sensitivity and specificity

灵敏度和特异性
  • 文章类型: Journal Article
    目的:评价磁共振弥散加权成像(DWI-MRI)诊断原发性放化疗(CRT)后持续/复发的头颈部鳞状细胞癌(HNSCC)的准确性。
    方法:Scopus,PubMed/MEDLINE,直到2023年4月18日,对Cochrane图书馆数据库进行了相关出版物的搜索。
    方法:根据诊断测试准确性陈述的系统评价和荟萃分析的首选报告项目进行系统评价和荟萃分析。搜索由2名研究者独立进行。纳入研究的方法学质量采用诊断研究质量评估问卷-2进行评估。提取的数据用于计算合并的DWI-MRI灵敏度,特异性,诊断赔率比,以及正负似然比。
    结果:共纳入10项研究的618名患者用于计算诊断准确性参数。在原发性肿瘤的水平上,合并的敏感性和特异性为,分别,在定性分析的情况下,0.96(95%置信区间[CI]:0.89-1.00)和0.81(95%CI:0.54-0.98),and,分别,0.79(95%CI:0.66-0.89)和0.88(95%CI:0.77-0.96)进行定量分析。在脖子上,合并的敏感性和特异性为,分别,当图像进行定性分析时,0.87(95%CI:0.75-0.95)和0.84(95%CI:0.74-0.93),定量分析时,0.79(95%CI:0.60-0.94)和0.90(95%CI:0.82-0.97)。
    结论:DWI-MRI显示出较高的诊断准确性,如果在初次CRT后怀疑持续性/复发性HNSCCs,应考虑。在定性和定量成像评估之间没有发现显着差异。
    OBJECTIVE: To evaluate the accuracy of diffusion-weighted magnetic resonance imaging (DWI-MRI) in diagnosing persistent/recurrent head and neck squamous cell carcinomas (HNSCCs) after primary chemoradiotherapy (CRT).
    METHODS: Scopus, PubMed/MEDLINE, and Cochrane Library databases were searched for relevant publications until April 18, 2023.
    METHODS: A systematic review and meta-analysis was performed according to the Preferred Reporting Items for Systematic Reviews and Meta-analyses of Diagnostic Test Accuracy statement. The search was conducted independently by 2 investigators. Methodological quality of included studies was assessed using the Quality Assessment of Diagnostic Studies-2 questionnaire. Extracted data were used to calculate the pooled DWI-MRI sensitivity, specificity, diagnostic odds ratio, and positive and negative likelihood ratio.
    RESULTS: A total of 618 patients from 10 studies were included for calculation of diagnostic accuracy parameters. At the level of the primary tumor, the pooled sensitivity and specificity were, respectively, 0.96 (95% confidence interval [CI]: 0.89-1.00) and 0.81 (95% CI: 0.54-0.98) in the case of qualitative analysis, and, respectively, 0.79 (95% CI: 0.66-0.89) and 0.88 (95% CI: 0.77-0.96) for quantitative analysis. At the level of the neck, the pooled sensitivity and specificity were, respectively, 0.87 (95% CI: 0.75-0.95) and 0.84 (95% CI: 0.74-0.93) when images were analyzed qualitatively, and 0.79 (95% CI: 0.60-0.94) and 0.90 (95% CI: 0.82-0.97) when analyzed quantitatively.
    CONCLUSIONS: DWI-MRI showed high diagnostic accuracy and should be considered if persistent/recurrent HNSCCs is suspected after primary CRT. No significant differences were found between qualitative and quantitative imaging assessment.
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  • 文章类型: Journal Article
    背景:牙釉质在短波长红外成像(SWIR)波长下是高度透明的,从而允许在不需要电离辐射的情况下检测龋齿。这项研究的目的是使用SWIR成像方法,包括交叉偏振光学相干断层扫描(CP-OCT),咬合透照(SWIR-OT),近端透照(SWIR-PT),和咬合反射(SWIR-R)以在体内对邻间病变进行成像,并将其灵敏度与放射线照相术进行比较。
    方法:纳入研究的受试者(n=30),年龄为18-80岁,计划修复的邻间放射阳性病变。研究已经表明,跨越接触的相对的近侧表面也可能具有损伤。每次与计划恢复的邻间病变接触时,都会获取相邻牙齿的SWIR图像。在接触的每一侧评估病变的存在和深度,以进行射线照相和每种SWIR成像方法。X线照片和CP-OCT图像中的病变由单个检查者识别,而SWIR图像中的病变通过半自动图像分割通过对比度阈值识别。
    结果:所有SWIR成像方法在检测与修复牙相对的牙上的邻间病变时,灵敏度均明显高于X线片(P<0.05)。CP-OCT和SWIR-R成像方法的灵敏度明显高于其他方法。SWIR成像方法显示病变对比度明显高于放射线照相术。
    结论:SWIR成像方法可用于检测后牙的邻间病变,其诊断性能高于X光片。CP-OCT似乎非常适合作为潜在的金标准,用于检测邻间病变并评估其体内严重程度。
    BACKGROUND: Enamel is highly transparent at short wavelength infrared imaging (SWIR) wavelengths allowing the detection of dental decay without the need for ionizing radiation. The purpose of this study was to use SWIR imaging methods including cross polarization optical coherence tomography (CP-OCT), occlusal transillumination (SWIR-OT), proximal transillumination (SWIR-PT), and occlusal reflectance (SWIR-R) to image interproximal lesions in vivo and compare the sensitivity with radiography.
    METHODS: Participants (n = 30) aged 18-80 each with a radiopositive interproximal lesion scheduled for restoration were enrolled in the study. Studies have shown that the opposing proximal surfaces across the contact will likely also have lesions. SWIR images were acquired of the adjoining teeth at each contact with an interproximal lesion scheduled for restoration. Lesion presence and depth were assessed on each side of the contact for radiography and each SWIR imaging method. Lesions on radiographs and in CP-OCT images were identified by a single examiner while lesions in SWIR images were identified by a contrast threshold via semi-automatic image segmentation.
    RESULTS: All SWIR imaging methods had significantly higher sensitivity (P < 0.05) than radiographs for the detection of interproximal lesions on the teeth opposite those restored. CP-OCT and SWIR-R imaging methods had significantly higher sensitivity than the other methods. SWIR imaging methods showed significantly higher lesion contrast than radiography.
    CONCLUSIONS: SWIR imaging methods can be used to detect interproximal lesions on posterior teeth with higher diagnostic performance than radiographs. CP-OCT appears well suited as a potential gold standard for the detection of interproximal lesions and assessment of their severity in vivo.
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  • 文章类型: Journal Article
    目的:二维剪切波弹性成像(2D-SWE)是一种用于评估Sjögren病(SjD)的非侵入性技术。这项研究调查了2D-SWE在评估SjD中主要唾液腺受累方面的诊断准确性。
    方法:系统综述和荟萃分析。
    方法:通过搜索PubMed获得数据,MEDLINE,EMBASE,Scopus,1999年至2022年9月26日的Cochrane图书馆和CNKI,其中包括2D-SWE诊断SjD的随机临床试验。
    方法:(1)根据2002年或2016年美国风湿病学会-欧洲抗风湿病联盟对SjD的国际分类标准诊断为SjD的患者(≥18岁);(2)本研究的目的是评估2D-SWE在SjD中的诊断价值;(3)可以在本文中提取或间接获得SjD诊断的评估参数,包括灵敏度,特异性,真积极,假阳性,假阴性,正负,诊断点(杨氏模量)和其他数据。
    方法:四位作者独立筛选和评估文献并提取数据。采用RevManV.5.3和StataMPV.18软件进行质量评价和荟萃分析。
    结果:我们纳入了8项研究,共912例,包括509名SjD患者。质量评估中的高风险偏倚集中在患者选择和指标测试上。汇集的敏感性,2D-SWE曲线下的特异性和汇总面积为0.75(95%CI0.62至0.84),0.89(95%CI0.80至0.94)和0.90(95%CI0.87至0.92),分别。
    结论:2D-SWE对SjD患者具有可接受的诊断准确性,是辅助诊断SjD的有效工具。
    CRD42022365766。
    OBJECTIVE: Two-dimensional shear wave elastography (2D-SWE) is a non-invasive technique for the evaluation of Sjögren\'s disease (SjD). This study investigated the diagnostic accuracy of 2D-SWE in assessing major salivary gland involvement in SjD.
    METHODS: A systematic review and meta-analysis.
    METHODS: Data were obtained by searching PubMed, MEDLINE, EMBASE, Scopus, Cochrane library and CNKI from 1999 to 26 September 2022, which includes randomised clinical trial of 2D-SWE for the diagnosis of SjD.
    METHODS: (1) Patients (≥18 years old) diagnosed with SjD following the international classification in 2002 or 2016 American College of Rheumatology-European League Against Rheumatism classification criteria for SjD; (2) The purpose of this study was to evaluate the diagnostic value of 2D-SWE in SjD; (3) The evaluation parameters for the diagnosis of SjD can be extracted or indirectly obtained in this article, including sensitivity, specificity, true positive, false positive, false negative, true negative, diagnostic point (Young\'s modulus) and other data.
    METHODS: Four authors independently screened and assessed the literature and extracted the data. RevMan V.5.3 and StataMP V.18 software were used for quality assessment and meta-analysis.
    RESULTS: We included 8 studies with a total of 912 cases, including 509 patients with SjD. The high-risk bias in the quality evaluation focused on patient selection and index test. The pooled sensitivity, specificity and summary area under the curve of 2D-SWE were 0.75 (95% CI 0.62 to 0.84), 0.89 (95% CI 0.80 to 0.94) and 0.90 (95% CI 0.87 to 0.92), respectively.
    CONCLUSIONS: 2D-SWE has an acceptable diagnostic accuracy for SjD patients and is an effective tool for auxiliary diagnosis of SjD.
    UNASSIGNED: CRD42022365766.
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  • 文章类型: Journal Article
    目的:主要目的是确定蛋白尿即时检测(POC)在乌干达感染HIV(YPLHIV)的年轻人中诊断慢性肾脏疾病的诊断性能。
    方法:我们进行了一项横断面研究,比较了微量白蛋白(ErbaLachema,捷克共和国),以实验室测定的白蛋白和肌酐为参考标准的白蛋白尿POC试验。
    方法:这项研究是在坎帕拉的七个艾滋病毒诊所进行的,乌干达向感染艾滋病毒的成人和儿童提供抗逆转录病毒疗法。该研究于2023年4月至8月进行。
    方法:从HIV诊所随机选择了497名年龄在10-24岁之间被诊断为HIV的YPLHIV。排除妊娠YPLHIV。
    方法:参与者提供了点尿液样本,使用POC进行了白蛋白和肌酐测试,并在实验室和蛋白尿中使用尿液试纸进行了测试。敏感性,特异性,阴性和阳性预测值(NPV,计算了POC与实验室测试的PPV),并使用逻辑回归估计与POC检验阳性相关的因素。
    方法:主要结果是诊断为白蛋白尿,定义为白蛋白肌酐比值高于30mg/g。
    结果:在497名参与者中,278名(55.9%)为女性,331名(66.8%)为10-17岁。POC检测的灵敏度为74.5%(95%CI为70.6%~78.4%),特异性为68.1%(95%CI为63.9%~72.3%)。PPV为21.5%(95%CI17.8%至25.1%),净现值为95.8%(95%CI94.0%至97.6%),准确率为68.8%。有强有力的证据表明,阳性POC测试与蛋白尿相关(OR2.82;95%CI1.89至4.22,p<0.001);体重指数<19.5(OR1.6995%CI1.17至2.45,p=0.005)和男性(OR1.48;95%CI1.02至2.14,p=0.04)。
    结论:白蛋白尿POC检测的敏感性和特异性较低。然而,鉴于其高NPV,它可用于排除肾脏疾病。应针对24小时尿排泄率进行验证,以进一步确定其诊断性能。
    OBJECTIVE: The main aim was to determine the diagnostic performance of an albuminuria point-of-care test (POC) for diagnosis of chronic kidney disease among young people living with HIV (YPLHIV) in Uganda.
    METHODS: We conducted a cross-sectional study comparing the diagnostic performance of MicroalbuPHAN (Erba Lachema, Czech Republic), an albuminuria POC test against the laboratory-measured albumin and creatinine as the reference standard.
    METHODS: The study was set in seven HIV clinics in Kampala, Uganda that provide antiretroviral therapy to adults and children living with HIV. The study took place from April to August 2023.
    METHODS: 497 YPLHIV aged 10-24 years who were diagnosed with HIV before 10 years of age were randomly selected from the HIV clinics. Pregnant YPLHIV were excluded.
    METHODS: Participants provided a spot urine sample that was tested for albumin and creatinine using the POC and in the laboratory and proteinuria using urine dipstick. The sensitivity, specificity, negative and positive predictive values (NPV, PPV) of the POC versus the laboratory test were calculated, and factors associated with having a positive POC test were estimated using logistic regression.
    METHODS: The primary outcome was a diagnosis of albuminuria defined as an albumin creatinine ratio above 30 mg/g.
    RESULTS: Of the 497 participants enrolled, 278 (55.9%) were female and 331 (66.8%) were aged 10-17 years. The POC test had a sensitivity of 74.5% (95% CI 70.6% to 78.4%) and specificity of 68.1% (95% CI 63.9% to 72.3%). The PPV was 21.5% (95% CI 17.8% to 25.1%) and the NPV was 95.8% (95% CI 94.0% to 97.6%), with an accuracy of 68.8%. There was strong evidence that a positive POC test was associated with having proteinuria (OR 2.82; 95% CI 1.89 to 4.22, p<0.001); body mass index <19.5 (OR 1.69 95% CI 1.17 to 2.45, p=0.005) and being male (OR 1.48; 95% CI 1.02 to 2.14, p=0.04).
    CONCLUSIONS: The albuminuria POC test had low sensitivity and specificity. However, it can be used to exclude kidney disease given its high NPV. It should be validated against the 24-hour urinary excretion rate to further determine its diagnostic performance.
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  • 文章类型: Journal Article
    目的:在本研究中,我们的目的是验证PAX1和JAM3甲基化(PAX1m/JAM3m)检测在非16/18高危人类乳头瘤病毒阳性患者(非16/18hrHPV+)中作为检测宫颈上皮内瘤变3级或更高级别(CIN3+)的分诊工具的性能.
    方法:比较了液基细胞学(LBC)和PAX1m/JAM3m试验检测CIN3的分诊性能。
    结果:总计,1851名参与者有宫颈组织学结局,并纳入分析。LBC检测结果对意义不明确或更差的非典型鳞状细胞(LBC≥ASCUS)和PAX1m/JAM3m检测的敏感性/特异性分别为90.1%/26.7%和84.8%/88.5%,分别。PAX1m/JAM3m(+)在整个队列中具有最高的诊断AUC(0.866,95%置信区间(CI)0.837-0.896)。所有癌症(n=20)均通过PAX1m/JAM3m(+)检测。与LBC≥ASCUS相比,PAX1m/JAM3m()使需要转诊进行阴道镜检查的患者人数减少了57.21%(74.66%vs.17.45%)。LBC≥ASCUS和PAX1m/JAM3m(+)检测CIN3+的比值比为3.3(95%CI2.0-5.9)和42.6(27.1-69.6),分别(p<0.001)。LBC≥ASCUS或PAX1m/JAM3m(+)的组合略微增加了诊断灵敏度(98.0%,95%CI:95.8-100%)和转诊率(77.09%),但降低了诊断特异性(24.8%,22.7-26.8%)。
    结论:在非16/18hrHPV(+)女性中,PAX1m/JAM3m检测CIN3+优于细胞学。与LBC≥ASCUS相比,PAX1m/JAM3m(+)减少了转诊至阴道镜的显著次数而不影响诊断灵敏度。
    OBJECTIVE: In this study, we aimed to validate the performance of the PAX1 and JAM3 methylation (PAX1m/JAM3m) test as a triage tool for detecting cervical intraepithelial neoplasia grade 3 or worse (CIN3 +) in non-16/18 high-risk human papillomavirus-positive patients (non-16/18 hrHPV +).
    METHODS: The triage performance of liquid-based cytology (LBC) and the PAX1m/JAM3m test for detecting CIN3 + were compared.
    RESULTS: In total, 1851 participants had cervical histological outcomes and were included in the analysis. The sensitivity/specificity of the LBC test results with atypical squamous cells of undetermined significance or worse (LBC ≥ ASCUS) and the PAX1m/JAM3m test were 90.1%/26.7% and 84.8%/88.5%, respectively. PAX1m/JAM3m( +) had the highest diagnostic AUC (0.866, 95% confidence interval (CI) 0.837-0.896) in the whole cohort. All cancers (n = 20) were detected by PAX1m/JAM3m(+). Compared with LBC ≥ ASCUS, PAX1m/JAM3m(+) reduced the number of patients who needed referral for colposcopy by 57.21% (74.66% vs. 17.45%). The odds ratios for detecting CIN3 + by LBC ≥ ASCUS and PAX1m/JAM3m(+) were 3.3 (95% CI 2.0-5.9) and 42.6 (27.1-69.6), respectively (p < 0.001). The combination of LBC ≥ ASCUS or PAX1m/JAM3m(+) slightly increased the diagnostic sensitivity (98.0%, 95% CI: 95.8-100%) and referral rate (77.09%) but reduced the diagnostic specificity (24.8%, 22.7-26.8%).
    CONCLUSIONS: In non-16/18 hrHPV(+) women, PAX1m/JAM3m was superior to cytology for detecting CIN3 + . Compared with LBC ≥ ASCUS, PAX1m/JAM3m(+) reduced the number of significant referrals to colposcopy without compromising diagnostic sensitivity.
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  • 文章类型: Journal Article
    背景:我们的目的是确定利用基于深度学习的全景X线照相术预测裂牙拔牙适应症的可行性。
    方法:评估了418颗牙齿(第1组:209颗正常牙齿;第2组:209颗裂纹牙齿)的全景X射线照片,以训练和测试深度学习模型。我们使用InceptionV3,ResNet50和EfficientNetB0评估了单个牙齿的裂纹诊断模型的性能。对裂牙诊断模型进行了五次交叉验证,将418个数据实例分为训练,验证,和测试集的比例为3:1:1。
    结果:为了评估可行性,灵敏度,特异性,准确度,并计算了深度学习模型的F1得分,值为90.43-94.26%,52.63-60.77%,72.01-75.84%,和76.36-79.00%,分别。
    结论:我们发现,通过使用全景射线照相术的深度学习模型,可以在一定程度上预测出现裂痕的拔牙适应症。
    BACKGROUND: We aimed to determine the feasibility of utilizing deep learning-based predictions of the indications for cracked tooth extraction using panoramic radiography.
    METHODS: Panoramic radiographs of 418 teeth (group 1: 209 normal teeth; group 2: 209 cracked teeth) were evaluated for the training and testing of a deep learning model. We evaluated the performance of the cracked diagnosis model for individual teeth using InceptionV3, ResNet50, and EfficientNetB0. The cracked tooth diagnosis model underwent fivefold cross-validation with 418 data instances divided into training, validation, and test sets at a ratio of 3:1:1.
    RESULTS: To evaluate the feasibility, the sensitivity, specificity, accuracy, and F1 score of the deep learning models were calculated, with values of 90.43-94.26%, 52.63-60.77%, 72.01-75.84%, and 76.36-79.00%, respectively.
    CONCLUSIONS: We found that the indications for cracked tooth extraction can be predicted to a certain extent through a deep learning model using panoramic radiography.
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  • 文章类型: Journal Article
    随着黑色素瘤发病率和死亡率的上升,早期发现和手术切除原发性病变至关重要。多光谱成像是一种新的,非侵入性技术,可以通过测量生物组织的反射光谱来促进皮肤癌的检测。目前,由于高表面反射率,入射照明允许很少的光从较深的皮肤层反射。在巴塞尔大学医院进行了一项试点研究,直接光耦合的多光谱成像是否可以从更深的皮肤层中提取更多信息,以更准确地对黑素细胞病变进行尊严分类。包括23例患者中的27例可疑色素性病变(6例黑色素瘤,6发育不良痣,12黑素细胞痣,3其他)。切除前使用原型快照马赛克多光谱相机对病变进行成像,该相机具有入射和直接照明,随后通过预先训练的多光谱图像分析模型进行尊严分类。使用入射光,与通过组织病理学检查确定的尊严相比,敏感性为83.3%,特异性为58.8%.直接光耦合导致100%的灵敏度和82.4%的特异性。卷积神经网络对相应的红色进行分类,绿色,蓝色病变图像导致灵敏度降低16.7%(83.3%,与多光谱图像分类的直接光耦合相比,检测到5/6恶性病变)和20.9%的特异性较低(61.5%)。我们的结果表明,将直射光多光谱成像纳入黑色素瘤检测过程可能会提高尊严分类的准确性。这种新评估的照明方法可以改善皮肤癌检测中的多光谱应用。需要进一步的更大的研究来验证相机原型。
    With rising melanoma incidence and mortality, early detection and surgical removal of primary lesions is essential. Multispectral imaging is a new, non-invasive technique that can facilitate skin cancer detection by measuring the reflectance spectra of biological tissues. Currently, incident illumination allows little light to be reflected from deeper skin layers due to high surface reflectance. A pilot study was conducted at the University Hospital Basel to evaluate, whether multispectral imaging with direct light coupling could extract more information from deeper skin layers for more accurate dignity classification of melanocytic lesions. 27 suspicious pigmented lesions from 23 patients were included (6 melanomas, 6 dysplastic nevi, 12 melanocytic nevi, 3 other). Lesions were imaged before excision using a prototype snapshot mosaic multispectral camera with incident and direct illumination with subsequent dignity classification by a pre-trained multispectral image analysis model. Using incident light, a sensitivity of 83.3% and a specificity of 58.8% were achieved compared to dignity as determined by histopathological examination. Direct light coupling resulted in a superior sensitivity of 100% and specificity of 82.4%. Convolutional neural network classification of corresponding red, green, and blue lesion images resulted in 16.7% lower sensitivity (83.3%, 5/6 malignant lesions detected) and 20.9% lower specificity (61.5%) compared to direct light coupling with multispectral image classification. Our results show that incorporating direct light multispectral imaging into the melanoma detection process could potentially increase the accuracy of dignity classification. This newly evaluated illumination method could improve multispectral applications in skin cancer detection. Further larger studies are needed to validate the camera prototype.
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  • 文章类型: Journal Article
    胶质瘤是成人最常见的中枢神经系统肿瘤。目前的分类方案利用分子改变,尤其是IDH1。R132H,将病变分层为不同的预后组。通过传统的组织活检评估来鉴定单核苷酸变体会带来程序风险,并且不能充分反映异质性和不断发展的肿瘤景观。这里,我们介绍一种液体活检方法,mt-IDH1dx.基于血液的测试允许仅使用2ml血浆体积对肿瘤来源的细胞外囊泡RNA进行微创检测。我们执行严格,在研究人群中进行盲化验证测试(n=133),由IDH1组成。R132H患者(n=80),IDH1野生型胶质瘤(n=44),和年龄匹配的健康对照(n=9)。我们的血浆测试结果显示总体灵敏度为75.0%(95%CI:64.1%-84.0%),特异性88.7%(95%CI:77.0%-95.7%),阳性预测值90.9%,与组织金标准相比,阴性预测值为70.1%。除了基本的诊断应用,该研究还强调了mt-IDH1dx平台用于基于血液的监测和监视的实用性,提供有价值的预后信息。最后,优化的工作流程可在取样后4小时内快速有效地完成肿瘤组织和血浆检测.
    Glioma represents the most common central nervous system neoplasm in adults. Current classification scheme utilizes molecular alterations, particularly IDH1.R132H, to stratify lesions into distinct prognostic groups. Identification of the single nucleotide variant through traditional tissue biopsy assessment poses procedural risks and does not fully reflect the heterogeneous and evolving tumor landscape. Here, we introduce a liquid biopsy assay, mt-IDH1dx. The blood-based test allows minimally invasive detection of tumor-derived extracellular vesicle RNA using only 2 ml plasma volume. We perform rigorous, blinded validation testing across the study population (n = 133), comprising of IDH1.R132H patients (n = 80), IDH1 wild-type gliomas (n = 44), and age matched healthy controls (n = 9). Results from our plasma testing demonstrate an overall sensitivity of 75.0% (95% CI: 64.1%-84.0%), specificity 88.7% (95% CI: 77.0%-95.7%), positive predictive value 90.9%, and negative predictive value 70.1% compared to the tissue gold standard. In addition to fundamental diagnostic applications, the study also highlights the utility of mt-IDH1dx platform for blood-based monitoring and surveillance, offering valuable prognostic information. Finally, the optimized workflow enables rapid and efficient completion of both tumor tissue and plasma testing in under 4 hours from the time of sampling.
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  • 文章类型: Journal Article
    建议将XpertMTB/RIF用于儿童结核病(TB)的诊断。我们确定了XpertMTB/RIF在儿童肺结核诊断中的表现。探讨影响XpertMTB/RIF阳性的儿童特征。从2013年至2019年,前瞻性招募了患有肺结核症状的15岁以下儿童。收集两份痰液/清晨胃吸出物标本进行涂片检查(荧光显微镜检查),XpertMTB/RIF,和培养[分枝杆菌生长指示管(MGIT)/Lowenstein-Jensen(LJ)培养基]。使用LJ和/或MGIT培养阳性作为参考标准来评估XpertMTB/RIF的诊断性能。灵敏度,用95%置信区间(CI)计算特异性.进行分层分析;P<0.05被认为具有统计学意义。在总共1727名入学儿童中,分析1674(97%),至少一个痰/胃吸出物样品的完整结果。XpertMTB/RIF在痰中的敏感性为68.5%,在胃抽吸物中的敏感性为53.6%,而两者的特异性均为99%。与涂片相比,灵敏度为68.5%。33.7%(P<.001)和53.6%14.5%;(P<.001)在痰和胃吸出物中,分别。XpertMTB/RIF的灵敏度为23.9%,决定作为参考标准。XpertMTB/RIF阳性受性别影响显著,年龄,营养状况,胸部X线异常,结核感染状况,和暗示结核病的症状。与涂片相比,XpertMTB/RIF作为一项前期测试可改善儿童肺结核的诊断,但敏感性欠佳。有必要在儿童中使用具有改进灵敏度的新型结核病诊断工具。
    我们评估了XpertMTB/RIF在儿童肺结核诊断中的表现,并探讨了影响XpertMTB/RIF阳性的特征。从年龄<15岁的儿童收集痰和或清晨胃吸出物标本,症状提示肺结核。这是通过涂片检查(荧光显微镜),XpertMTB/RIF,和培养(分枝杆菌生长指示管(MGIT)/Lowenstein-Jensen(LJ)培养基)。使用LJ和/或MGIT培养阳性作为参考标准来评估XpertMTB/RIF的诊断性能。在总共1727名入学儿童中,分析1674(97%),至少一个痰/胃吸出物样品的完整结果。XpertMTB/RIF在痰中的敏感性为68.5%,在胃抽吸物中的敏感性为53.6%,高于涂片,特异性为99%。XpertMTB/RIF的敏感性为23.9%,决定以TB作为参考标准。XpertMTB/RIF阳性受性别影响,年龄,营养状况,胸部X线异常,结核感染状况,和暗示结核病的症状。与涂片相比,XpertMTB/RIF作为一种前期测试可改善儿童肺结核的诊断,但敏感性欠佳。有必要在儿童中使用具有改进灵敏度的新型结核病诊断工具。
    Xpert MTB/RIF is recommended for the diagnosis of tuberculosis (TB) in children. We determined the performance of Xpert MTB/RIF in the diagnosis of pulmonary TB in children. The characteristics of children influencing Xpert MTB/RIF positivity were explored. Children aged <15 years with symptoms suggestive of pulmonary TB were prospectively enrolled from 2013 to 2019. Two sputum/early morning gastric aspirate specimens were collected for examination by smear (fluorescence microscopy), Xpert MTB/RIF, and culture [Mycobacteria growth indicator tube (MGIT)/Lowenstein-Jensen (LJ) medium]. Diagnostic performance of Xpert MTB/RIF was evaluated using LJ and or MGIT culture positivity as the reference standard. Sensitivity, specificity with 95% confidence interval (CI) were calculated. Stratified analysis was done; P < .05 was considered statistically significant. Of the total 1727 enrolled children, 1674 (97%) with complete results for at least one sputum/gastric aspirate sample were analyzed. The sensitivity of Xpert MTB/RIF was 68.5% in sputum and 53.6% in gastric aspirate while the specificity was 99% for both. The sensitivity compared to smear was 68.5% vs. 33.7% (P < .001) and 53.6% vs. 14.5%; (P < .001) in sputum and gastric aspirate, respectively. The sensitivity of Xpert MTB/RIF was 23.9% with decision to treat as reference standard. Xpert MTB/RIF positivity was significantly influenced by sex, age, nutritional status, chest X-ray abnormality, TB infection status, and symptoms suggestive of TB. Xpert MTB/RIF as an upfront test compared to smear improves diagnosis of pulmonary TB in children yet the sensitivity is suboptimal. Newer TB diagnostic tools with improved sensitivity is warranted in children.
    We evaluated the performance of Xpert MTB/RIF in the diagnosis of pulmonary TB in children and explored the characteristics influencing Xpert MTB/RIF positivity. Sputum and or early morning gastric aspirate specimen was collected from children aged <15 years with symptoms suggestive of pulmonary TB. This was examined by smear (fluorescence microscopy), Xpert MTB/RIF, and culture (Mycobacteria growth indicator tube (MGIT)/Lowenstein–Jensen (LJ) medium). Diagnostic performance of Xpert MTB/RIF was evaluated using LJ and or MGIT culture positivity as the reference standard. Of the total 1727 enrolled children, 1674 (97%) with complete results for at least one sputum/gastric aspirate sample were analyzed. The sensitivity of Xpert MTB/RIF was 68.5% in sputum and 53.6% in gastric aspirate which was higher than smear and the specificity was 99%. The sensitivity of Xpert MTB/RIF was 23.9% with decision to treat for TB as reference standard. The Xpert MTB/RIF positivity was influenced by sex, age, nutritional status, chest X-ray abnormality, TB infection status, and symptoms suggestive of TB. Xpert MTB/RIF as an upfront test compared to smear improves the diagnosis of pulmonary TB in children yet the sensitivity is suboptimal. Newer TB diagnostic tools with improved sensitivity is warranted in children.
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  • 文章类型: Journal Article
    建立基于术前动态增强磁共振成像(DCE-MRI)影像组学的机器学习模型,探讨其在人类表皮生长因子受体2(HER2)与HER2阳性乳腺癌(BC)鉴别诊断中的潜在预后价值。回顾性分析2018年1月至2022年12月我院收治的233例经病理证实的浸润性乳腺癌患者。其中,103例HER2阳性,130例HER2低表达BC。采用合成少数过采样技术来解决类不平衡问题。患者以7:3的比例随机分为训练集(163例)和验证集(70例)。从DCE-MRI第二阶段成像中提取影像组学特征。Z分数归一化用于标准化影像组学特征,并利用皮尔逊相关系数和递归特征消除来探索显著特征。使用6种机器学习算法构建预测模型:逻辑回归,随机森林,支持向量机,AdaBoost,决策树,和自动编码器。构建了接收器工作特性曲线,并根据曲线下面积(AUC)评估预测模型,准确度,灵敏度,和特异性。在训练集中,AUC,准确度,灵敏度,所有模型的特异性均为1.000。然而,在验证集中,自动编码器模型的AUC,准确度,灵敏度,特异性分别为0.994、0.976、0.972和0.978。其余型号\'AUC,准确度,灵敏度,特异性为1.000。DeLong测试显示,训练集和验证集中的机器学习模型之间没有统计学上的显着差异(Z=0,P=1)。我们的研究调查了使用基于DCE-MRI的影像组学特征来预测HER2低BC的可行性。某些影像组学特征显示与HER2低BC相关,可能具有预测价值。使用这些影像组学功能开发的机器学习预测模型可能有利于区分低HER2和HER2阳性BC。这些非侵入性术前模型有可能帮助HER2低乳腺癌的临床决策。从而推进个性化临床精准化。
    To develop machine learning models based on preoperative dynamic enhanced magnetic resonance imaging (DCE-MRI) radiomics and to explore their potential prognostic value in the differential diagnosis of human epidermal growth factor receptor 2 (HER2)-low from HER2-positive breast cancer (BC). A total of 233 patients with pathologically confirmed invasive breast cancer admitted to our hospital between January 2018 and December 2022 were included in this retrospective analysis. Of these, 103 cases were diagnosed as HER2-positive and 130 cases were HER2 low-expression BC. The Synthetic Minority Oversampling Technique is employed to address the class imbalance problem. Patients were randomly split into a training set (163 cases) and a validation set (70 cases) in a 7:3 ratio. Radiomics features from DCE-MRI second-phase imaging were extracted. Z-score normalization was used to standardize the radiomics features, and Pearson\'s correlation coefficient and recursive feature elimination were used to explore the significant features. Prediction models were constructed using 6 machine learning algorithms: logistic regression, random forest, support vector machine, AdaBoost, decision tree, and auto-encoder. Receiver operating characteristic curves were constructed, and predictive models were evaluated according to the area under the curve (AUC), accuracy, sensitivity, and specificity. In the training set, the AUC, accuracy, sensitivity, and specificity of all models were 1.000. However, in the validation set, the auto-encoder model\'s AUC, accuracy, sensitivity, and specificity were 0.994, 0.976, 0.972, and 0.978, respectively. The remaining models\' AUC, accuracy, sensitivity, and specificity were 1.000. The DeLong test showed no statistically significant differences between the machine learning models in the training and validation sets (Z = 0, P = 1). Our study investigated the feasibility of using DCE-MRI-based radiomics features to predict HER2-low BC. Certain radiomics features showed associations with HER2-low BC and may have predictive value. Machine learning prediction models developed using these radiomics features could be beneficial for distinguishing between HER2-low and HER2-positive BC. These noninvasive preoperative models have the potential to assist in clinical decision-making for HER2-low breast cancer, thereby advancing personalized clinical precision.
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