间和储存条件,以及特定细胞类型的不同敏感性。为了扩展血液分析仪之间血液样本的时间可交换性的科学文献和知识,我们使用四个最常用的商业平台进行了比较离体研究,鉴于嗜酸性粒细胞在哮喘管理中的重要性,重点评估嗜酸性粒细胞。在不同的条件下(在4、20、30和37°C下)储存来自有和没有特应性的健康志愿者(n=6)和患有嗜酸性粒细胞性哮喘的参与者(n=6)的全血,在有或没有搅拌的情况下),并在不同的时间点(采样后3、6、24、48和72h)并行在雅培CELL-DYN蓝宝石上进行分析,BeckmanCoulterDxH900、西门子ADVIA2120i和SysmexXN-1000V。在同样的血液样本中,嗜酸性粒细胞衍生神经毒素(EDN),分析嗜酸性粒细胞活化和死亡标志物。所有平台在采样的同一天内给出了对新鲜血液上的细胞差异的可比测量。然而,24小时,观察到显著的时间和温度依赖性差异,最明显的是嗜酸性粒细胞。在72小时内测试的所有温度下,没有一个平台表现完美,表明操作条件应根据感兴趣的细胞类型和血液分析仪进行优化。两种疾病状态(健康与哮喘)样品的搅动也不会影响细胞定量结果或EDN释放。流式细胞术测量的嗜酸性粒细胞活化标志物随时间增加,受温度的影响,与健康参与者相比,哮喘患者的比例更高。总之,血液分析仪,从采样到分析的时间窗口,分析血细胞差异时必须考虑温度条件,特别是嗜酸性粒细胞,通过中央实验室获得与新鲜采样血液中获得的值相当的计数。
    Differential white blood cell counts are frequently used in diagnosis, patient stratification, and treatment selection to optimize therapy responses. Referral laboratories are often used but challenged with use of different hematology platforms, variable blood shipping times and storage conditions, and the different sensitivities of specific cell types. To extend the scientific literature and knowledge on the temporal commutability of blood samples between hematology analyzers, we performed a comparative ex-vivo study using four of the most utilized commercial platforms, focusing on the assessment of eosinophils given its importance in asthma management. Whole blood from healthy volunteers with and without atopy (n = 6+6) and participants with eosinophilic asthma (n = 6) were stored under different conditions (at 4, 20, 30, and 37°C, with or without agitation) and analyzed at different time points (3, 6, 24, 48 and 72h post-sampling) in parallel on the Abbott CELL-DYN Sapphire, Beckman Coulter DxH900, Siemens ADVIA 2120i and Sysmex XN-1000V. In the same blood samples, eosinophil-derived neurotoxin (EDN), eosinophil activation and death markers were analyzed. All platforms gave comparable measurements of cell differentials on fresh blood within the same day of sampling. However, by 24 hours, significant temporal and temperature-dependent differences were observed, most markedly for eosinophils. None of the platforms performed perfectly across all temperatures tested during the 72 hours, showing that handling conditions should be optimized depending on the cell type of interest and the hematology analyzer. Neither disease status (healthy vs. asthma) nor agitation of the sample affected the cell quantification result or EDN release. The eosinophil activation markers measured by flow cytometry increased with time, were influenced by temperature, and were higher in those with asthma versus healthy participants. In conclusion, hematology analyzer, time window from sampling until analysis, and temperature conditions must be considered when analyzing blood cell differentials, particularly for eosinophils, via central labs to obtain counts comparable to the values obtained in freshly sampled blood.
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  • 文章类型: Journal Article
    背景:患者信息不正确的标本既是关键的安全错误,又难以识别。样本错误标签的估计依赖于错误标签的主观识别,有可能不是所有错误标记的样本都被捕获。
    方法:我们确定了具有相同患者标签的两个或多个全血细胞计数标本的血型,并评估了差异。我们还确定了研究期间确定的样本错误标记的比率。
    结果:在研究期间,我们发现每1000个差异率为3.17。这些差异很可能代表隐匿性,或者身份不明,错误标记的样品。相比之下,已识别的样本错误标记率为1.15/1000.
    结论:这项研究表明,标本被鉴定为,或者已知是,错误标签只代表那些错误标签的一小部分。这些发现目前正在我们的实验室中得到证实,并且可能适用于其他机构。
    BACKGROUND: Specimens with incorrect patient information are both a critical safety error and difficult to identify. Estimates of sample mislabelling rely on subjective identification of mislabelling, with the possibility that not all mislabelled samples are being caught.
    METHODS: We determined the blood type of two or more complete blood count specimens with the same patient label and assessed for discrepancies. We additionally determined the rate of identified sample mislabelling for the study period.
    RESULTS: We found a rate of 3.17 per 1000 discrepancies over the study period. These discrepancies most likely represent occult, or unidentified, mislabelled samples. In contrast, the rate of identified sample mislabelling was 1.15 per 1000.
    CONCLUSIONS: This study suggests that specimens identified as, or known to be, mislabelled represent only a fraction of those mislabelled. These findings are currently being confirmed in our laboratory and are likely generalisable to other institutions.
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  • 文章类型: Journal Article
    优化早期乳腺癌(BC)检测需要有效的风险评估工具。这项来自巴西的回顾性研究展示了机器学习在识别常规血液检查中复杂模式的功效。提出了一种全球可访问且具有成本效益的风险评估方法。我们分析了396,848名40-70岁女性的全血细胞计数(CBC)测试,这些女性在CBC测试后六个月内接受了乳房成像或活检。其中,2861例(0.72%)被确定为病例:1882例经解剖病理学检查证实的BC,和979高度可疑的影像学(BI-RADS5)。其余393,987名参与者(99.28%),BI-RADS1或2个结果,被归类为对照。根据诊断确定性将数据库分为建模(包括训练和验证)和测试集。测试集包括解剖病理学证实的病例,并在CBC后4.5-6.5年内控制无癌。我们的岭回归模型,纳入中性粒细胞-淋巴细胞比率,红细胞,和年龄,AUC为0.64(95%CI0.64-0.65)。我们还证明,这些结果比增强机器学习模型的结果略好,LightGBM,加上有充分解释的好处。使用此模型的概率输出,我们将研究人群分为四个风险组:高,中度,平均,低风险,其获得的BC的相对比率分别为1.99、1.32、1.02和0.42。这种分层的目的是简化优先次序,有可能改善乳腺癌的早期检测,特别是在资源有限的环境中。作为一种风险分层工具,这种模式提供了个性化乳腺癌筛查的潜力,通过根据女性的个体风险优先考虑女性,从而表明了从广泛的人口战略的转变。
    Optimizing early breast cancer (BC) detection requires effective risk assessment tools. This retrospective study from Brazil showcases the efficacy of machine learning in discerning complex patterns within routine blood tests, presenting a globally accessible and cost-effective approach for risk evaluation. We analyzed complete blood count (CBC) tests from 396,848 women aged 40-70, who underwent breast imaging or biopsies within six months after their CBC test. Of these, 2861 (0.72%) were identified as cases: 1882 with BC confirmed by anatomopathological tests, and 979 with highly suspicious imaging (BI-RADS 5). The remaining 393,987 participants (99.28%), with BI-RADS 1 or 2 results, were classified as controls. The database was divided into modeling (including training and validation) and testing sets based on diagnostic certainty. The testing set comprised cases confirmed by anatomopathology and controls cancer-free for 4.5-6.5 years post-CBC. Our ridge regression model, incorporating neutrophil-lymphocyte ratio, red blood cells, and age, achieved an AUC of 0.64 (95% CI 0.64-0.65). We also demonstrate that these results are slightly better than those from a boosting machine learning model, LightGBM, plus having the benefit of being fully interpretable. Using the probabilistic output from this model, we divided the study population into four risk groups: high, moderate, average, and low risk, which obtained relative ratios of BC of 1.99, 1.32, 1.02, and 0.42, respectively. The aim of this stratification was to streamline prioritization, potentially improving the early detection of breast cancer, particularly in resource-limited environments. As a risk stratification tool, this model offers the potential for personalized breast cancer screening by prioritizing women based on their individual risk, thereby indicating a shift from a broad population strategy.
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  • 文章类型: Journal Article
    重症肌无力(MG)是一种由神经肌肉接头(NMJ)功能障碍引起的慢性自身免疫性疾病。我们目前对MG的炎症成分的了解仍然很差。全身炎症反应指数(SIRI)为评估MG严重程度提供了一个有希望但尚未开发的生物标志物。本研究旨在探讨SIRI与MG病情严重程度之间的潜在关系。
    我们对2016年1月至2021年6月期间收治的171例MG患者的临床数据进行了回顾性分析。数据不完整的患者,其他自身免疫性疾病,或排除合并症。入院时使用美国重症肌无力基金会(MGFA)分类和重症肌无力日常生活活动(MG-ADL)评估疾病的严重程度。通过logistic回归分析评估SIRI与疾病严重程度之间的关联,以及受试者工作特征(ROC)曲线和决策曲线分析(DCA)与已建立的炎症指标的比较。
    排除后,在我们的研究中分析了143例患者。SIRI水平在疾病严重程度较高和较低的患者之间存在显着差异(p<0.001)。单因素logistic回归分析显示SIRI对高病情严重程度有显著影响(OR=1.376,95%CI1.138-1.664,p=0.001)。即使在调整了年龄之后,这种关联仍然很重要,性别,疾病持续时间,MG用药和胸腺瘤病史(OR=1.308,95%CI1.072-1.597,p=0.008)。此外,SIRI与MG-ADL呈正相关(r=0.232,p=0.008).在SIRI与免疫抑制剂(p相互作用=0.001)和静脉注射免疫球蛋白(p相互作用=0.005)之间观察到显着的相互作用。当阈值概率为约0.2时,与其他标志物相比,DCA显示出SIRI的优异的净临床益处。
    我们的研究结果表明,SIRI与MG的疾病严重程度之间存在很强的独立关联,提示SIRI作为MG有价值的生物标志物的潜力,其临床益处优于目前使用的标志物。
    UNASSIGNED: Myasthenia gravis (MG) is a chronic autoimmune disease caused by neuromuscular junction (NMJ) dysfunction. Our current understanding of MG\'s inflammatory component remains poor. The systemic inflammatory response index (SIRI) presents a promising yet unexplored biomarker for assessing MG severity. This study aimed to investigate the potential relationship between SIRI and MG disease severity.
    UNASSIGNED: We conducted a retrospective analysis of clinical data from 171 MG patients admitted between January 2016 and June 2021. Patients with incomplete data, other autoimmune diseases, or comorbidities were excluded. Disease severity was evaluated using the Myasthenia Gravis Foundation of America (MGFA) classification and Myasthenia Gravis Activities of Daily Living (MG-ADL) on admission. The association between SIRI and disease severity was assessed through logistic regression analysis, along with receiver operating characteristic (ROC) curve and decision curve analysis (DCA) comparisons with established inflammation indicators.
    UNASSIGNED: After exclusion, 143 patients were analyzed in our study. SIRI levels significantly differed between patients with higher and lower disease severity (p < 0.001). Univariate logistic regression showed that SIRI had a significant effect on high disease severity (OR = 1.376, 95% CI 1.138-1.664, p = 0.001). This association remained significant even after adjusting for age, sex, disease duration, history of MG medication and thymoma (OR = 1.308, 95% CI 1.072-1.597, p = 0.008). Additionally, a positive correlation between SIRI and MG-ADL was observed (r = 0.232, p = 0.008). Significant interactions were observed between SIRI and immunosuppressor (p interaction = 0.001) and intravenous immunoglobulin (p interaction = 0.005). DCA demonstrated the superior net clinical benefit of SIRI compared to other markers when the threshold probability was around 0.2.
    UNASSIGNED: Our findings indicate a strong independent association between SIRI and disease severity in MG, suggesting SIRI\'s potential as a valuable biomarker for MG with superior clinical benefit to currently utilized markers.
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  • 文章类型: Journal Article
    目的:评估出生时脐带血(UCB)和新生儿血(NB)实验室检查结果的一致性。
    方法:这项回顾性研究考虑了2012年至2023年三级新生儿重症监护病房收治的早产新生儿(<32周孕龄)。纳入标准要求新生儿在出生后2小时内抽取UCB和NB进行全血细胞计数。在UCB(静脉样本)和NB(静脉样本,动脉,或毛细管样品)。
    结果:共有432例UCB和NB值配对的新生儿纳入研究。UCB中的Hb浓度为14.7g/dL(四分位距[IQR]13.5-16.1g/dL),而静脉NB样品中的Hb浓度为14.8g/dL(IQR12.6-19.3g/dL),动脉NB为13.9g/dL(IQR12.9-15.3g/dL),毛细血管NB为18.7g/dL(IQR16.6-20.8g/dL)。回归方程显示将Hb值从UCB转换为静脉NB的校正因子为1.08。UCB中的Hct浓度中位数为0.45L/L(IQR:0.41-0.49L/L),而静脉NB中的Hct浓度为0.48L/L(IQR0.43-0.54L/L),动脉NB中0.42L/L(IQR0.38-0.45L/L)和0.57L/L,(IQR0.51-0.63L/L)在毛细管NB中。
    结论:在UCB中测量的Hb和Hct浓度与在极早产儿的静脉血中测量的Hb和Hct浓度相似,是出生时NB测试的有效替代方法。与UCB测量相比,动脉和毛细血管NB中的Hb和Hct浓度分别较低和较高。
    OBJECTIVE: To assess concordance between umbilical cord blood (UCB) and neonatal blood (NB) laboratory test results at birth.
    METHODS: This retrospective study considered very preterm neonates (<32 weeks\' gestational age) admitted to a tertiary neonatal intensive care unit from 2012 to 2023. Inclusion criteria required neonates with a complete blood count measured in both UCB and NB drawn within 2 hours after birth. Median hemoglobin (Hb) and hematocrit (Hct) concentrations were compared between UCB (venous samples) and NB (venous, arterial, or capillary samples).
    RESULTS: A total of 432 neonates with paired UCB and NB values were included in the study. Hb concentration in UCB was 14.7 g/dL (IQR 13.5-16.1 g/dL) compared with 14.8 g/dL (IQR 12.6-19.3 g/dL) in venous NB samples, 13.9 g/dL (IQR 12.9-15.3 g/dL) in arterial NB and 18.7 g/dL (IQR 16.6-20.8 g/dL) in capillary NB. The regression equation showed a correction factor of 1.08 for converting Hb values from UCB to venous NB. Median Hct concentration in UCB was 0.45 L/L (IQR: 0.41-0.49 L/L) compared with 0.48 L/L (IQR 0.43-0.54 L/L) in venous NB, 0.42 L/L (IQR 0.38-0.45 L/L) in arterial NB and 0.57 L/L, (IQR 0.51-0.63 L/L) in capillary NB.
    CONCLUSIONS: Hb and Hct concentrations measured in UCB are similar to those measured in venous blood in very preterm infants and are valid alternatives for NB tests at birth. Hb and Hct concentrations in arterial and capillary NB are respectively lower and higher compared with UCB measurements.
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  • 文章类型: Journal Article
    早期识别婴儿的血流感染(BSI)可能很困难,因为症状可能是非特异性的,培养可能需要48小时。因此,许多婴儿在等待培养结果时接受不必要的抗生素治疗。在这项研究中,我们的目标是开发一种模型,可以可靠地识别没有阳性血培养的婴儿(和,通过延伸,BSI)基于全血计数(FBC)和C反应蛋白(CRP)值。几个模型(即多变量逻辑回归,线性判别分析,K最近的邻居,支持向量机,随机森林模型和决策树)在都柏林的一家三级儿科医院中,使用2005年至2022年之间的2693名7至60天的可疑BSI婴儿的FBC和CRP值进行了训练,爱尔兰。所有测试的模型显示相似的敏感性(范围47%-62%)和特异性(范围85%-95%)。在2023年,将经过训练的决策树和随机森林模型应用于完整数据集和包含疑似BSI婴儿的数据集,并显示低风险和高风险人群的良好隔离。对于完整数据集(>99%)和2023年数据集(>97%),这两个模型的负预测值很高,而两个数据集中的阳性预测值均较低(4%-20%)。结论:我们确定了几种可以预测7至60天可疑BSI婴儿血培养阳性的模型。这些模型的应用可以防止在不需要它们的婴儿中施用抗微生物治疗和繁重的诊断。已知:•婴儿的血流感染(BSI)引起非特异性症状并且可能难以诊断。•血液培养的结果可能需要长达48小时。新功能:•机器学习模型可以为婴儿BSI的临床决策做出贡献,而血液培养结果尚不清楚。
    Early recognition of bloodstream infection (BSI) in infants can be difficult, as symptoms may be non-specific, and culture can take up to 48 h. As a result, many infants receive unneeded antibiotic treatment while awaiting the culture results. In this study, we aimed to develop a model that can reliably identify infants who do not have positive blood cultures (and, by extension, BSI) based on the full blood count (FBC) and C-reactive protein (CRP) values. Several models (i.e. multivariable logistic regression, linear discriminant analysis, K nearest neighbors, support vector machine, random forest model and decision tree) were trained using FBC and CRP values of 2693 infants aged 7 to 60 days with suspected BSI between 2005 and 2022 in a tertiary paediatric hospital in Dublin, Ireland. All models tested showed similar sensitivities (range 47% - 62%) and specificities (range 85%-95%). A trained decision tree and random forest model were applied to the full dataset and to a dataset containing infants with suspected BSI in 2023 and showed good segregation of a low-risk and high-risk group. Negative predictive values for these two models were high for the full dataset (> 99%) and for the 2023 dataset (> 97%), while positive predictive values were low in both dataset (4%-20%).   Conclusion: We identified several models that can predict positive blood cultures in infants with suspected BSI aged 7 to 60 days. Application of these models could prevent administration of antimicrobial treatment and burdensome diagnostics in infants who do not need them. What is Known: • Bloodstream infection (BSI) in infants cause non-specific symptoms and may be difficult to diagnose. • Results of blood cultures can take up to 48 hours. What is New: • Machine learning models can contribute to clinical decision making on BSI in infants while blood culture results are not yet known.
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