Solid

固体
  • 文章类型: Journal Article
    传统的建筑排水系统是基于涉及水和空气的两相流理论构建的。然而,排水系统包含更复杂的三相流,包括水,空气,和固体,这在研究中相对被忽视了。这项研究解决了固体对压力波动的影响,空气流量,和排水系统内的水力跳跃充满度,考虑三个因素:质量因素,横截面系数,和粘度。研究是在单堆系统中使用实验方法和CFD模拟进行的。研究结果表明,正负压力与上述三个因素之间存在正相关关系。质量因子和截面因子对系统负压影响较为显著。不同质量和横截面因子下负压极值的最大增长率分别达到7.72和16.52%,分别。相比之下,粪便污泥的粘度对排水系统正压波动的影响略高,正压极值的最大增长率为3.41%。
    The conventional building drainage system was constructed based on the theory of two-phase flow involving water and air. However, the drainage system contained a more intricate three-phase flow, encompassing water, air, and solids, which was relatively overlooked in research. This study addressed the impact of solids on pressure fluctuations, air flow rates, and hydraulic jump fullness within the drainage system, considering three factors: the mass factor, cross-section factor, and viscosity. The investigation was conducted within a single-stack system using both experimental methods and CFD simulations. The findings revealed a positive correlation between both positive and negative pressures and above three factors. The mass factor and the cross-section factor had a more significant impact on the negative pressure of the system. The maximum growth rates of negative pressure extremes under different mass and cross-section factors reached 7.72 and 16.52%, respectively. In contrast, the viscosity of fecal sludge had a slightly higher effect on the positive pressure fluctuation of the drainage system, with the maximum growth rate of positive pressure extremes at 3.41%.
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  • 文章类型: Journal Article
    据报道,非主要或甚至最小的微乳头状和/或固体(MP/S)亚型对手术切除的肺腺癌(ADC)产生不利的预后影响。目前,缺乏证据证明高级病理亚型,包括MP/S组件,影响手术切除的肺ADC伴毛玻璃混浊(GGO)患者的预后。在这次调查中,我们探讨了GGO肺ADC中最少MP/S成分的预后意义。
    在2014年1月至2016年12月期间,对1,004例连续患者进行了回顾性队列研究,这些患者接受了病理分期(p期)I型肺ADC的治疗性切除,并在计算机断层扫描(CT)扫描上进行了GGO。将肿瘤分为MP/S阳性(MP/S+)组和MP/S阴性(MP/S-)组。当MP/S亚型占整个肿瘤的≥1%时,定义MP/S肿瘤。使用Kaplan-Meier分析评估MP/S亚型的预后影响,Cox比例风险模型和受限立方脊柱(RCS)模型。
    共发现86例(8.6%)MP/S+肿瘤和918例(91.4%)MP/S-肿瘤。MP/S+肿瘤的实体肿瘤直径和病理浸润性肿瘤大小均显著大于MP/S-肿瘤(13.0vs.4.0mm,P<0.001,18.0vs.10.0mm,分别为P<0.001)。经过7.3年的平均随访,MP/S成分的存在与RFS减少显著相关(5年RFS,MP/S+88.3%vs.MP/S-97.4%;P<0.001;HR=1.02)。在MP/S-(5年RFS,MP/S-Lep+98.0%vs.MP/S-Lep-95.3%;P=0.01;HR=0.89)和MP/S+亚组(5年RFS,MP/S+Lep+93.4%vs.MP/S+Lep-83.2%;P=0.10;HR=0.84)。根据多变量分析,MP/S+组分≥5%是唯一独立影响RFS的肿瘤相关因素[风险比(HR)=1.77;95%置信区间(CI):1.07-2.94]。如RCS模型所示,MP/S亚型的比例对RFS有逐渐的负面影响。
    I期GGO特征肺ADC中MP/S模式的存在具有重要的预后价值,可能对定制的术后治疗和监测策略有影响。特别是当比例超过整个肿瘤的5%时。
    UNASSIGNED: Non-predominant or even minimal micropapillary and/or solid (MP/S) subtypes have been reported to exert an unfavorable prognostic influence on surgically resected lung adenocarcinoma (ADC). Currently, there is a lack of evidence to demonstrate that high-grade pathological subtypes, including MP/S components, impact the prognosis of patients with surgically resected lung ADCs with ground-glass opacity (GGO). In this investigation, we explored the prognostic implications of minimal MP/S components in lung ADCs with GGO.
    UNASSIGNED: A retrospective cohort study was conducted on 1,004 consecutive patients undergoing curative resection for pathologic stage (p-stage) I lung ADCs featuring GGO on computed tomography (CT) scans between January 2014 and December 2016. Tumors were categorized into MP/S positive (MP/S+) group and MP/S negative (MP/S-) group. MP/S+ tumors were defined when MP/S subtypes constituted ≥1% of the entire tumor. The prognostic impact of MP/S subtypes was evaluated using Kaplan-Meier analysis, Cox proportional hazard model and restricted cubic spine (RCS) model.
    UNASSIGNED: A total of 86 (8.6%) cases with MP/S+ tumors and 918 (91.4%) cases with MP/S- tumors were identified. The solid component tumor diameter and pathological invasive tumor size of MP/S+ tumors were both significantly larger than that of MP/S- tumors (13.0 vs. 4.0 mm, P<0.001, and 18.0 vs. 10.0 mm, P<0.001, respectively). After a median follow-up of 7.3 years, the presence of MP/S components was significantly associated with decreased RFS (5-year RFS, MP/S+ 88.3% vs. MP/S- 97.4%; P<0.001; HR =1.02). The presence of a histologic lepidic (Lep) component demonstrated a prognostic advantage in both MP/S- (5-year RFS, MP/S-Lep+ 98.0% vs. MP/S-Lep- 95.3%; P=0.01; HR =0.89) and MP/S+ subgroups (5-year RFS, MP/S+Lep+ 93.4% vs. MP/S+Lep- 83.2%; P=0.10; HR =0.84). MP/S+ components ≥5% were the only tumor-related factor that independently affected RFS [hazard ratio (HR) =1.77; 95% confidence interval (CI): 1.07-2.94] according to multivariate analysis. There was a progressively negative impact of the proportion of MP/S subtypes on RFS as illustrated by RCS model.
    UNASSIGNED: The presence of MP/S patterns in stage I GGO-featured lung ADCs exhibit significant prognostic value and may have implications for tailored postoperative treatment and surveillance strategies, especially when the proportion exceeds 5% of the entire tumor.
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  • 文章类型: Journal Article
    背景:小尺寸(≤2cm)肺腺癌中微乳头状和实体亚型成分的鉴定在确定最佳手术程序中起着至关重要的作用。本研究旨在提出一种利用术前可用指标的直接预测方法。
    方法:自2019年1月至2022年7月,在宣武医院胸外科接受根治性切除术的小肺腺癌患者341例,对首都医科大学进行回顾性分析。根据固体或微乳头状成分是否≥5%(S/MP5和S/MP5-)将患者分为两组。单因素分析和多因素logistic回归分析用于确定S/MP5+的独立预测因子。然后构造一个列线图以直观地显示结果。最后,描绘了具有1000个自举重新采样的校准曲线和接收器工作特征(ROC)曲线以评估其性能。
    结果:根据术后病理结果,79例(23.2%)患者为S/MP5+,262例(76.8%)患者为S/MP5-。基于多变量分析,最大直径(p=0.010),合并肿瘤比率(CTR)(p<0.001)和全身免疫炎症指数(SII)(p<0.001)被确定为三个独立的危险因素,并纳入列线图。校准曲线显示S/MP5+的预测概率和实际概率之间的良好一致性。此外,该模型显示出一定的歧视,ROC曲线下面积为0.893。
    结论:基于SII构建的模型是预测小型肺腺癌术前高级别亚型成分的实用工具,有助于确定最佳手术方式。
    BACKGROUND: Identification of micropapillary and solid subtypes components in small-sized (≤ 2 cm) lung adenocarcinoma plays a crucial role in determining optimal surgical procedures. This study aims to propose a straightforward prediction method utilizing preoperative available indicators.
    METHODS: From January 2019 to July 2022, 341 consecutive patients with small-sized lung adenocarcinoma who underwent curative resection in thoracic surgery department of Xuanwu Hospital, Capital Medical University were retrospectively analyzed. The patients were divided into two groups based on whether solid or micropapillary components ≥ 5% or not (S/MP5+ and S/MP5-). Univariate analysis and multivariate logistic regression analysis were utilized to identify independent predictors of S/MP5+. Then a nomogram was constructed to intuitively show the results. Finally, the calibration curve with a 1000 bootstrap resampling and the receiver operating characteristic (ROC) curve were depicted to evaluate its performance.
    RESULTS: According to postoperative pathological results, 79 (23.2%) patients were confirmed as S/MP5+ while 262 (76.8%) patients were S/MP5-. Based on multivariate analysis, maximum diameter (p = 0.010), consolidation tumor ratio (CTR) (p < 0.001) and systemic immune-inflammation index (SII) (p < 0.001) were identified as three independent risk factors and incorporated into the nomogram. The calibration curve showed good concordance between the predicted and actual probability of S/MP5+. Besides, the model showed certain discrimination, with an area under ROC curve of 0.893.
    CONCLUSIONS: The model constructed based on SII is a practical tool to predict high-grade subtypes components of small-sized lung adenocarcinoma preoperatively and contribute to determine the optimal surgical approach.
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  • 文章类型: Journal Article
    由于低剂量螺旋计算机断层扫描的采用增加,越来越多的早期肺癌被诊断为恶性肺结节。但最大尺寸≤3cm的纯实体T1肺癌并不总是处于早期阶段,尽管它的尺寸很小。这种类型的癌症可以是高度侵袭性的,并且与病理相关,转移,术后复发,甚至死亡。然而,在临床上很容易误诊或延误诊断,从而对人类健康构成严重威胁。据报道,T1肺癌中淋巴结或胸腔外转移的百分比>20%。因此,了解和确定纯实体T1肺癌的侵袭性特征对于预防至关重要,诊断,和治疗策略,有利于改善预后。随着肺癌筛查的广泛开展,这些高侵袭性纯实体T1肺癌将成为未来主要的晚期肺癌。然而,关于如何识别这些“早期”侵袭性肺癌的精准医学信息有限。为临床医生提供新的见解,以早期识别和干预高侵袭性纯实体T1肺癌,本文综述了其临床特点,成像,病理学,基因改变,免疫微环境,多组学,以及当前的诊断和预测技术。
    A growing number of early-stage lung cancers presenting as malignant pulmonary nodules have been diagnosed because of the increased adoption of low-dose spiral computed tomography. But pure solid T1 lung cancer with ≤3 cm in the greatest dimension is not always at an early stage, despite its small size. This type of cancer can be highly aggressive and is associated with pathological involvement, metastasis, postoperative relapse, and even death. However, it is easily misdiagnosed or delay diagnosed in clinics and thus poses a serious threat to human health. The percentage of nodal or extrathoracic metastases has been reported to be >20% in T1 lung cancer. As such, understanding and identifying the aggressive characteristics of pure solid T1 lung cancer is crucial for prevention, diagnosis, and therapeutic strategies, and beneficial to improving the prognosis. With the widespread of lung cancer screening, these highly invasive pure solid T1 lung cancer will become the main advanced lung cancer in future. However, there is limited information regarding precision medicine on how to identify these \"early-stage\" aggressive lung cancers. To provide clinicians with new insights into early recognition and intervention of the highly invasive pure solid T1 lung cancer, this review summarizes its clinical characteristics, imaging, pathology, gene alterations, immune microenvironment, multi-omics, and current techniques for diagnosis and prediction.
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  • 文章类型: Published Erratum
    [这更正了文章DOI:10.3389/fonc.2021.792062。].
    [This corrects the article DOI: 10.3389/fonc.2021.792062.].
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  • 文章类型: Systematic Review
    评价机器人辅助肾部分切除术(RAPN)治疗实性和囊性肾肿瘤的疗效。我们系统地搜索了Cochrane图书馆,PubMed,EMBASE,和截至2023年3月的Scopus数据库。ReviewManager5.4对随机效应的数据进行了汇总分析。此外,敏感性和亚组分析,以探索异质性,纽卡斯尔-渥太华规模,评估研究质量和证据水平。这项研究包括5项观察性研究,包括1353名患者(囊性肿瘤:183;实体瘤:1083)。与固体物质相比,囊性肿块与较少的主要并发症相关(比值比[OR]=2.2;95%置信区间[CI]=1.17~4.13;p=0.01).此外,两组在手术时间上无显著差异,热缺血时间,失血,住院,术中并发症,术后并发症,输血率,术后估计肾小球滤过率(eGFR),eGFR保存,手术切缘阳性(PSM),复发,总生存期(OS),癌症特异性生存率(CSS),无复发生存率(RFS)和三连性成就。RAPN可用于囊性肾肿瘤围手术期,功能,和肿瘤学结果,如实体瘤可实现的结果。然而,我们的发现需要在大样本前瞻性随机研究中进一步验证.
    To evaluate the outcomes of robot-assisted partial nephrectomy (RAPN) for solid and cystic renal tumors. We systematically searched the Cochrane Library, PubMed, EMBASE, and Scopus databases up to March 2023. Review Manager 5.4 performed a pooled analysis of the data for random effects. Besides, sensitivity and subgroup analyses to explore heterogeneity, Newcastle-Ottawa scale, and GRADE to evaluate study quality and level of evidence. Five observational studies comprising 1353 patients (Cystic tumor: 183; Solid tumor: 1083) were included in this study. Compared to solid masses, cystic masses were associated with fewer major complications (odds ratio [OR] = 2.2; 95% confidence intervals [CI] = 1.17 to 4.13; p = 0.01). Additionally, no significant differences were observed between the two groups in terms of operative time, warm ischemia time, blood loss, hospital stay, intraoperative complications, postoperative complications, transfusion rate, postoperative estimated glomerular filtration rate (eGFR), eGFR preservation, positive surgical margin (PSM), recurrence, overall survival (OS), cancer-specific survival (CSS), recurrence-free survival (RFS) and trifecta achievement. RAPN can be performed in cystic renal tumors with perioperative, functional, and oncologic outcomes like those achievable in solid tumors. However, our findings need further validation in a large-sample prospective randomized study.
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  • 文章类型: Journal Article
    骨外粘液样软骨肉瘤(EMC)是一种超肉瘤,通常表现为粘液样/网状组织学和NR4A3易位。然而,形态变异和非EWSR1::NR4A3融合的相关性仍未充分开发。三个具有挑战性的泛Trk表达案例,具有细胞到实体的组织学特征,进行RNA外显子组测序(RES),推出不同的NR4A3相关融合。除了RES分析的案例,进行荧光原位杂交以确认58个EMC,48可用于pan-Trk免疫染色和KIT测序。除了一个(2%)NR4A3重新排列的EMC没有可识别的合作伙伴,46(79%),9(16%),2例(3%)具有EWSR1::NR4A3,TAF15::NR4A3和TCF12::NR4A3融合,分别。五个EWSR1::NR4A3阳性EMC发生在皮下组织(3)和骨(2)中。除了43个经典案例,有8个细胞,4横纹肌/间变性,2个固体,和1个混合肿瘤样变体。肿瘤细胞呈卵形/梭形至多形性,并形成松散的粘液样/网状至紧密的片状或束状图案。赋予广泛的诊断考虑。RES显示NTRK2/3,KIT,INSM1pan-Trk的中度至强免疫反应性,CD117和INSM1占35.4%,52.6%,和54.6%的EMC。在2/48例中检测到KITp.E554K突变。TAF15::NR4A3与尺寸>10厘米(78%,P=0.025)。尺寸>10厘米,中度/重度核多态性,出现时转移,TAF15::NR4A3融合,和化疗的管理预示着较短的单变量疾病特异性生存期,而仅大小>10cm(P=0.004)和转移(P=0.032)仍然是预后独立的。最后,EMC可能表现为带有EWSR1的浅表或骨病变::NR4A3,未被识别的实体或间变性组织学,和pan-Trk表达式,带来巨大挑战。大多数TAF15::NR4A3阳性病例的大小>10厘米,即,关键的独立预言家,而致病性KIT突变很少发生。
    Extraskeletal myxoid chondrosarcoma (EMC) is an ultrarare sarcoma typically exhibiting myxoid/reticular histology and NR4A3 translocation. However, morphologic variants and the relevance of non-EWSR1::NR4A3 fusions remain underexplored. Three challenging pan-Trk-expressing cases, featuring cellular to solid histology, were subjected to RNA exome sequencing (RES), unveiling different NR4A3-associated fusions. Alongside RES-analyzed cases, fluorescence in situ hybridization was performed to confirm 58 EMCs, with 48 available for pan-Trk immunostaining and KIT sequencing. Except for 1 (2%) NR4A3-rearranged EMC without identifiable partners, 46 (79%), 9 (16%), and 2 (3%) cases harbored EWSR1::NR4A3, TAF15::NR4A3, and TCF12::NR4A3 fusions, respectively. Five EWSR1::NR4A3-positive EMCs occurred in the subcutis (3) and bone (2). Besides 43 classical cases, there were 8 cellular, 4 rhabdoid/anaplastic, 2 solid, and 1 mixed tumor-like variants. Tumor cells were oval/spindle to pleomorphic and formed loose myxoid/reticular to compact sheet-like or fascicular patterns, imparting broad diagnostic considerations. RES showed upregulation of NTRK2/3, KIT, and INSM1. Moderate-to-strong immunoreactivities of pan-Trk, CD117, and INSM1 were present in 35.4%, 52.6%, and 54.6% of EMCs, respectively. KIT p. E554K mutation was detected in 2/48 cases. TAF15::NR4A3 was significantly associated with size >10 cm (78%, P = .025). Size >10 cm, moderate-to-severe nuclear pleomorphism, metastasis at presentation, TAF15::NR4A3 fusion, and the administration of chemotherapy portended shorter univariate disease-specific survival, whereas only size >10 cm (P = .004) and metastasis at presentation (P = .032) remained prognostically independent. Conclusively, EMC may manifest superficial or osseous lesions harboring EWSR1::NR4A3, underrecognized solid or anaplastic histology, and pan-Trk expression, posing tremendous challenges. Most TAF15::NR4A3-positive cases were >10 cm in size, ie, a crucial independent prognosticator, whereas pathogenic KIT mutation rarely occurred.
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  • 文章类型: Journal Article
    未经证实:据报道,实性显性腺癌(SPA)是肺腺癌(LUAD)中预后差、化疗和靶向治疗反应不理想的一种亚型。然而,潜在的机制在很大程度上仍然未知,免疫治疗对SPA的适用性尚未得到研究.
    UNASSIGNED:我们对1078例未经治疗的LUAD患者进行了多组学分析,基因组,转录组,以及来自公共和内部队列的蛋白质组数据,以确定SPA的不良预后和差异治疗反应的潜在机制,并研究SPA的免疫治疗潜力。在我们中心接受新辅助免疫疗法的LUAD患者队列中进一步证实了免疫疗法对SPA的适用性。
    未经证实:随着其侵袭性的临床病理行为,SPA具有显著较高的肿瘤突变负荷(TMB)和改变的通路数量,降低TTF-1和Napsin-A的表达,与非实体优势腺癌(非SPA)相比,更高的增殖评分和更强的免疫抗性微环境,考虑到其预后较差。此外,SPA具有显著较低的治疗靶向驱动突变频率和较高的EGFR/TP53共突变频率,这与对EGFR酪氨酸激酶抑制剂的抗性有关。表明靶向治疗的可能性较低。同时,SPA富集了与化疗反应不良相关的分子特征(较高的化学持久性特征评分,较低的化疗反应特征评分,缺氧微环境,TP53突变的频率更高)。相反,muti-omics谱分析显示,SPA具有更强的免疫原性,并富集了免疫治疗的阳性生物标志物(更高的TMB和T细胞受体多样性;更高的PD-L1表达和更多的免疫细胞浸润;更高的基因突变频率预测有效的免疫治疗,和免疫疗法相关基因标签的表达升高)。此外,在接受新辅助免疫疗法的LUAD患者队列中,SPA的病理消退率高于非SPA,有主要病理反应的患者在SPA中富集,证实SPA更容易对免疫疗法有反应。
    UNASSIGNED:与非SPA相比,SPA富集了与不良预后相关的分子特征,化疗和靶向治疗反应不理想,对免疫疗法反应良好,表明更适合免疫疗法,而不适合化疗和靶向治疗。
    Solid predominant adenocarcinoma (SPA) has been reported to be a subtype with poor prognosis and unsatisfactory response to chemotherapy and targeted therapy in lung adenocarcinoma (LUAD). However, the underlying mechanisms remain largely unknown and the suitability of immunotherapy for SPA has not been investigated.
    We conducted a multi-omics analysis of 1078 untreated LUAD patients with clinicopathologic, genomic, transcriptomic, and proteomic data from both public and internal cohorts to determine the underlying mechanisms of poor prognosis and differential therapeutic responses of SPA and to investigate the potential of immunotherapy for SPA. The suitability of immunotherapy for SPA was further confirmed in a cohort of LUAD patients who received neoadjuvant immunotherapy in our center.
    Along with its aggressive clinicopathologic behaviors, SPA had significantly higher tumor mutation burden (TMB) and number of pathways altered, lower TTF-1 and Napsin-A expression, higher proliferation score and a more immunoresistant microenvironment than non-solid predominant adenocarcinoma (Non-SPA), accounting for its worse prognosis. Additionally, SPA had significantly lower frequency of therapeutically targetable driver mutations and higher frequency of EGFR/TP53 co-mutation which was related to resistance to EGFR tyrosine kinase inhibitors, indicating a lower potential for targeted therapy. Meanwhile, SPA was enriched for molecular features associated with poor response to chemotherapy (higher chemoresistence signature score, lower chemotherapy response signature score, hypoxic microenvironment, and higher frequency of TP53 mutation). Instead, muti-omics profiling revealed that SPA had stronger immunogenicity and was enriched for positive biomarkers for immunotherapy (higher TMB and T cell receptor diversity; higher PD-L1 expression and more immune cell infiltration; higher frequency of gene mutations predicting efficacious immunotherapy, and elevated expression of immunotherapy-related gene signatures). Furthermore, in the cohort of LUAD patients who received neoadjuvant immunotherapy, SPA had higher pathological regression rates than Non-SPA and patients with major pathological response were enriched in SPA, confirming that SPA was more prone to respond to immunotherapy.
    Compared with Non-SPA, SPA was enriched for molecular features associated with poor prognosis, unsatisfactory response to chemotherapy and targeted therapy, and good response to immunotherapy, indicating more suitability for immunotherapy while less suitability for chemotherapy and targeted therapy.
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  • 文章类型: Journal Article
    目的:采用倾向评分匹配法(PSM)比较计算机断层扫描(CT)引导下穿刺活检(CNB)对肺磨玻璃结节和实性结节的诊断准确性和安全性,并确定相关危险因素。方法:采用单中心回顾性队列研究,采用2019年5月至2021年5月在我院行CT引导下的肺结节CNB患者665例,包括39个磨玻璃结节(GGNs)和626个实性结节。我们使用1:4PSM分析比较了两组之间CT引导的CNB的诊断率和并发症发生率。结果:PSM后,参与比较的170例(34个GGNsvs136个实性结节)通过患者人口统计学随机匹配(1:4),临床病史,病变特征,和程序相关的因素。两组之间的诊断率和并发症发生率无统计学差异。小病灶时气胸发生率显著增加,深部病变位置,横穿叶间裂隙(P<.05)。活检后出血是气胸的保护因素(P<0.05)。GGN的大小/合并比例对诊断准确性和并发症发生率无影响(P>.05)。结论:对于磨玻璃结节和实性结节,CT引导的CNB的准确性和安全性具有可比性,并且GGN的大小/合并比例可能不是相关的危险因素。活检应尽可能避免横穿叶间裂隙。较小的病灶大小和较深的病灶位置可能导致较高的气胸发生率,活检后出血可能是气胸的保护因素。
    Purpose: To compare the diagnostic accuracy and safety of computed tomography (CT)-guided core needle biopsy (CNB) between pulmonary ground-glass and solid nodules using propensity score matching (PSM) method and determine the relevant risk factors. Methods: This was a single-center retrospective cohort study using data from 665 patients who underwent CT-guided CNB of pulmonary nodules in our hospital between May 2019 and May 2021, including 39 ground-glass nodules (GGNs) and 626 solid nodules. We used a 1:4 PSM analysis to compared the diagnostic yields and complications rates of CT-guided CNB between 2 groups. Results: After PSM, 170 cases involved in the comparison (34 GGNs vs 136 solid nodules) were randomly matched (1:4) by patient demographics, clinical history, lesion characteristics, and procedure-related factors. There was no statistically significant difference in the diagnostic yields and complications rates between 2 groups. Significant pneumothorax incidence increase was noted at small lesion size, deep lesion location, and traversing interlobar fissure (P < .05). Post-biopsy hemorrhage was a protective factor for pneumothorax (P < .05). The size/proportion of consolidation of GGN did not influence the diagnostic accuracy and complication incidence (P > .05). Conclusions: The accuracy and safety of CT-guided CNB were comparable for ground-glass and solid nodules and the size/proportion of consolidation of GGN may be not a relevant risk factor. The biopsy should avoid traversing interlobar fissure as far as possible. Smaller lesion size and deeper lesion location may lead to higher pneumothorax rate and post-biopsy hemorrhage may be a protective factor for pneumothorax.
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  • 文章类型: Journal Article
    目的:建立基于卷积神经网络(CNN)的非侵入性诊断模型,以区分表现为固体的良性和恶性病变,计算机断层扫描(CT)上不确定的孤立性肺结节(SPN)或肿块(SPM)。
    方法:这项回顾性研究最终纳入了459例CT上不确定的SPN/SPM患者,并将其分配到训练中(n=366)。验证(n=46),和测试(n=47)集。每个患者都有组织病理学分析。提出了一种端到端CNN模型来预测CT上固体不确定SPN/SPM的自然史。绘制接收器工作特性曲线以评估所提出的CNN模型的预测性能。准确性,灵敏度,通过使用CNN模型评估其临床实用性,将放射科医生单独诊断的特异性与放射科医生诊断的特异性进行了比较。
    结果:对于CNN模型,测试集中的AUC为91%(95%置信区间[CI]:0.83-0.99)。使用CNN模型的放射科医师的诊断准确率明显高于不使用该模型的放射科医师(89vs.66%,P<0.01;87vs.61%,P<0.01;85vs.66%,P=0.03,在火车上,验证,和测试集,分别)。此外,虽然灵敏度略有增加,特异性显着提高了平均42%(在三组中,相应的改善范围从43%,33%和42%到82%,78%和84%,分别为;全部P<0.01)。
    结论:CNN模型可能是一种有价值的工具,用于非侵入性区分良性和恶性病变,表现为实体,CT上不确定的SPN/SPM。
    OBJECTIVE: To establish a non-invasive diagnostic model based on convolutional neural networks (CNNs) to distinguish benign from malignant lesions manifesting as a solid, indeterminate solitary pulmonary nodule (SPN) or mass (SPM) on computed tomography (CT).
    METHODS: A total of 459 patients with solid indeterminate SPNs/SPMs on CT were ultimately included in this retrospective study and assigned to the train (n=366), validation (n=46), and test (n=47) sets. Histopathologic analysis was available for each patient. An end-to-end CNN model was proposed to predict the natural history of solid indeterminate SPN/SPMs on CT. Receiver operating characteristic curves were plotted to evaluate the predictive performance of the proposed CNN model. The accuracy, sensitivity, and specificity of diagnoses by radiologists alone were compared with those of diagnoses by radiologists by using the CNN model to assess its clinical utility.
    RESULTS: For the CNN model, the AUC was 91% (95% confidence interval [CI]: 0.83-0.99) in the test set. The diagnostic accuracy of radiologists with the CNN model was significantly higher than that without the model (89 vs. 66%, P<0.01; 87 vs. 61%, P<0.01; 85 vs. 66%, P=0.03, in the train, validation, and test sets, respectively). In addition, while there was a slight increase in sensitivity, the specificity improved significantly by an average of 42% (the corresponding improvements in the three sets ranged from 43, 33, and 42% to 82, 78, and 84%, respectively; P<0.01 for all).
    CONCLUSIONS: The CNN model could be a valuable tool in non-invasively differentiating benign from malignant lesions manifesting as solid, indeterminate SPNs/SPMs on CT.
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