Screening algorithm

筛选算法
  • 文章类型: Journal Article
    背景:囊性纤维化(CF)的新生儿血斑筛查(NBS)对于早期诊断和治疗很重要。然而,筛查可导致假阳性结果,导致不必要的后续测试和痛苦.这项研究评估了瑞士CF-NBS计划11年的表现,估计免疫反应性胰蛋白酶原(IRT)的最佳截止值,并研究了模拟算法将如何改变性能。
    方法:瑞士CF-NBS基于IRT-DNA算法,将第二个IRT(IRT-2)作为安全网。我们分析了2011年至2021年的数据,涵盖959,006例IRT-1分析和282例CF儿童。我们根据欧洲囊性纤维化协会(ECFS)标准研究了表现,包括敏感性、特异性,阳性预测值(PPV),假阴性率,和第二次脚跟点刺测试;使用接收器工作特性(ROC)曲线确定最佳IRT截止值;并计算IRT-1,IRT-2和安全网具有不同截止值的模拟算法的性能。
    结果:瑞士CF-NBS显示出出色的灵敏度(96%,10例假阴性病例),但中度PPV(25%)。最佳IRT-1和IRT-2截止值分别为2.7(>99百分位数)和5.9(>99.8百分位数)z分数,分别。对模拟算法的分析表明,从当前算法中删除安全网可以将PPV增加到30%,并消除每年>200秒的脚跟刺测试,同时保持95%的灵敏度。
    结论:瑞士CF-NBS计划在11年中表现良好,但未达到PPV的ECFS标准(≥30%)。修改或删除安全网可以改善PPV并减少不必要的后续测试,同时保持ECFS的灵敏度标准。
    BACKGROUND: Newborn bloodspot screening (NBS) for cystic fibrosis (CF) is important for early diagnosis and treatment. However, screening can lead to false-positive results leading to unnecessary follow-up tests and distress. This study evaluated the 11-year performance of the Swiss CF-NBS programme, estimated optimal cut-offs for immunoreactive trypsinogen (IRT), and examined how simulated algorithms would change performance.
    METHODS: The Swiss CF-NBS is based on an IRT-DNA algorithm with a second IRT (IRT-2) as safety net. We analysed data from 2011 to 2021, covering 959,006 IRT-1 analyses and 282 children with CF. We studied performance based on European Cystic Fibrosis Society (ECFS) standards including sensitivity, specificity, positive predictive value (PPV), false negative rate, and second heel-prick tests; identified optimal IRT cut-offs using receiver operating characteristics (ROC) curves; and calculated performance for simulated algorithms with different cut-offs for IRT-1, IRT-2, and safety net.
    RESULTS: The Swiss CF-NBS showed excellent sensitivity (96 %, 10 false negative cases) but moderate PPV (25 %). Optimal IRT-1 and IRT-2 cut-offs were identified at 2.7 (>99th percentile) and 5.9 (>99.8th percentile) z-scores, respectively. Analysis of simulated algorithms showed that removing the safety net from the current algorithm could increase PPV to 30 % and eliminate >200 second heel-prick tests per year, while keeping sensitivity at 95 %.
    CONCLUSIONS: The Swiss CF-NBS program performed well over 11 years but did not achieve the ECFS standards for PPV (≥30 %). Modifying or removing the safety net could improve PPV and reduce unnecessary follow-up tests while maintaining the ECFS standards for sensitivity.
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  • 文章类型: Journal Article
    目的:初次抗体缺乏(PAD)的诊断延迟与发病率增加有关,死亡率,和医疗费用。因此,以前开发了一种筛查算法,用于早期发现初级保健中存在PAD风险的患者.我们旨在通过将其应用于荷兰的初级保健数据库,对PAD筛查算法进行临床验证和优化。
    方法:该算法应用于61,172个电子健康记录(EHR)的数据集。筛选了400个高分EHR的排除标准,其余患者被邀请进行血清免疫球蛋白分析,并在临床必要时转诊。
    结果:在符合纳入条件的104名患者中,16人被他们的全科医生推荐为疑似PAD,其中10人被诊断为PAD。在通过筛选算法选择并纳入实验室分析的患者中,一般人群中PAD的患病率约为1:10,而1:1700-1:25,000。为了优化筛选过程的效率,我们用高风险患者的子集修改了算法,曲线下面积-接受者工作特征曲线值提高到0.80(95%置信区间0.63-0.97)。我们提出了一个两步筛选过程,首先应用原始算法区分高风险患者和低风险患者,然后应用优化算法选择高危患者进行血清免疫球蛋白分析。
    结论:使用筛选算法,我们能够从初级保健人群中识别出10名新的PAD患者,从而减少诊断延迟。未来的研究应该解决其他人群的进一步验证和全面的成本效益分析。
    背景:Clinicaltrials.gov记录编号NCT05310604,首次提交2022年3月25日。
    The diagnostic delay of primary antibody deficiencies (PADs) is associated with increased morbidity, mortality, and healthcare costs. Therefore, a screening algorithm was previously developed for the early detection of patients at risk of PAD in primary care. We aimed to clinically validate and optimize the PAD screening algorithm by applying it to a primary care database in the Netherlands.
    The algorithm was applied to a data set of 61,172 electronic health records (EHRs). Four hundred high-scoring EHRs were screened for exclusion criteria, and remaining patients were invited for serum immunoglobulin analysis and referred if clinically necessary.
    Of the 104 patients eligible for inclusion, 16 were referred by their general practitioner for suspected PAD, of whom 10 had a PAD diagnosis. In patients selected by the screening algorithm and included for laboratory analysis, prevalence of PAD was ~ 1:10 versus 1:1700-1:25,000 in the general population. To optimize efficiency of the screening process, we refitted the algorithm with the subset of high-risk patients, which improved the area under the curve-receiver operating characteristics curve value to 0.80 (95% confidence interval 0.63-0.97). We propose a two-step screening process, first applying the original algorithm to distinguish high-risk from low-risk patients, then applying the optimized algorithm to select high-risk patients for serum immunoglobulin analysis.
    Using the screening algorithm, we were able to identify 10 new PAD patients from a primary care population, thus reducing diagnostic delay. Future studies should address further validation in other populations and full cost-effectiveness analyses.
    Clinicaltrials.gov record number NCT05310604, first submitted 25 March 2022.
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  • 文章类型: Journal Article
    阿尔茨海默病和相关痴呆(ADRD)提出了一个迫在眉睫的公共卫生危机,影响了美国大约500万人和11%的老年人。尽管在全国范围内努力及时诊断ADRD患者,>50%的人没有被诊断,也没有意识到他们的疾病。为了应对这一挑战,我们开发了ADscreen,一种创新的基于语音处理的ADRD筛选算法,用于ADRD患者的保护性识别。ADscreen由五个主要组件组成:(i)降噪,用于减少音频录制的患者语音中的背景噪声,(ii)使用患者语音的声学参数对患者的语音运动计划能力进行建模,(iii)使用患者语音的语言参数对患者在语言组织的语义和句法水平上的能力进行建模,(iv)从患者语音中提取语音和语义心理语言线索,和(v)建立和评估筛选算法。要识别与ADRD相关的重要语音参数(特征),我们使用了联合互信息最大化(JMIM),一种有效的高维特征选择方法,小样本量数据集。使用三种不同的机器学习(ML)架构对语音参数与结果变量(ADRD的存在/不存在)之间的关系进行建模,该架构具有将信息声学和语言与从DistilBERT获得的上下文单词嵌入向量(来自变压器的双向编码器表示)。我们评估了ADscreen在Cookie失窃图片描述任务的音频录制患者语音(口头描述)上的表现,在痴呆症数据库中公开提供。声学和语言参数与DistilBERT的上下文单词嵌入向量的联合融合实现了F1分数=84.64(标准偏差[std]=±3.58)和AUC-ROC=92.53(std=±3.34)的训练数据集,并且对于测试数据集,F1分数=89.55和AUC-ROC=93.89。总之,ADscreen具有与临床工作流程整合的强大潜力,以满足对ADRD筛查工具的需求,从而使认知障碍患者可以得到适当和及时的护理。
    Alzheimer\'s disease and related dementias (ADRD) present a looming public health crisis, affecting roughly 5 million people and 11 % of older adults in the United States. Despite nationwide efforts for timely diagnosis of patients with ADRD, >50 % of them are not diagnosed and unaware of their disease. To address this challenge, we developed ADscreen, an innovative speech-processing based ADRD screening algorithm for the protective identification of patients with ADRD. ADscreen consists of five major components: (i) noise reduction for reducing background noises from the audio-recorded patient speech, (ii) modeling the patient\'s ability in phonetic motor planning using acoustic parameters of the patient\'s voice, (iii) modeling the patient\'s ability in semantic and syntactic levels of language organization using linguistic parameters of the patient speech, (iv) extracting vocal and semantic psycholinguistic cues from the patient speech, and (v) building and evaluating the screening algorithm. To identify important speech parameters (features) associated with ADRD, we used the Joint Mutual Information Maximization (JMIM), an effective feature selection method for high dimensional, small sample size datasets. Modeling the relationship between speech parameters and the outcome variable (presence/absence of ADRD) was conducted using three different machine learning (ML) architectures with the capability of joining informative acoustic and linguistic with contextual word embedding vectors obtained from the DistilBERT (Bidirectional Encoder Representations from Transformers). We evaluated the performance of the ADscreen on an audio-recorded patients\' speech (verbal description) for the Cookie-Theft picture description task, which is publicly available in the dementia databank. The joint fusion of acoustic and linguistic parameters with contextual word embedding vectors of DistilBERT achieved F1-score = 84.64 (standard deviation [std] = ±3.58) and AUC-ROC = 92.53 (std = ±3.34) for training dataset, and F1-score = 89.55 and AUC-ROC = 93.89 for the test dataset. In summary, ADscreen has a strong potential to be integrated with clinical workflow to address the need for an ADRD screening tool so that patients with cognitive impairment can receive appropriate and timely care.
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  • 文章类型: Journal Article
    上尿路尿路上皮癌(UTUC)是与Lynch综合征(LS)相关的第三大常见恶性肿瘤。目前的欧洲泌尿外科指南建议对60岁以下的UTUC患者进行LS筛查。在这项研究中,我们检查了一组UTUC患者与LS的潜在关联,以确定当前指南在检测LS方面的敏感性.在12年期间(2010-2022年),共有180例确诊为UTUC的患者被纳入研究。在15/180名患者(8.3%)中鉴定出DNA错配修复蛋白(MMRp)表达的缺失。最终在8例患者中进行了种系分析,在5例患者中确认了LS(2.8%),MSH6中包括4个种系突变和MSH2中的1个种系突变。与LS相关的UTUC包括3名女性和2名男性,平均年龄为66.2岁(中位数为71岁,范围46-75岁)。5例LS患者中有4例(均为MSH6突变)年龄大于65岁(平均年龄71.3岁,中位数72岁)。我们的发现表明,LS相关的UTUC可以发生在60岁以上的LS患者中。与以前的研究主要使用已经诊断为LS的高度预选人群相比,我们队列中最常见的突变涉及MSH6基因.所有MSH6突变携带者>65岁,UTUC是2/4患者的首次LS表现。根据目前的筛查指南,显著比例的LS相关UTUC患者可能漏诊.我们建议对所有UTUC进行通用免疫组织化学MMRp筛查,无论年龄和临床病史。
    Upper tract urothelial carcinoma (UTUC) is the third most common malignancy associated with Lynch syndrome (LS). The current European urology guidelines recommend screening for LS in patients with UTUC up to the age of 60 years. In this study, we examined a cohort of patients with UTUC for potential association with LS in order to establish the sensitivity of current guidelines in detecting LS. A total of 180 patients with confirmed diagnosis of UTUC were enrolled in the study during a 12-year period (2010-2022). Loss of DNA-mismatch repair proteins (MMRp) expression was identified in 15/180 patients (8.3%). Germline analysis was eventually performed in 8 patients confirming LS in 5 patients (2.8%), including 4 germline mutations in MSH6 and 1 germline mutation in MSH2. LS-related UTUC included 3 females and 2 males, with a mean age of 66.2 years (median 71 years, range 46-75 years). Four of five LS patients (all with MSH6 mutation) were older than 65 years (mean age 71.3, median 72 years). Our findings indicate that LS-associated UTUCs can occur in patients with LS older than 60 years. In contrast to previous studies which used mainly highly pre-selected populations with already diagnosed LS, the most frequent mutation in our cohort involved MSH6 gene. All MSH6 mutation carriers were > 65 years, and UTUC was the first LS manifestation in 2/4 patients. Using current screening guidelines, a significant proportion of patients with LS-associated UTUC may be missed. We suggest universal immunohistochemical MMRp screening for all UTUCs, regardless of age and clinical history.
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  • 文章类型: Journal Article
    含有至少四次重复胞嘧啶的DNA序列可以折叠成称为i-基序的四螺旋结构。由于它们的治疗和技术应用,对这些DNA二级结构的兴趣正在增加。尽管如此,目前对其折叠要求的知识有限。我们开发了一种新颖的分步管道,用于系统筛选推定的i-Motif形成模型序列。专注于仅包含三个胞嘧啶-胞嘧啶碱基对的结构,我们研究了形成分子内i-Motif所需的环的最小长度。我们的数据表明,通过i-Motif的主沟和小沟连接链需要两个和三个核苷酸,分别。此外,它们根据胞嘧啶的分布突出了不对称行为。具体来说,在第一次和第三次运行中没有包含单个胞嘧啶的序列能够折叠成分子内i-基序,其稳定性与第一次和第三次运行包含两个胞嘧啶时形成的那些相同。这些知识代表了预测工具的发展,以正确识别生物功能i-Motif以及合理设计这些二级结构作为技术设备。
    DNA sequences containing at least four runs of repetitive cytosines can fold into tetra-helical structures called i-Motifs (iMs). The interest in these DNA secondary structures is increasing due to their therapeutical and technological applications. Still, limited knowledge of their folding requirements is currently available. We developed a novel step-by-step pipeline for the systematic screening of putative iM-forming model sequences. Focusing on structures comprising only three cytosine-cytosine+ base pairs, we investigated what the minimal lengths of the loops required for formation of an intra-molecular iM are. Our data indicate that two and three nucleotides are required to connect the strands through the minor and majorgrooves of the iM, respectively. Additionally, they highlight an asymmetric behavior according to the distribution of the cytosines. Specifically, no sequence containing a single cytosine in the first and third run was able to fold into intra-molecular iMs with the same stability of those formed when the first and the third run comprise two cytosines. This knowledge represents a step forward toward the development of prediction tools for the proper identification of biologically functional iMs, as well as for the rational design of these secondary structures as technological devices.
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  • 文章类型: Journal Article
    多发性骨髓瘤(MM)是诊断延迟较大的血液系统恶性肿瘤之一。实验室收到了许多MM筛查测试请求,没有具体的怀疑,这需要大量的工作量,并降低了实验室的效率。目的:提高MM筛查方案的疗效。
    血清蛋白电泳(SPEP)的结果,血清蛋白免疫固定电泳(SIFE),尿蛋白免疫固定电泳,和75例MM患者的血清游离轻链测定,三个患有淀粉样变性,收集了一名孤立性浆细胞瘤患者。将这些患者的一组生化改变的频率与对照组(n=120)进行了比较。对261名临床或分析怀疑为MM的连续患者进行了筛选算法的验证。
    SPEP+SFLC或SIFE+SFLC(98%灵敏度)是具有最高灵敏度的筛选算法。Prospective,SPEP+SFLC在28例确诊的MG病例中检测到27例,并节省了15小时的工作时间。在研究组中,研究的六个参数中的五个参数的变化更为频繁,累积值≥3个参数的变化(61.1与1.7%)(阳性预测值:85%;阴性预测值:94%)。
    SPEP+SFLC筛查方案显示出最高的灵敏度并且是耗时最少的方案。此外,该方案提高了诊断灵敏度和实验室性能.
    UNASSIGNED: Multiple myeloma (MM) is one of the hematologic malignancies with a greater delay in diagnosis. Laboratories receive numerous MM screening test requests without a specific suspicion, which entails a substantial workload and reduces the efficiency of laboratories. Objective: to increase the efficacy of MM screening protocols.
    UNASSIGNED: The results of serum protein electrophoresis (SPEP), serum protein immunofixation electrophoresis (SIFE), urine protein immunofixation electrophoresis, and serum free light chain assays of 75 patients with MM, three with amyloidosis, and a patient with solitary plasmocytoma were collected. The frequency of a set of biochemical alterations in these patients was compared with that in controls (n=120). A validation of the screening algorithm was carried out in 261 consecutive patients with a clinical or analytical suspicion of MM.
    UNASSIGNED: SPEP+SFLC or SIFE+SFLC (98% sensitivity) were the screening algorithms with the highest sensitivity. Prospectively, the SPEP + SFLC detected 27 of the 28 confirmed cases of MG and saved 15 h of work. Alterations in five of the six parameters studied were more frequent in the study group, with a cumulative value of ≥3 parameters altered (61.1 vs. 1.7%) (positive predictive value: 85%; negative predictive value: 94%).
    UNASSIGNED: The SPEP+SFLC screening protocol demonstrated the highest sensitivity and was the least time-consuming protocol. In addition, this protocol improves diagnostic sensitivity and laboratory performance.
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  • 文章类型: Journal Article
    The global epidemiological situation of COVID-19 remains serious. The rapid hunting of SARS-CoV-2 infection is the key means for preventing transmission.
    A total of 40,689 consecutive overseas arrivals were screened for SARS-CoV-2 infection based on PCR and serologic testing. The yield and efficiency of different screening algorithms were evaluated.
    Among the 40,689 consecutive overseas arrivals, 56 (0.14%) subjects were confirmed to have SARS-CoV-2 infection. The asymptomatic rate was 76.8%. When the algorithm based on PCR alone was used, the identification yield of a single round of PCR (PCR1) was only 39.3% (95% CI: 26.1-52.5%). It took at least four rounds of PCR to achieve a yield of 92.9% (95% CI: 85.9-99.8%). Fortunately, an algorithm based on a single round of PCR combined with a single round of serologic testing (PCR1+ Ab1) greatly improved the screening yield to 98.2% (95% CI: 94.6-100.0%) and required 42,299 PCR and 40,689 serologic tests that cost 6,052,855 yuan. By achieving a similar yield, the cost of PCR1+ Ab1 was 39.2% of that of four rounds of PCR. For hunting one case in PCR1+ Ab1, 769 PCR and 740 serologic tests were required, costing 110,052 yuan, which was 63.0% of that of the PCR1 algorithm.
    Comparing an algorithm based on PCR alone, PCR combined with a serologic testing algorithm greatly improved the yield and efficiency of the identification of SARS-CoV-2 infection.
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  • 文章类型: Journal Article
    背景:高风险因素问卷(HRFQ)加粪便免疫化学试验(FIT)作为结直肠相关瘤形成的初步筛查策略的阳性预测值(PPV)相对较低。我们旨在探索与HRFQ联合FIT的PPV相关的独立因素,以选择高风险个体进行结肠镜检查。
    方法:共有6971名居民参加了基于社区的筛查计划。参与HRFQ和/或FIT阳性结果并随后接受结肠镜检查的参与者。社会人口因素的关联,生活方式行为,HRFQ的PPV与结直肠癌的高危因素,FIT,并通过多变量逻辑回归模型对其组合进行评估。
    结果:在572例患者中,通过结肠镜检查发现249例(43.5%)结直肠肿瘤,其中晚期腺瘤71例(12.4%)和结直肠癌9例(1.6%)。结直肠肿瘤初筛的PPV为43.5%,晚期肿瘤14.0%,CRC为1.6%。在FIT中添加阳性HRFQ可以将检测CRC的PPV从3.5%提高到8.0%。初步筛选的阳性个体为男性[调整比值比(AOR):1.95,95%CI1.31,2.90;p<0.001],老年人(>60岁)(AOR:1.70,95%CI1.17,2.46;p=0.005),或前/当前吸烟者(AOR:3.04,95%CI1.31,7.09;p=0.10)发现结直肠肿瘤的PPV几率较高.
    结论:联合使用HRFQ和FIT可以在很大程度上改善PPV筛查晚期肿瘤和CRC。可能建议性别和年龄特异性FIT截止值以及CRC筛查的开始年龄,以提高当前筛查算法的准确性和有效性。
    BACKGROUND: The positive predictive value (PPV) of high risk factor questionnaire (HRFQ) plus fecal immunochemical test (FIT) as preliminary screening strategy for colorectal-related neoplasia is relatively low. We aim to explore independent factors associated with PPVs of HRFQ combined FIT for selecting high risk individuals for colonoscopy.
    METHODS: A total of 6971 residents were enrolled in a community-based screening program. Participants who had positive results of HRFQ and/or FIT and subsequently received colonoscopy were involved. The associations of socio-demographic factors, lifestyle behaviors, and high risk factors of colorectal cancer with PPVs of HRFQ, FIT, and their combination were evaluated by multivariable logistic regression models.
    RESULTS: Among 572 involved cases, 249 (43.5%) colorectal neoplasms were detected by colonoscopy, including 71 advanced adenoma (12.4%) and 9 colorectal cancer (CRC) (1.6%). The PPVs of preliminary screening were 43.5% for total colorectal neoplasms, 14.0% for advanced neoplasm, and 1.6% for CRC. Adding positive HRFQ to FIT could improve the PPV from 3.5 to 8.0% for detecting CRC. Preliminarily screened positive individuals who were males [adjusted odds ratio (AOR): 1.95, 95% CI 1.31, 2.90; p  < 0.001], elders (> 60 years) (AOR: 1.70, 95% CI 1.17, 2.46; p  = 0.005), or ex-/current smokers (AOR: 3.04, 95% CI 1.31, 7.09; p  = 0.10) had higher odds of PPVs of detecting colorectal neoplasms.
    CONCLUSIONS: Combining HRFQ and FIT could largely improve PPVs for screening advanced neoplasm and CRC. Gender and age-specific FIT cut-off values as well as initiating ages for CRC screening might be recommended to improve the accuracy and effectiveness of current screening algorithm.
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  • 文章类型: Journal Article
    COVID-19 quickly immobilized healthcare systems in the United States during the early stages of the outbreak. While much of the ensuing response focused on supporting the medical infrastructure, Columbia University College of Dental Medicine pursued a solution to triage and safely treat patients with dental emergencies amid the pandemic. Considering rapidly changing guidelines from governing bodies, dental infection control protocols, and our clinical faculty\'s expertise, we modeled, built, and implemented a screening algorithm, which provides decision support as well as insight into COVID-19 status and clinical comorbidities, within a newly integrated electronic health record (EHR). Once operationalized, we analyzed the data and outcomes of its utilization and found that it had effectively guided providers in triaging patient needs in a standardized methodology. This article describes the algorithm\'s rapid development to assist faculty providers in identifying patients with the most urgent needs, thus prioritizing treatment of dental emergencies during the pandemic.
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  • 文章类型: Journal Article
    OBJECTIVE: Patient selection for robotically assisted mitral valve repair remains controversial. We assessed outcomes of a conservative screening algorithm developed to select patients with degenerative mitral valve disease for robotic surgery.
    METHODS: From January 2014 to January 2019, a screening algorithm that included transthoracic echocardiography and computed tomography scanning was rigorously applied by 3 surgeons to assess candidacy of 1000 consecutive patients with isolated degenerative mitral valve disease (age 58 ± 11 years, 67% male) for robotic surgery. Screening results and hospital outcomes of those selected for robotic versus sternotomy approaches were compared.
    RESULTS: With application of the screening algorithm, 605 patients were selected for robotic surgery. Common reasons for sternotomy (n = 395) were aortoiliac atherosclerosis (n = 74/292, 25%), femoral artery diameter <7 mm (n = 60/292, 20%), mitral annular calcification (n = 83/390, 21%), aortic regurgitation (n = 100/391, 26%), and reduced left ventricular function (n = 126/391, 32%). Mitral valve repair was accomplished in 996. Compared with sternotomy, patients undergoing robotic surgery had less new-onset atrial fibrillation (n = 144/582, 25% vs n = 125/373, 34%; P = .002), fewer red blood cell transfusions (n = 61/601, 10% vs 69/395, 17%; P < .001), and shorter hospital stay (5.2 ± 2.9 days vs 5.9 ± 2.1 days; P < .001). No hospital deaths occurred, and occurrence of postoperative stroke in the robotic (n = 3/605, 0.50%) and sternotomy (n = 4/395, 1.0%; P = .3) groups was similar.
    CONCLUSIONS: This conservative screening algorithm qualified 60% of patients with isolated degenerative mitral valve disease for robotic surgery. Outcomes were comparable with those obtained with sternotomy, validating this as an approach to select patients for robotic mitral valve surgery.
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