liposarcoma

脂肪肉瘤
  • 文章类型: Journal Article
    脂肪肉瘤是一种恶性肿瘤,起源于脂肪组织,可发生在身体的任何部位。目前对于不同解剖位置的脂肪肉瘤之间的预后是否存在显著差异尚无明确的结论。特别是腹膜后脂肪肉瘤(RLPS)和非腹膜后脂肪肉瘤(NRLPS)。这项研究的目的是揭示这两个位置的脂肪肉瘤之间的预后是否存在差异,并进一步探讨这些差异背后的根本原因。
    我们通过分析来自监测的数据,对影响脂肪肉瘤患者预后的因素进行了深入调查,流行病学,和最终结果计划(SEER)数据库。然后,我们使用倾向评分匹配(PSM)来平衡这些预后因素,以比较RLPS和NRLPS之间的生存率.此外,通过分析TCGA和日本基因型表型档案(JGA)的转录组和全外显子组数据,我们鉴定了具有显著表达差异的基因,并探索了免疫微环境的变化。
    通过对SEER数据库中RLPS和NRLPS患者的分析,我们观察到两组之间的显着预后差异,RLPS的预后较差(p<0.001)。即使在通过PSM调整了混杂因素之后,这些生存率差异仍然很大,RLPS仍显示较差的预后(p=0.017)。此外,我们对转录组数据的分析导致了467个差异表达基因的鉴定.此外,我们注意到两组之间在免疫微环境和整个外显子组测序数据方面存在显著差异.
    RLPS和NRLPS患者之间存在显着差异。因此,从临床研究到治疗策略,RLPS和NRLPS应被视为两种不同类型的肿瘤,他们的研究和治疗需要差异化的方法。
    UNASSIGNED: Liposarcoma is a malignant tumor that originates from adipose tissue and can occur in any part of the body. There is currently no clear conclusion on whether there are significant differences in prognosis between liposarcoma at different anatomical locations, especially retroperitoneal liposarcoma (RLPS) and non retroperitoneal liposarcoma (NRLPS). The aim of this study is to reveal whether there are differences in prognosis between these two locations of liposarcoma, and further explore the fundamental reasons behind these differences.
    UNASSIGNED: We conducted an in-depth investigation into the factors affecting the prognosis of patients with liposarcoma by analyzing the data from the Surveillance, Epidemiology, and End Results Program (SEER) database. Then, we used propensity score matching (PSM) to balance these prognostic factors for comparative analysis of survival between RLPS and NRLPS. In addition, by analyzing transcriptome and whole exome data from TCGA and the Japan Genotypic Phenotype Archive (JGA), we identified genes with significant expression differences and explored changes in the immune microenvironment.
    UNASSIGNED: Through analysis of RLPS and NRLPS patients in the SEER database, we observed significant prognostic differences between the two groups, with RLPS exhibiting worse prognosis (p < 0.001). Even after adjusting for confounding factors through PSM, these survival rate differences remained significant, with RLPS still showing worse prognosis (p = 0.017). Furthermore, our analysis of transcriptomic data led to the identification of 467 differentially expressed genes. Additionally, we noted significant differences in the immune microenvironment and whole exome sequencing data between the two groups.
    UNASSIGNED: There are significant differences between patients with RLPS and NRLPS. Therefore, from clinical research to treatment strategies, RLPS and NRLPS should be considered as two distinct types of tumors, necessitating differentiated approaches for their study and treatment.
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  • 文章类型: Journal Article
    背景:黏液性脂肪肉瘤黏液样脂肪肉瘤是一种来源于血管周围未分化基质细胞的恶性黏液样软组织肿瘤,下体腔和肌肉间隙,由前脂肪细胞分化为成熟细胞的不同阶段的细胞组成。在极少数情况下,它可能会从脂肪瘤恶性肿瘤改变。主要表现为无痛肿块,相对缓慢的增长,课程可以持续几十年,脂肪肉瘤在人群中的患病率为14%至18%,主要是成年人,男性患病率高于女性,但不重要。主要的好头发部分是大腿,有粘液性,高分化型,去分化类型,多态类型。临床诊断困难,早期没有明显的症状,所以诊断要结合B超,MRI,CT,以及其他辅助考试。金标准是病理检查。2023年12月,我们部门收治了一名腹部黏液性肿块患者。报告如下。
    方法:脂肪肉瘤会转移吗?手术后需要化疗吗?将来会复发吗?手术后的生存期是多少?
    方法:粘液性脂肪肉瘤。
    方法:手术切除肉瘤。
    结果:结节样本为33*28*13厘米,有完整的胶囊,灰色和黄色部分,质地细腻,软,灰色,红色,灰色,和黄色的粘液结节在某些地区,结节最大直径为21cm。免疫组化为:CD34(+),CDK4(+),CK(-),Desmin(弱+),Ki67(指数5%),MDM2(-),p16(弱+),S-100P(+),波形蛋白(+),BCL-2(+)。他还被送到北京协和医院病理科与陆朝晖教授会诊,其咨询意见与黏液脂肪肉瘤一致。
    结论:腹膜后脂肪肉瘤是一种常见的腹膜后肿瘤,但在临床实践中相对罕见;总体发病率较低,主要表现为腹痛和腹胀,腹胀,病程长;对放疗和化疗不敏感,并应密切随访CT检查以了解复发和转移。
    BACKGROUND: Mucinous liposarcoma myxoid liposarcoma is a malignant mucoid soft tissue tumor derived from undifferentiated stromal cells in perivascular, subbody cavity and intermuscular space, and composed of cells at different stages of differentiation from preadipocytes to mature cells. In rare cases, it may change from lipoma malignancy. The main manifestations is painless mass, relatively slow growth, the course can last decades, the prevalence of liposarcoma in the population is 14% to 18%, mainly in adults, male prevalence is higher than women, but not significant. The main good hair part is the thigh, have mucinous sex, high differentiation type, dedifferentiation type, polymorphic type. Clinical diagnosis is difficult, and there are no obvious symptoms in the early stage, so the diagnosis should be combined with B ultrasound, MRI, CT, and other auxiliary examinations. The gold standard is pathological examination. In December 2023, our department admitted a patient with a mucinous abdominal mass. The report is as follows.
    METHODS: Does liposarcoma metastasize? Is any chemotherapy required after surgery? Will it ever relapse in the future? What is the survival period after surgery?
    METHODS: Mucinous liposarcoma.
    METHODS: Surgical resection of the sarcoma.
    RESULTS: The nodule sample was 33 * 28 * 13 cm, with complete capsule, gray and yellow sections, fine texture, soft, gray, red, grayish, and yellow mucoid nodules in some areas, and the maximum diameter of the nodules was 21cm. Immunohistochemistry was: CD34 (+), CDK 4 (+), CK (-), Desmin (weak +), Ki67 (index 5%), MDM 2 (-), p16 (weak +), S-100P (+), Vimentin (+), BCL-2 (+). He was also sent to the Department of Pathology of Peking Union Medical College Hospital for consultation with Professor Lu Zhaohui, whose consultation opinion was in line with myxoliposarcoma.
    CONCLUSIONS: Retroperitoneal liposarcoma is a common retroperitoneal tumor, but it is relatively rare in clinical practice; the overall morbidity is low, mainly manifested as abdominal pain and abdominal distension, abdominal distension, and a long course of disease; it is not sensitive to radiotherapy and chemotherapy, and should be closely follow up by CT examination to understand the recurrence and metastasis.
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  • 文章类型: Journal Article
    脂肪肉瘤(LPS)是一种罕见的软组织肉瘤,从脂肪细胞的分化发展,通常发生在下肢和腹膜后间隙。根据其组织学形态和分子变化,LPS可分为各种亚型,每个都表现出不同的生物学行为。治疗期间,特别是在腹膜后产生的LPS,初次手术的范围和质量至关重要.治疗策略必须针对LPS的特定类型进行调整。在过去的几十年里,LPS的治疗经历了许多进步,随着新的治疗方法,如靶向药物和免疫疗法不断涌现。本文综述了其生物学特性,分子改变,以及各种LPS亚型的手术和药物治疗,目的是增强临床医生的理解并强调个体化精准治疗的重要性。随着对LPS生物学特性和分子改变的深入了解,未来的治疗趋势可能更侧重于制定个性化治疗计划,以更好地解决各种类型的LPS.
    Liposarcoma (LPS) is a rare soft tissue sarcoma that develops from the differentiation of fat cells, typically occurring in the lower extremities and retroperitoneal space. Depending on its histological morphology and molecular changes, LPS can be divided into various subtypes, each exhibiting distinct biological behaviors. During treatment, especially for LPS arising in the retroperitoneum, the extent and quality of the initial surgery are critically important. Treatment strategies must be tailored to the specific type of LPS. Over the past few decades, the treatment of LPS has undergone numerous advancements, with new therapeutic approaches such as targeted drugs and immunotherapies continually emerging. This paper reviews the biological characteristics, molecular alterations, as well as surgical and pharmacological treatments of various LPS subtypes, with the aim of enhancing clinicians\' understanding and emphasizing the importance of individualized precision therapy. With a deeper understanding of the biological characteristics and molecular alterations of LPS, future treatment trends are likely to focus more on developing personalized treatment plans to better address the various types of LPS.
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  • 文章类型: Journal Article
    背景:作为一种常见的软组织肉瘤,脂肪肉瘤(LPS)是一种来源于脂肪组织的异质性恶性肿瘤。由于转移和复发的风险很高,LPS的预后仍然不利。提高临床治疗水平,稳健的风险预测模型对于评估LPS患者的预后至关重要.
    方法:通过对来自GEO数据集的数据的综合分析,获得差异表达基因(DEGs)。随后采用单变量和LassoCox回归来揭示与远处无复发生存(DRFS)相关的DEGs并开发预后基因标签。通过Kaplan-Meier生存率和ROC曲线进行评估。进行GSEA和免疫浸润分析以阐明该模型在LPS进展中的分子机制和免疫相关性。此外,相关分析用于破译该模型对LPS的治疗意义.
    结果:开发了一种六基因标签来预测LPS患者的DRFS,并在更具侵略性的LPS亚型中显示出更高的精度性能。然后,基于该风险模型,进一步建立了临床应用的列线图.通过GSEA,高危人群的细胞周期相关通路显著富集.在LPS微环境中,中性粒细胞,记忆B细胞和静息肥大细胞在高危和低危患者的细胞丰度上表现出显著差异.此外,该模型与治疗靶点显著相关.
    结论:建立了预后性的六基因标签,并与细胞周期通路和治疗靶基因显著相关,这可能为LPS进展的风险评估和LPS患者改善预后的治疗策略提供新的见解。
    BACKGROUND: As a common soft tissue sarcoma, liposarcoma (LPS) is a heterogeneous malignant tumor derived from adipose tissue. Due to the high risk of metastasis and recurrence, the prognosis of LPS remains unfavorable. To improve clinical treatment, a robust risk prediction model is essential to evaluate the prognosis of LPS patients.
    METHODS: By comprehensive analysis of data derived from GEO datasets, differentially expressed genes (DEGs) were obtained. Univariate and Lasso Cox regressions were subsequently employed to reveal distant recurrence-free survival (DRFS)-associated DEGs and develop a prognostic gene signature, which was assessed by Kaplan-Meier survival and ROC curve. GSEA and immune infiltration analyses were conducted to illuminate molecular mechanisms and immune correlations of this model in LPS progression. Furthermore, a correlation analysis was involved to decipher the therapeutic significance of this model for LPS.
    RESULTS: A six-gene signature was developed to predict DRFS of LPS patients and showed higher precision performance in more aggressive LPS subtypes. Then, a nomogram was further established for clinical application based on this risk model. Via GSEA, the high-risk group was significantly enriched in cell cycle-related pathways. In the LPS microenvironment, neutrophils, memory B cells and resting mast cells exhibited significant differences in cell abundance between high-risk and low-risk patients. Moreover, this model was significantly correlated with therapeutic targets.
    CONCLUSIONS: A prognostic six-gene signature was developed and significantly associated with cell cycle pathways and therapeutic target genes, which could provide new insights into risk assessment of LPS progression and therapeutic strategies for LPS patients to improve their prognosis.
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  • 文章类型: Journal Article
    背景:腹膜后脂肪肉瘤(RLPS)占腹膜后肉瘤的大多数。虽然手术切除仍然是唯一的治疗方法,确定RLPS的最佳手术策略仍然难以捉摸.这项研究解决了围绕RLPS最佳手术策略的持续辩论。
    方法:我们招募了77例接受积极手术治疗的RLPS患者。患者分为三种手术亚型:胰腺上RLPS,胰腺RLPS,和胰腺下RLPS。我们的标准化手术策略涉及根据手术亚型切除宏观上未受累的相邻器官。我们收集了临床,用于分析的病理和预后数据。
    结果:中位随访时间为45.5个月。总生存期(OS)和无复发生存期(RFS)与多灶性RLPS显著相关,病理亚型,复发RLPS和组织学分级(OS分别为P=0.011,0.004,0.010和<0.001,RFS分别为P=0.004,0.001,<0.001和<0.001)。高分化脂肪肉瘤(WDLPS)的5年估计OS,G1RLPS,从头RLPS和单焦点RLPS为100%,89.4%,75.3%和69.1%,分别。远处转移率为1.4%。胰腺上的发病率(≥III级),胰腺,胰下RLPS为26.7%,15.6%,和13.3%,分别。围手术期死亡率为2.6%。
    结论:标准化的积极手术策略证明了RLPS的预后益处,特别是对于G1RLPS,WDLPS,单焦点RLPS,和从头RLPS。这种方法有效地平衡了充分暴露的考虑,手术安全,彻底去除所有脂肪组织。G1RLPS,WDLPS,单焦点RLPS,从头RLPS可能是积极手术政策的潜在指征。
    BACKGROUND: Retroperitoneal liposarcoma (RLPS) constitutes the majority of retroperitoneal sarcomas. While surgical resection remains the sole curative approach, determining the optimal surgical strategy for RLPS remains elusive. This study addresses the ongoing debate surrounding the optimal surgical strategy for RLPS.
    METHODS: We recruited 77 patients with RLPS who underwent aggressive surgical policies. Patients were categorized into three surgical subtypes: suprapancreatic RLPS, pancreatic RLPS, and subpancreatic RLPS. Our standardized surgical strategy involved resecting macroscopically uninvolved adjacent organs according to surgical subtypes. We collected clinical, pathological and prognostic data for analyses.
    RESULTS: The median follow-up was 45.5 months. Overall survival (OS) and recurrence-free survival (RFS) were significantly correlated with multifocal RLPS, pathological subtype, recurrent RLPS and histological grade (P for OS = 0.011, 0.004, 0.010, and < 0.001, P for RFS = 0.004, 0.001, < 0.001, and < 0.001, respectively). The 5-Year Estimate OS of well-differentiated liposarcoma (WDLPS), G1 RLPS, de novo RLPS and unifocal RLPS were 100%, 89.4%, 75.3% and 69.1%, respectively. The distant metastasis rate was 1.4%. The morbidity rates (≥ grade III) for suprapancreatic, pancreatic, and subpancreatic RLPS were 26.7%, 15.6%, and 13.3%, respectively. The perioperative mortality rate is 2.6%.
    CONCLUSIONS: Standardized aggressive surgical policies demonstrated prognostic benefits for RLPS, particularly for G1 RLPS, WDLPS, unifocal RLPS, and de novo RLPS. This approach effectively balanced considerations of adequate exposure, surgical safety, and thorough removal of all fat tissue. G1 RLPS, WDLPS, unifocal RLPS, and de novo RLPS could be potential indications for aggressive surgical policies.
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  • 文章类型: Journal Article
    目的:评估基于术前对比增强CT(CECT)的深度学习影像组学列线图(DLRN)预测小鼠双分2(MDM2)基因扩增的有效性,以区分腹膜后高分化脂肪肉瘤(WDLPS)和脂肪瘤。
    方法:这项回顾性多中心研究包括167名患者(训练/外部测试队列,104/63)患有MDM2阳性WDLPS或MDM2阴性脂肪瘤。临床数据和CECT特征由两名放射科医生独立测量和分析。临床放射模型,放射组学签名(RS),深度学习和影像组学签名(DLRS),并开发了包含影像组学和深度学习功能的DLRN以区分WDLPS和脂肪瘤。根据受试者工作特征曲线下面积(AUC)评估模型效用,准确度,校正曲线,和决策曲线分析(DCA)。
    结果:DLRN在训练中显示出很好的区分腹膜后脂肪瘤和WDLPS的表现(AUC,0.981;精度,0.933)和外部验证组(AUC,0.861;准确度,0.810)。DeLong测试显示DLRN明显优于临床放射学和RS模型(训练:0.981vs.0.890vs.0.751;验证:0.861与0.724vs.0.700;两者P<0.05);然而,DLRN和DLRS之间的表现没有明显差异(训练:0.981vs.0.969;验证:0.861与0.837;均P>0.05)。校准曲线分析和DCA表明,列线图显示出良好的校准效果,并具有明显的临床优势。
    结论:DLRN在术前预测WDLPS和腹膜后脂肪瘤方面表现出较强的预测能力,使其成为有前途的成像生物标志物,可以促进个性化管理和精准医疗。
    OBJECTIVE: To assess the efficacy of a preoperative contrast-enhanced CT (CECT)-based deep learning radiomics nomogram (DLRN) for predicting murine double minute 2 (MDM2) gene amplification as a means of distinguishing between retroperitoneal well-differentiated liposarcomas (WDLPS) and lipomas.
    METHODS: This retrospective multi-center study included 167 patients (training/external test cohort, 104/63) with MDM2-positive WDLPS or MDM2-negative lipomas. Clinical data and CECT features were independently measured and analyzed by two radiologists. A clinico-radiological model, radiomics signature (RS), deep learning and radiomics signature (DLRS), and a DLRN incorporating radiomics and deep learning features were developed to differentiate between WDLPS and lipoma. The model utility was evaluated based on the area under the receiver operating characteristic curve (AUC), accuracy, calibration curve, and decision curve analysis (DCA).
    RESULTS: The DLRN showed good performance for distinguishing retroperitoneal lipomas and WDLPS in the training (AUC, 0.981; accuracy, 0.933) and external validation group (AUC, 0.861; accuracy, 0.810). The DeLong test revealed the DLRN was noticeably better than clinico-radiological and RS models (training: 0.981 vs. 0.890 vs. 0.751; validation: 0.861 vs. 0.724 vs. 0.700; both P < 0.05); however, no discernible difference in performance was seen between the DLRN and DLRS (training: 0.981 vs. 0.969; validation: 0.861 vs. 0.837; both P > 0.05). The calibration curve analysis and DCA demonstrated that the nomogram exhibited good calibration and offered substantial clinical advantages.
    CONCLUSIONS: The DLRN exhibited strong predictive capability in predicting WDLPS and retroperitoneal lipomas preoperatively, making it a promising imaging biomarker that can facilitate personalized management and precision medicine.
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  • 文章类型: Journal Article
    背景:小鼠双分2同源物(MDM2)癌基因在许多癌症中发挥致癌活性,并代表潜在的治疗靶标。这项试验评估了安全性,药代动力学,药效学,和阿利佐马地林(APG-115)的初步疗效,一种新型MDM2/p53抑制剂,晚期实体瘤患者。
    方法:招募组织学证实的晚期实体瘤患者,这些患者已进展至标准治疗或缺乏有效治疗。Alrizomadlin每隔一天每天一次,持续28天周期的21天,直到疾病进展或无法耐受的毒性。
    结果:共有21例患者入组并接受alrizomadlin治疗;57.1%为男性,中位年龄为47(25-60)岁。阿利佐马地林的最大耐受剂量为150mg,推荐的II期剂量为100mg。200mg队列中的一名患者经历了血小板减少症和发热性中性粒细胞减少症的剂量限制性毒性。最常见的3/4级治疗相关不良事件为血小板减少症(33.3%),淋巴细胞减少症(33.3%),中性粒细胞减少症(23.8%),贫血(23.8%)。Alrizomadlin显示出近似线性的药代动力学(剂量范围100-200mg),并且与血浆巨噬细胞抑制性细胞因子1增加有关,表明p53途径激活。在20名可评估的患者中,2[10%,95%置信区间(CI)1.2%至31.7%]患者获得部分缓解,10(50%,95%CI27.2%至72.8%)显示疾病稳定。中位无进展生存期为6.1(95%CI1.7-10.4)个月,野生型与突变型TP53患者的时间明显更长(7.9个月对2.2个月,分别;P<0.001)。在MDM2扩增和野生型TP53的患者中,总体缓解率为25%(2/8),疾病控制率为100%(8/8)。
    结论:Alrizomadlin具有可接受的安全性,并在MDM2扩增和TP53野生型肿瘤中显示出有希望的抗肿瘤活性。这项研究支持进一步探索alrizomadlin,推荐剂量为100mgq.o.d。在21天和7天的治疗方案中。
    BACKGROUND: The mouse double minute 2 homolog (MDM2) oncogene exerts oncogenic activities in many cancers and represents a potential therapeutic target. This trial evaluated the safety, pharmacokinetics, pharmacodynamics, and preliminary efficacy of alrizomadlin (APG-115), a novel MDM2/p53 inhibitor, in patients with advanced solid tumors.
    METHODS: Patients with histologically confirmed advanced solid tumors who had progressed to standard treatment or lacked effective therapies were recruited. Alrizomadlin was administered once daily every other day for 21 days of a 28-day cycle until disease progression or intolerable toxicity.
    RESULTS: A total of 21 patients were enrolled and treated with alrizomadlin; 57.1% were male and the median age was 47 (25-60) years. The maximum tolerated dose of alrizomadlin was 150 mg and the recommended phase II dose was 100 mg. One patient in the 200-mg cohort experienced dose-limiting toxicity of thrombocytopenia and febrile neutropenia. The most common grade 3/4 treatment-related adverse events were thrombocytopenia (33.3%), lymphocytopenia (33.3%), neutropenia (23.8%), and anemia (23.8%). Alrizomadlin demonstrated approximately linear pharmacokinetics (dose range 100-200 mg) and was associated with increased plasma macrophage inhibitory cytokine-1, indicative of p53 pathway activation. Of the 20 assessable patients, 2 [10%, 95% confidence interval (CI) 1.2% to 31.7%] patients achieved partial response and 10 (50%, 95% CI 27.2% to 72.8%) showed stable disease. The median progression-free survival was 6.1 (95% CI 1.7-10.4) months, which was significantly longer in patients with wild-type versus mutant TP53 (7.9 versus 2.2 months, respectively; P < 0.001). Among patients with MDM2 amplification and wild-type TP53, the overall response rate was 25% (2/8) and the disease control rate was 100% (8/8).
    CONCLUSIONS: Alrizomadlin had an acceptable safety profile and demonstrated promising antitumor activity in MDM2-amplified and TP53 wild-type tumors. This study supports further exploration of alrizomadlin with recommended doses of 100 mg q.o.d. in 21 days on and 7 days off regimen.
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  • 文章类型: Journal Article
    目的:腹膜后脂肪肉瘤(RLPS)的根治性切除可能需要血管切除和重建。进行该研究以评估具有主要血管受累的RLPS的手术结果。
    方法:2011年4月至2022年12月在北京大学肿瘤医院肉瘤中心接受手术切除的RLPS患者从前瞻性维护的数据库中进行鉴定。患者分为两组:血管切除组和非血管切除组。进行倾向评分匹配分析以消除组间的基线差异。分析手术细节和术后结果。此外,评估了无局部复发生存期(LRFS)和总生存期(OS)的预后因素.
    结果:总体而言,199例患者被确定,中位随访期为48个月(四分位距[IQR]45-69)。42例(21%)患者行血管切除,其中25人血管浸润。共有39例患者进行了血管置换,3例患者进行了部分切除术(侧壁切除术)。血管切除的主要发病率较高(38%vs.14%,p<0.001)和30天死亡率(7.1%vs.1.3%,p=0.005)。经过倾向匹配分析,接受血管切除术的患者的5年LRFS和OS率与无血管受累的患者相当.大血管切除不是LRFS或OS的独立危险因素。
    结论:尽管伴随着重大发病率和死亡率的风险增加,大血管切除使晚期RLPS患者能够进行根治性切除,与没有提供的5年期LRFS和OS费率相比,提供可比的5年期LRFS和OS费率。
    OBJECTIVE: Radical resection of retroperitoneal liposarcoma (RLPS) may necessitate vascular resection and reconstruction. The study was conducted to assess surgical outcomes of surgery for RLPS with major vascular involvement.
    METHODS: Patients with RLPS who underwent surgical resection at the Sarcoma Center of Peking University Cancer Hospital between April 2011 and December 2022 were identified from a prospectively maintained database. Patients were classified into two groups: vascular resection and non-vascular resection groups. A propensity score matching analysis was performed to eliminate baseline differences between the groups. Surgical details and postoperative outcomes were analyzed. Furthermore, prognostic factors for local recurrence-free survival (LRFS) and overall survival (OS) were assessed.
    RESULTS: Overall, 199 patients were identified and the median follow-up period was 48 (interquartile range [IQR] 45-69) months. Vascular resection was performed in 42 (21%) patients, 25 of whom had vascular infiltration. A total of 39 patients had vascular replacement and 3 patients underwent partial resection (side-wall resection). Vascular resection was burdened by higher rates of major morbidity (38% vs. 14%, p < 0.001) and 30-day mortality (7.1% vs. 1.3%, p = 0.005). After propensity-matched analysis, patients who underwent vascular resection had 5-year LRFS and OS rates comparable to those without vascular involvement. Major vascular resection was not an independent risk factor for LRFS or OS.
    CONCLUSIONS: Although accompanied by increased risks of major morbidity and mortality, the major vascular resection enabled radical resection in patients with advanced RLPS, affording comparable 5-year LRFS and OS rates compared to those who did not.
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  • 文章类型: Journal Article
    目的:我们开发了可解释的机器学习模型来预测腹膜后脂肪肉瘤(RLPS)患者的总生存期(OS)。这种方法旨在增强我们建模结果的可解释性和透明度。
    方法:我们从监测中收集RLPS患者的临床病理信息,流行病学,和最终结果(SEER)数据库,并以7:3的比例将它们分配到训练集和验证集。同时,我们从海军医科大学第一附属医院(上海,中国)。我们进行了LASSO回归和多变量Cox比例风险分析,以识别相关的危险因素,然后将其组合以开发六个机器学习(ML)模型:Cox比例风险模型(Coxph),随机生存森林(RSF),游侠,使用分量线性模型(GBM)的梯度增强,决策树,提升树木。使用一致性指数(C指数)评估了这些ML模型的预测性能,积分累积/动态曲线下面积(AUC),和综合Brier得分,以及Cox-Snell残差图。我们还使用了时间依赖的变量重要性,部分依赖生存图的分析,和聚集生存Shapley加法扩张(SurvSHAP)图的生成,以提供最优模型的全局解释。此外,SurvSHAP(t)和生存局部可解释模型不可知解释(SurvLIME)图用于提供最佳模型的局部解释。
    结果:最终的ML模型由六个因素组成:患者的年龄,性别,婚姻状况,手术史,以及肿瘤的组织病理学分类,组织学分级,SEER阶段。我们的预后模型表现出显著的判别能力,特别是在游侠模型表现最佳的情况下。在训练集中,验证集,和外部验证集,1、3和5年OS的AUC均高于0.83,Brier积分始终低于0.15.游侠模型的可解释性分析还表明,组织学分级,组织病理学分类,年龄是预测操作系统的最重要因素。
    结论:rangerML预后模型表现出最佳性能,可用于预测RLPS患者的OS,为临床医生提前做出明智的决定提供有价值和关键的参考。
    OBJECTIVE: We have developed explainable machine learning models to predict the overall survival (OS) of retroperitoneal liposarcoma (RLPS) patients. This approach aims to enhance the explainability and transparency of our modeling results.
    METHODS: We collected clinicopathological information of RLPS patients from The Surveillance, Epidemiology, and End Results (SEER) database and allocated them into training and validation sets with a 7:3 ratio. Simultaneously, we obtained an external validation cohort from The First Affiliated Hospital of Naval Medical University (Shanghai, China). We performed LASSO regression and multivariate Cox proportional hazards analysis to identify relevant risk factors, which were then combined to develop six machine learning (ML) models: Cox proportional hazards model (Coxph), random survival forest (RSF), ranger, gradient boosting with component-wise linear models (GBM), decision trees, and boosting trees. The predictive performance of these ML models was evaluated using the concordance index (C-index), the integrated cumulative/dynamic area under the curve (AUC), and the integrated Brier score, as well as the Cox-Snell residual plot. We also used time-dependent variable importance, analysis of partial dependence survival plots, and the generation of aggregated survival SHapley Additive exPlanations (SurvSHAP) plots to provide a global explanation of the optimal model. Additionally, SurvSHAP (t) and survival local interpretable model-agnostic explanations (SurvLIME) plots were used to provide a local explanation of the optimal model.
    RESULTS: The final ML models are consisted of six factors: patient\'s age, gender, marital status, surgical history, as well as tumor\'s histopathological classification, histological grade, and SEER stage. Our prognostic model exhibits significant discriminative ability, particularly with the ranger model performing optimally. In the training set, validation set, and external validation set, the AUC for 1, 3, and 5 year OS are all above 0.83, and the integrated Brier scores are consistently below 0.15. The explainability analysis of the ranger model also indicates that histological grade, histopathological classification, and age are the most influential factors in predicting OS.
    CONCLUSIONS: The ranger ML prognostic model exhibits optimal performance and can be utilized to predict the OS of RLPS patients, offering valuable and crucial references for clinical physicians to make informed decisions in advance.
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  • 文章类型: Case Reports
    纵隔脂肪肉瘤免疫治疗后手术的可行性仍不确定。此外,目前仍缺乏对脂肪肉瘤的免疫治疗。我们报告了一例左纵隔脂肪肉瘤切除术后复发的病例。复发后,一个疗程的pembrolizumab加盐酸安洛替尼没有显示肿瘤缩小,基因检测显示CDK4扩增和PD-L1TPS<1%;因此,该计划更改为一个疗程的pembrolizumab加palbociclib,但是肿瘤仍然没有缩小。因此,进行了第二次肿瘤切除。此外,术后病理仍为高分化脂肪肉瘤.免疫治疗在脂肪肉瘤中的意义仍需进一步探讨。在没有手术禁忌症的情况下,二次手术可能是可行的。
    The feasibility of surgery after immunotherapy for mediastinal liposarcoma remains uncertain. Besides, the case of immunotherapy for liposarcoma is still lacking. We report a case of recurrence after resection of a left mediastinal liposarcoma. After recurrence, one course of pembrolizumab plus anlotinib hydrochloride showed no tumor shrinkage, and genetic testing showed CDK4 amplification and PD-L1 TPS <1%; therefore, the plan was changed to one course of pembrolizumab plus palbociclib, but the tumor still did not shrink. Thus, second tumor resection was performed. In addition, the postoperative pathology was still well-differentiated liposarcoma. The significance of immunotherapy in liposarcoma still needs to be further explored. In the absence of surgical contraindications, secondary surgery might be feasible.
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