Pulmonary Embolism

肺栓塞
  • 文章类型: Case Reports
    冠状病毒病(COVID-19)最初似乎是一种纯粹的呼吸道疾病。虽然在绝大多数情况下都是如此,它的进化和后来的证据表明,在首次进入呼吸道后,它几乎可以影响人体的任何器官系统。COVID-19疫苗是控制COVID-19大流行运动的转折点之一。然而,在世界各地广泛使用后,已经发现它们可能会造成一些危险的附带损害。我们,在这里,报告一例58岁女性在接受第一剂Covishield®COVID-19疫苗接种后4个月出现急性肠梗阻的体征和症状。她的血液检查显示D-二聚体高,血小板计数正常。她之前3个月前因急腹症入院。然后对腹部进行了对比增强计算机断层扫描(CECT)扫描,发现主动脉,肠系膜下动脉和脾动脉有血栓。她开始使用低分子量肝素,并在临床改善后使用华法林片剂出院。在入院期间进行的CECT腹部检查显示近端小肠狭窄,近端扩张和远端环塌陷。她接受了腹腔镜空肠-回肠切除吻合术。术后期间,为评估多次呕吐而进行的重复CECT腹部检查显示,下胸部切口有肺栓塞。静脉多普勒显示左下肢广泛的深静脉血栓形成。血栓形成倾向诊断为抗磷脂抗体综合征,这种恶化可能是由COVID-19疫苗引起的。
    Corona virus disease (COVID-19) initially appeared to be an exclusively respiratory ailment. While that is true in a vast majority of the cases, its evolution and later evidence have shown that it can afflict virtually any organ system in the human body after first gaining entry through the respiratory tract. The COVID-19 vaccines were one of the turning points in the campaign to control the COVID-19 pandemic. However, after their extensive use all over the world, it has emerged that they can cause some dangerous collateral damage. We, herein, report the case of a 58-year-old woman who presented to us with signs and symptoms of acute intestinal obstruction 4 months after receiving her first dose of Covishield® vaccination for COVID-19. Her blood tests showed a high D-dimer and normal platelet count. She was previously admitted to the hospital with an acute abdomen 3 months back. A contrast-enhanced computed tomography (CECT) scan of the abdomen done then had revealed thrombi in the aorta and inferior mesenteric and splenic arteries. She was started on low-molecular-weight heparin and discharged on tablet Warfarin after clinical improvement. CECT abdomen done during her present admission revealed a proximal small bowel stricture with dilated proximal and collapsed distal loops. She underwent a laparoscopic jejuno-ileal resection anastomosis. During the post-operative period, a repeat CECT abdomen done to evaluate multiple episodes of vomiting revealed pulmonary embolism in the lower chest cuts. A venous Doppler revealed extensive deep venous thrombosis of the left lower limb. A thrombophilia profile diagnosed anti-phospholipid antibody syndrome, an exacerbation of which was likely precipitated by the COVID-19 vaccine.
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  • 文章类型: Journal Article
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  • 文章类型: Journal Article
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  • 文章类型: Journal Article
    背景:与COVID-19心血管并发症相关的因素仍未得到充分研究。
    目的:在这里我们调查心律失常的发生和危险因素,心肌梗死和/或中风,和COVID-19过程中的血栓栓塞。
    方法:我们进行了一项前瞻性设计数据收集的观察性研究。对我院2020年3月6日至2021年11月30日收治的COVID-19患者数据进行分析。Logistic回归用于确定与COVID-19早期住院死亡几率相关的变量。
    结果:1964年患者中有百分之十四有心血管并发症,6.36%心律失常,5.5%的血栓栓塞事件和2.39%的心肌梗死和/或卒中。增加心律失常几率的独立因素是年龄较大(OR=1.49[95%CI:1.17-1.92],p=0.02),从入院到首次出现症状的时间更长(1.02[0.99-1.05],p=0.049),合并房颤/扑动(2.84[1.37-5.70],p=0.004),烟碱(2.49[1.37-4.49],p=0.002),和eGFR<60毫升/分钟/1.73平方米(2.44[1.08-5.59],p=0.033)。增加心肌梗死和/或卒中几率的独立因素是痴呆(4.55[0.97-19.3],p=0.044),偏瘫(12.67[3.12-46.1],p<0.001),烟碱主义(3.36[1.30-10.4],p=0.013)和更高的C反应蛋白浓度(1.01[1.00-1.01],p=0.040)。增加血栓栓塞事件几率的独立因素是住院时间延长(1.08[1.05-1.10],p<0.001)和更高的d-二聚体(1.04[1.02-1.05],<0.001)。
    结论:老年患者心血管并发症的风险尤其明显,在就诊时预先存在的心血管疾病和更严重的肺炎。这突显了在COVID-19治疗过程中对特定患者人群进行密切和仔细的临床随访的重要性,包括积极的诊断方法。
    BACKGROUND: Factors associated with cardiovascular complications of COVID-19 remain understudied.
    OBJECTIVE: Here we investigate the occurrence and risk factors of arrythmias, myocardial infarction and/or stroke, and thromboembolism in the course of COVID-19.
    METHODS: We have performed an observational study with prospectively designed data collection. Data of patients diagnosed with COVID-19 who were admitted from March 6th 2020 to November 30th 2021 in our Hospital were analyzed. Logistic regression was used to identify variables associated with the odds of early hospital death due to COVID-19.
    RESULTS: Fourteen-point three percent of 1964 patients had cardiovascular complications, 6.36 % arrhythmias, 5.5 % thromboembolic events and 2.39 % myocardial infarction and/or stroke. Factors independently increasing the odds of arrhythmia were older age (OR=1.49 [95 % CI: 1.17-1.92], p = 0.02), longer time between admission and the first onset of symptoms (1.02 [0.99-1.05], p = 0.049), concomitant atrial fibrillation/flutter (2.84 [1.37-5.70], p = 0.004), nicotinism (2.49 [1.37-4.49], p = 0.002), and eGFR<60 ml/min/1.73m2 (2.44 [1.08-5.59], p = 0.033). Factors independently increasing the odds of myocardial infarction and/or stroke were dementia (4.55 [0.97-19.3], p = 0.044), hemiplegia (12.67 [3.12-46.1], p < 0.001), nicotinism (3.36 [1.30-10.4], p = 0.013) and higher C-reactive protein concentration (1.01 [1.00-1.01], p = 0.040). Factors independently increasing the odds of thromboembolic events were longer hospitalization (1.08 [1.05-1.10], p < 0.001) and higher d-dimers (1.04 [1.02-1.05], <0.001).
    CONCLUSIONS: The risk of cardiovascular complications was especially pronounced in patients with older age, pre-existing cardiovascular disease and more sever pneumonia at presentation to care. This underlines the importance of close and careful clinical follow-up in the course of COVID-19 for specific patients\' populations, including a pro-active approach in diagnosis.
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  • 文章类型: Journal Article
    背景:亚急性和慢性肺栓塞(PE)患者左心房(LA)相位功能的改变尚不清楚。
    目的:通过MRI特征追踪(MRI-FT)研究亚急性和慢性PE患者不同程度梗阻的LA阶段性应变和LA-右心室(RV)相互作用。
    方法:回顾性。
    方法:130例PE患者(54例亚急性[初始症状后2周至3个月],49例慢性[>3个月后初始症状])和80例对照。
    3.0T/平衡稳态自由进动序列。
    结果:患者分为轻度(肺动脉阻塞指数[PAOI]<30%,N=57),中度(30%≤PAOI<50%,N=27),严重(50%≥PAOI,N=19)PE亚组。洛杉矶水库,导管,和主动泵纵向应变(εs,εe,和εa)和应变率(SRs,SRe,和SRa)和双心室整体应变进行了测量。研究了LA菌株的决定因素。
    方法:方差分析,t检验,Mann-WhitneyU测试,线性回归。P<0.05被认为具有统计学意义。
    结果:对于亚急性和慢性PE患者,洛杉矶水库,导管,活性泵菌株和应变率显着低于对照组。然而,亚急性和慢性PE患者的LA菌株没有显着差异(εs的P=0.933、0.625和0.630,εe,和εa)。重度PE亚组的εa和SRa明显高于轻度和中度PE亚组。LA菌株与RV直径和双心室菌株显著相关,和右心室直径(ε=-6.836,-4.084和-1.899,εe,和εa)在调整其他因素后与LA菌株独立相关(εs的R2=0.627、0.536和0.437,εe,和εa)。
    结论:通过MRI-FT评估的LA相位功能在亚急性和慢性PE患者中明显受损,重度PE亚组的LA主动泵功能高于轻度和中度PE亚组。RV直径与LA菌株之间的独立关联表明RV直径可能是监测PE患者LA功能障碍的重要指标。
    方法:3技术效果:第3阶段。
    BACKGROUND: The alteration of left atrial (LA) phasic function in subacute and chronic pulmonary embolism (PE) patients is unclear.
    OBJECTIVE: To investigate LA phasic strain and LA-right ventricular (RV) interaction in subacute and chronic PE patients with different degrees of obstruction by MRI-feature tracking (MRI-FT).
    METHODS: Retrospective.
    METHODS: One hundred three PE patients (54 subacute [2 weeks to 3 months after initial symptoms], 49 chronic [>3 months after initial symptoms]) and 80 controls.
    UNASSIGNED: 3.0 T/balanced steady state free precession sequence.
    RESULTS: Patients were divided into mild (pulmonary artery obstruction index [PAOI] < 30%, N = 57), moderate (30% ≤ PAOI < 50%, N = 27), and severe (50% ≥ PAOI, N = 19) PE subgroups. LA reservoir, conduit, and active pump longitudinal strains (εs, εe, and εa) and strain rates (SRs, SRe, and SRa) and biventricular global strains were measured. Determinants of LA strains were investigated.
    METHODS: ANOVA, t-tests, Mann-Whitney U tests, linear regression. P < 0.05 was considered statistically significant.
    RESULTS: For both subacute and chronic PE patients, LA reservoir, conduit, and active pump strains and strain rates were significantly lower than in controls. However, there were no significant differences in LA strains between patients with subacute and chronic PE (P = 0.933, 0.625, and 0.630 for εs, εe, and εa). The severe PE subgroup had significantly higher εa and SRa than the mild and moderate PE subgroups. LA strains were significantly correlated with RV diameter and biventricular strains, and RV diameter (β = -6.836, -4.084, and -1.899 for εs, εe, and εa) was independently associated with LA strains after adjustment for other factors (R2 = 0.627, 0.536, and 0.437 for εs, εe, and εa).
    CONCLUSIONS: LA phasic function evaluated by MRI-FT was significantly impaired in subacute and chronic PE patients, and LA active pump function in the severe PE subgroup was higher than that in the mild and moderate PE subgroups. The independent association between RV diameter and LA strains demonstrates that RV diameter may be an important indicator for monitoring LA dysfunction in PE patients.
    METHODS: 3 TECHNICAL EFFICACY: Stage 3.
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  • 文章类型: Journal Article
    背景:肺栓塞(PE)患者急性期抗凝相关出血的风险评分尚未确定。晕厥,贫血,肾功能不全(PE-SARD)出血评分用于预测早期大出血,但尚未完全通过外部验证。
    目的:外部验证PE-SARD出血评分。
    方法:使用COMMANDVTERegistry-2数据库,在2015年1月至2020年8月期间,我们纳入了日本31个中心的5197例连续急性症状性静脉血栓栓塞患者,我们确定了急性PE患者.我们根据得分将其分为3组:高风险(>2.5分),中等风险(1-2.5分),低风险(0分)。评估30天大出血评分的辨别和校准性能。还进行了基于活动性癌症的亚组分析。
    结果:在2781名符合条件的患者中,高危人群占557例(20%),中等风险组1412(51%),和低风险组812(29%)。121例患者在30天内发生大出血。在高风险类别中,大出血的累积30天发生率大幅增加(高风险组:8.2%[95CI,5.9%-10.5%],中等风险组:4.6%[95CI,3.5%-5.7%],低危组:1.8%[95CI,0.8%-2.7%])。评分的辨别能力适中,C统计量为0.65(95CI,0.61-0.70),具有良好的校准性能,评分<4分,活跃的癌症患者除外。
    结论:在无活动性癌症的急性PE患者中,PE-SARD出血评分具有适度的辨别性能,而校准性能有限。
    BACKGROUND: There is no established risk score for anticoagulant-related bleeding during the acute phase in patients with pulmonary embolism (PE). The Syncope, Anemia, Renal Dysfunction (PE-SARD) bleeding score was developed to predict early major bleeding, but has not yet been fully externally validated.
    OBJECTIVE: To externally validate the PE-SARD bleeding score.
    METHODS: Using the COMMAND VTE Registry-2 database, which enrolled 5197 consecutive acute symptomatic venous thromboembolism patients among 31 centers in Japan between January 2015 and August 2020, we identified acute PE patients. We divided those into 3 groups by the score: high-risk (>2.5 points), intermediate-risk (1-2.5 points), and low-risk (0 points). The discriminating and calibration performances of the score for 30-day major bleeding were assessed. Subgroup analyses based on active cancer were also performed.
    RESULTS: Of 2781 eligible patients, the high-risk group accounted for 557 patients (20%), intermediate-risk group for 1412 (51%), and low-risk group for 812 (29%). Major bleeding occurred in 121 patients within 30 days. The cumulative 30-day incidence of major bleeding substantially increased in the higher risk categories by the score (high-risk group: 8.2% [95%CI, 5.9%-10.5%], intermediate-risk group: 4.6% [95%CI, 3.5%-5.7%], and low-risk group: 1.8% [95%CI, 0.8%-2.7%]). The discriminating power of the score was modest with a C-statistic of 0.65 (95%CI, 0.61-0.70) with a good calibration performance with a score of <4 points except for in active cancer patients.
    CONCLUSIONS: The PE-SARD bleeding score had a modest discriminating performance with a limited calibration performance in acute PE patients without active cancer.
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  • 文章类型: Journal Article
    目的:检测自噬成分的表达,p38MAPK(p38)和磷酸化叉头盒转录因子O-1(pFoxO1)在慢性血栓栓塞性肺动脉高压(CTEPH)大鼠肺血管内皮细胞中的表达,探讨组织因子(TF)调控自噬的可能机制。
    方法:从CTEPH(CTEPH组)和健康大鼠(对照组(ctrl组))中分离肺动脉内皮细胞(PAECs),并在不同时间点与TF共培养12h,24h,48小时,剂量包括0nM,10nM,100nM,1µM,10µM,100µM,并与TFPI共培养48小时,包括0nM,2.5nM,5nM。叉头盒转录因子O-1(FoxO1)的表达,测量PAEC中的pFoxO1、p38、Beclin-1和LC3B。共免疫沉淀(co-IP)测定用于检测FoxO1和LC3之间的相互作用。
    结果:在12小时时,CTEPH组(与TF从0nM到100µM共培养)中p-FoxO1/FoxO1的蛋白表达明显低于ctrl组,24h,和48h(P<0.05),CTEPH组(与TFPI从0nM到5nM共培养)在48h时显着低于ctrl组(P<0.05)。0nM处理的CTEPH组中p38的蛋白表达,10nM,100nM或1µMTF持续48小时比ctrl组显著增加(P<0.05),CTEPH组(与TFPI浓度从0nM到5nM共培养)在48小时比ctrl组显著增加(P<0.05)。在24h和48h后,CTEPH组相同浓度(与TF从0nM到100µM共培养)的Beclin1蛋白表达显着低于ctrl组(P<0.05),而CTEPH组(与TFPI浓度从2.5nM到5nM共培养)在48h时显着降低(P<0.05)。相同浓度的LC3-II/LC3-I蛋白表达(与TF0nM共培养,1µM,10µM,和100µM)在12小时后,CTEPH组明显低于ctrl组(P<0.05),在CTEPH组(与TFPI浓度从0nM至5nM共培养)中明显低于ctrl组48小时(P<0.05)。在不同剂量和时间点,对照组和CTEPH组的FoxO1和LC3之间存在密切的相互作用。
    结论:来自CTEPH大鼠的PAECs自噬活性被破坏。TF,FoxO1和p38MAPK在PAECs的自噬活性中起关键作用。TF可能通过p38MAPK-FoxO1通路调节自噬活性。
    OBJECTIVE: To detect the expression of autophagy components, p38 MAPK (p38) and phosphorylated forkhead box transcription factor O-1 (pFoxO1) in pulmonary vascular endothelial cells of chronic thromboembolic pulmonary hypertension (CTEPH) rats and to investigate the possible mechanism through which tissue factor (TF) regulates autophagy.
    METHODS: Pulmonary artery endothelial cells (PAECs) were isolated from CTEPH (CTEPH group) and healthy rats (control group (ctrl group)) which were cocultured with TF at different time points including 12 h, 24 h, 48 h and doses including 0 nM,10 nM, 100 nM, 1µM, 10µM, 100µM and cocultured with TFPI at 48 h including 0 nM, 2.5 nM, 5 nM. The expression of forkhead box transcription factor O-1 (FoxO1), pFoxO1, p38, Beclin-1 and LC3B in PAECs was measured. Coimmunoprecipitation (co-IP) assays were used to detect the interaction between FoxO1 and LC3.
    RESULTS: The protein expression of p-FoxO1/FoxO1 was significantly lower in the CTEPH groups (cocultured with TF from 0 nM to 100 µM) than in the ctrl group at 12 h, 24 h, and 48 h (P < 0.05) and was significantly lower in the CTEPH groups (cocultured with TFPI from 0 nM to 5 nM) than in the ctrl group at 48 h (P < 0.05). The protein expression of p38 in the CTEPH groups treated with 0 nM, 10 nM, 100 nM or 1 µM TF for 48 h significantly increased than ctrl groups (P < 0.05) and was significantly increased in the CTEPH groups (cocultured with TFPI concentration from 0 nM to 5 nM) than in the ctrl group at 48 h (P < 0.05). The protein expression of Beclin1 at the same concentration (cocultured with TF from 0 nM to 100 µM) was significantly lower in the CTEPH groups than ctrl groups after 24 h and 48 h (P < 0.05) and was significantly decreased in the CTEPH groups (cocultured with TFPI concentration from 2.5 nM to 5 nM) than in the ctrl group at 48 h (P < 0.05). The protein expression of LC3-II/LC3-I at the same concentration (cocultured with TF 0 nM, 1 µM, 10 µM, and 100 µM) was significantly lower in the CTEPH than in the ctrl groups after 12 h (P < 0.05) and was significantly lower in the CTEPH groups (cocultured with TFPI concentration from 0 nM to 5 nM) than in the ctrl group at 48 h (P < 0.05). There were close interactions between FoxO1 and LC3 in the control and CTEPH groups at different doses and time points.
    CONCLUSIONS: The autophagic activity of PAECs from CTEPH rats was disrupted. TF, FoxO1 and p38 MAPK play key roles in the autophagic activity of PAECs. TF may regulate autophagic activity through the p38 MAPK-FoxO1 pathway.
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  • 文章类型: Journal Article
    目的:探讨AngioJet取栓装置顺行和逆行入路治疗急性下肢深静脉血栓形成(DVT)的疗效,并评价滤器置入的必要性。
    方法:回顾性分析2021年1月至2023年6月接受AngioJet装置治疗的急性下肢DVT患者的临床资料。根据手术入路和瓣膜开放方向将患者分为顺行和逆行治疗组。过滤器的血栓截留率,肺栓塞(PE)的发生率,血栓切除术的有效性,静脉阻塞率,评价各治疗组血栓复发率。此外,分析影响通畅性的因素。
    结果:AngioJet用于84例急性下肢DVT患者,共治疗88条肢体。滤器的血栓截留率为35.7%(30例)。新PE或PE加重的发生率为6.0%(5例),检测到过滤器检索率为97.6%(82例)。顺行治疗组54条肢体(61.4%)中35条(64.8%)发生III级血栓清除,逆行治疗组34条肢体中的13条(38.2%)(38.6%)(P<0.05)。3个月时,顺行治疗组的静脉通畅和出血事件涉及52条(96.3%)和4条(7.4%)肢体,分别,逆行治疗组29例(85.3%)和2例(5.9%),分别为(P>0.05)。进行回归分析以确定可能影响两组3个月通畅性的因素。3个月通畅率与血栓清除率之间存在显著的线性关系[OR=0.546(0.326,0.916)]。血栓形成时间[OR=1.018(1.002,1.036)],顺行治疗组和术前血栓评分[OR=1.012(1.002,1.022)],以及逆行治疗组的血栓去除率[0.473(0.229,0.977)]。在影响两组通畅性和VCSS/Villalta评分的因素的回归分析中,顺行治疗组的血栓形成时间和VCSS评分之间存在统计学显著的线性关系[0.576(0.467,0.710)].
    结论:顺行和逆行两种方法治疗急性下肢DVT均安全有效。3个月深静脉通畅率和血栓后综合征(PTS)发生率无差异。急性下肢DVT患者在血管喷射血栓切除术治疗后有血栓脱落的高风险,建议放置腔静脉过滤器(VCF)以进行有效的拦截。
    OBJECTIVE: To examine the efficacy of antegrade and retrograde approaches with the AngioJet thrombectomy device for the treatment of acute lower limb deep vein thrombosis (DVT) and to evaluate the necessity of filter placement.
    METHODS: The clinical data of patients with acute lower limb DVT treated with the AngioJet device from January 2021 to June 2023 were retrospectively analyzed. The patients were divided into the antegrade and retrograde treatment groups according to the surgical approach and the direction of valve opening. The thrombosis interception rate of the filter, incidence of pulmonary embolism (PE), thrombectomy effectiveness, venous obstruction rate, and thrombosis recurrence rate of each treatment group were evaluated. In addition, factors affecting patency were analyzed.
    RESULTS: AngioJet was employed for 84 patients with acute lower limb DVT, treating a total of 88 limbs. The thrombosis interception rate of the filter was 35.7% (30 patients). The incidence of new PE or PE exacerbation was 6.0% (5 patients), and a filter retrieval rate of 97.6% (82 patients) was detected. Thrombus removal of grade III occurred in 35 (64.8%) of the 54 limbs (61.4%) in the antegrade treatment group, versus 13 (38.2%) of the 34 limbs (38.6%) in the retrograde treatment group (P<0.05). At 3 months, venous patency and bleeding events involved 52 (96.3%) and 4 (7.4%) limbs in the antegrade treatment group, respectively, versus 29 (85.3%) and 2 (5.9%) in the retrograde treatment group, respectively (P>0.05). Regression analysis was performed to determine factors that may affect 3-month patency in both groups. Statistically significant linear relationships were found between 3-month patency and thrombus removal rate [OR=0.546 (0.326, 0.916)], thrombus formation time [OR=1.018 (1.002, 1.036)], and preoperative thrombosis score [OR=1.012 (1.002, 1.022)] in the antegrade treatment group, as well as thrombus removal rate [0.473 (0.229, 0.977)] in the retrograde treatment group. In regression analysis of factors affecting patency in both groups and VCSS/Villalta score, a statistically significant linear relationship was found between thrombus formation time and VCSS score in the antegrade treatment group [0.576 (0.467, 0.710)].
    CONCLUSIONS: Both antegrade and retrograde approaches are safe and effective for the treatment of acute lower limb DVT. There are no differences in 3-month deep vein patency and post-thrombotic syndrome (PTS) incidence rates. Individuals with acute lower limb DVT are at high risk of thrombus shedding after treatment with AngioJet thrombectomy, and placement of a vena cava filter (VCF) is recommended for effective interception.
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  • 文章类型: Journal Article
    目的:提出一种卷积神经网络(EmbNet),用于在计算机断层扫描肺动脉造影(CTPA)扫描上自动检测肺栓塞,并评估其诊断性能。
    方法:本研究纳入了2019年1月至2021年12月之间的305次连续CTPA扫描(142次用于培训,163用于内部验证),来自公共数据集的250次CTPA扫描用于外部验证。该框架包括用于分割肺血管的预处理步骤和用于检测栓子的EmbNet。栓子分为三个基于位置的亚组进行详细评估:中央动脉,叶分支,和外围区域。真相是由三名放射科医生建立的。
    结果:EmbNet的每扫描电平灵敏度,特异性,阳性预测值(PPV),阴性预测值为90.9%,75.4%,48.4%,和97.0%(内部验证)和88.0%,70.5%,42.7%,和95.9%(外部验证)。在每个栓子水平上,EmbNet的总体灵敏度和PPV分别为86.0%和61.3%(内部验证),83.5%和57.5%(外部验证)。中心栓塞的敏感性和PPV分别为89.7%和52.0%(内部验证),和94.4%和43.0%(外部验证);叶栓子分别为95.2%和76.9%(内部验证),和93.5%和72.5%(外部验证);和周围栓塞的82.6%和61.7%(内部验证),80.2%和59.4%(外部验证)。平均假阳性率为0.45假栓塞/扫描(内部验证)和0.69假栓塞/扫描(外部验证)。
    结论:EmbNet在栓子位置提供了高灵敏度,提示其在临床实践中初步筛查的潜在效用。
    OBJECTIVE: To propose a convolutional neural network (EmbNet) for automatic pulmonary embolism detection on computed tomography pulmonary angiogram (CTPA) scans and to assess its diagnostic performance.
    METHODS: 305 consecutive CTPA scans between January 2019 and December 2021 were enrolled in this study (142 for training, 163 for internal validation), and 250 CTPA scans from a public dataset were used for external validation. The framework comprised a preprocessing step to segment the pulmonary vessels and the EmbNet to detect emboli. Emboli were divided into three location-based subgroups for detailed evaluation: central arteries, lobar branches, and peripheral regions. Ground truth was established by three radiologists.
    RESULTS: The EmbNet\'s per-scan level sensitivity, specificity, positive predictive value (PPV), and negative predictive value were 90.9%, 75.4%, 48.4%, and 97.0% (internal validation) and 88.0%, 70.5%, 42.7%, and 95.9% (external validation). At the per-embolus level, the overall sensitivity and PPV of the EmbNet were 86.0% and 61.3% (internal validation), and 83.5% and 57.5% (external validation). The sensitivity and PPV of central emboli were 89.7% and 52.0% (internal validation), and 94.4% and 43.0% (external validation); of lobar emboli were 95.2% and 76.9% (internal validation), and 93.5% and 72.5% (external validation); and of peripheral emboli were 82.6% and 61.7% (internal validation), and 80.2% and 59.4% (external validation). The average false positive rate was 0.45 false emboli per scan (internal validation) and 0.69 false emboli per scan (external validation).
    CONCLUSIONS: The EmbNet provides high sensitivity across embolus locations, suggesting its potential utility for initial screening in clinical practice.
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  • 文章类型: Editorial
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