Spinal metastases

  • 文章类型: Journal Article
    目的:接受手术治疗的脊柱转移瘤患者面临与术前贫血相关的挑战,术中失血,和脆弱,强调围手术期血液管理的重要性。这项回顾性分析旨在评估血红蛋白相关参数与结局之间的相关性,确定关键标记以帮助血液管理。
    方法:对脊柱转移瘤患者进行回顾性分析。Hb相关参数,包括基线Hb,术后最低点Hb,预放电Hb,术后最低点血红蛋白漂移,和出院前Hb漂移(绝对值和百分比)进行单变量和多变量分析。这些分析与其他已建立的变量一起进行,以鉴定预测患者结果的独立标志物。感兴趣的结果是术后短期(6周)死亡率,长期(1年)死亡率,和术后30天的发病率。
    结果:共289例患者纳入研究。我们的研究表明,出院前Hb(OR0.62,95%CI0.44-0.88,P=0.007)是短期死亡率的独立预后因素。而基线Hb(OR0.76,95%CI0.66-0.88,P<0.001)被确定为长期死亡率的独立预后因素。此外,发现最低点Hb漂移(OR0.82,95%CI0.70-0.97,P=0.023)是术后30天发病率的独立预后因素。
    结论:这项研究表明,基线Hb,和最低点血红蛋白漂移是预后因素。这些发现为精确的血液管理策略提供了基础。适当考虑Hb相关参数至关重要,未来应进行针对这些标志物的前瞻性干预研究。
    OBJECTIVE: Patients with spinal metastases undergoing surgical treatment face challenges related to preoperative anemia, intraoperative blood loss, and frailty, emphasizing the significance of perioperative blood management. This retrospective analysis aimed to assess the correlation between hemoglobin-related parameters and outcomes, identifying key markers to aid in blood management.
    METHODS: A retrospective review was performed to identify patients who underwent surgical treatment for spinal metastases. Hb-related parameters, including baseline Hb, postoperative nadir Hb, predischarge Hb, postoperative nadir Hb drift, and predischarge Hb drift (both in absolute values and percentages) were subjected to univariate and multivariate analyses. These analyses were conducted in conjunction with other established variables to identify independent markers predicting patient outcomes. The outcomes of interest were postoperative short-term (6-week) mortality, long-term (1-year) mortality, and postoperative 30-day morbidity.
    RESULTS: A total of 289 patients were included. Our study demonstrated that predischarge Hb (OR 0.62, 95% CI 0.44-0.88, P = 0.007) was an independent prognostic factor of short-term mortality, while baseline Hb (OR 0.76, 95% CI 0.66-0.88, P < 0.001) was identified as an independent prognostic factor of long-term mortality. Additionally, nadir Hb drift (OR 0.82, 95% CI 0.70-0.97, P = 0.023) was found to be an independent prognostic factor for postoperative 30-day morbidity.
    CONCLUSIONS: This study demonstrated that predischarge Hb, baseline Hb, and nadir Hb drift are prognostic factors for outcomes. These findings provide a foundation for precise blood management strategies. It is crucial to consider Hb-related parameters appropriately, and prospective intervention studies addressing these markers should be conducted in the future.
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  • 文章类型: Case Reports
    超声引导下穿刺活检结合免疫组织化学和分子检测可以提高滤泡性甲状腺癌骨转移的诊断准确性,有助于预测远处转移和预后。
    转移性甲状腺滤泡癌最初伴有骨病变并不常见,它的主要症状是逐渐发作,局部疼痛。在甲状腺切除术前诊断为骨转移的患者死亡率较高,临床医生应谨慎寻找中年人群的临床病史和这种隐匿的症状,进行进一步检查。我们提供两个滤泡性甲状腺癌骨转移的病例报告,我们的临床团队进行了超声引导下穿刺活检结合免疫组织化学(IHC)以确定肿瘤的来源和性质,回顾了相关文献,讨论了分子测试,我们认为粗针活检结合IHC和分子检测可提高甲状腺滤泡癌骨转移的诊断准确性.
    UNASSIGNED: Ultrasound-guided core needle biopsy combined with immunohistochemistry and molecular testing could improve the diagnostic accuracy of bone metastases from follicular thyroid carcinoma, help to predict distant metastasis and prognosis.
    UNASSIGNED: Metastatic thyroid follicular carcinoma presenting initially with bone lesion is uncommon, its prime symptom is gradual onset, localized pain. Patient with bone metastasis who were diagnosed before thyroidectomy had a higher rate of mortality, clinician should be cautious in eliciting the clinical history and this insidious symptom in middle age group, carry out further examination. We are presenting two case reports of a follicular thyroid carcinoma with bone metastasis, ultrasound-guided core needle biopsy combined with immunohistochemistry (IHC) were carried out by our clinical team to determine the source and nature of the tumor, relevant literature was reviewed, molecular testing was discussed, we believe core needle biopsy combined with IHC and molecular testing improve the diagnostic accuracy of bone metastases from follicular thyroid carcinoma.
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  • 文章类型: Journal Article
    目的:终末期脊柱转移瘤的治疗选择仍存在争议。随着微波技术在脊柱肿瘤中的不断发展,相关研究报道,微波结合椎弓根螺钉内固定、经皮椎体成形术等技术可以达到肿瘤消融的目的,缓解脊髓压迫,增强脊柱稳定性,有效缓解疼痛,降低复发率。本研究旨在分析微波消融联合减压椎弓根螺钉内固定治疗脊柱转移瘤伴病理性骨折的疗效。
    方法:这项回顾性研究纳入了2016年1月至2020年7月治疗的82例脊柱转移和病理性骨折患者,其中44例患者接受椎弓根螺钉内固定并进行椎板切除术(固定组),其余38例接受微波消融治疗。手术前,所有患者均采用视觉模拟评分法(VAS)进行疼痛评估,并采用Frankel分级法进行脊髓损伤评估.手术后,使用Tomita评分评估患者的预后,修改了德桥评分系统,和无进展生存期。此外,比较两组的手术时间和出血量。生存分析使用Kaplan-Meier方法和对数秩检验进行组比较。配对t检验和Mann-WhitneyU检验应用于度量和非正态分布数据,分别。使用χ2检验评估各组的神经功能改善。
    结果:在固定组和MWA组中,所有患者均获得随访,中位随访时间为18和20个月,分别,随访期为6至36个月。与术前评分相比,所有患者术后VAS评分均有统计学意义的降低。MWA组失血减少(t=2.74,p=0.01),1个月和3个月随访时VAS评分较低(t=2.34,P=0.02;t=2.83,p=0.006),与固定组相比,无进展生存期更长(p=0.03)。尽管MWA组的手术时间长于固定组,差异无统计学意义(t=6.06,p=0.12).两组间脊髓功能改善无统计学差异(p=0.77)。
    结论:与减压椎弓根螺钉内固定治疗脊柱转移瘤伴病理性骨折相比,微波消融联合减压和椎弓根螺钉固定在疼痛控制方面显示出更好的效果,无进展生存期更长,在不增加手术时间的情况下减少失血,这对临床实践具有有利的意义。
    OBJECTIVE: There is still controversy over the choice of treatment for end-stage spinal metastases. With the continuous development of microwave technology in spinal tumors, related studies have reported that microwave combined with techniques such as pedicle screw fixation and percutaneous vertebroplasty can achieve the purpose of tumor ablation, relieving spinal cord compression, enhancing spinal stability, effectively relieving pain, and reducing recurrence rates. This study aimed to analyze the effectiveness of microwave ablation combined with decompression and pedicle screw fixation in the palliative management of spinal metastases with pathological fractures.
    METHODS: This retrospective study enrolled 82 patients with spinal metastases and pathological fractures treated between January 2016 and July 2020, with 44 patients undergoing pedicle screw fixation along with laminectomy (fixation group) and the remaining 38 receiving microwave ablation in addition to the treatment provided to group fixation (MWA group). Before surgery, all patients underwent pain assessment using the visual analogue scale (VAS) and evaluation of spinal cord injury using the Frankel classification. After surgery, the patients\' prognoses were assessed using the Tomita score, modified Tokuhashi score system, and progression-free survival. Additionally, we compared operative time and blood loss between the two groups. Survival analysis utilized the Kaplan-Meier method with a log-rank test for group comparisons. Paired t-tests and the Mann-Whitney U test were applied to metric and non-normally distributed data, respectively. Neurological function improvement across groups was evaluated using the χ2 test.
    RESULTS: All patients were followed up for a median duration of 18 and 20 months in the fixation and MWA groups, respectively, with follow-up periods ranging from 6 to 36 months. Statistically significant reductions in postoperative VAS scores were observed in all patients compared with their preoperative scores. The MWA group exhibited reduced blood loss (t = 2.74, p = 0.01), lower VAS scores at the 1- and 3-month follow-ups (t = 2.34, P = 0.02; t = 2.83, p = 0.006), and longer progression-free survival than the fixation group (p = 0.03). Although the operation times in the MWA group were longer than those in the fixation group, this difference was not statistically significant (t = 6.06, p = 0.12). No statistically significant differences were found regarding improvements in spinal cord function between the two groups (p = 0.77).
    CONCLUSIONS: Compared with decompression and pedicle screw fixation for treating spinal metastases with pathological fractures, microwave ablation combined with decompression and pedicle screw fixation showed better outcomes in terms of pain control, longer progression-free survival, and lower blood loss without increasing operative time, which has favorable implications for clinical practice.
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  • 文章类型: Journal Article
    背景:本研究旨在评估微型开放和经管状入路在接受减压手术的脊柱转移瘤患者中的围手术期安全性和有效性。
    方法:在2017年6月至2022年6月期间,回顾性分析了37例脊柱转移瘤患者通过微型开放或跨管状入路进行减压手术。34例患者纳入本研究。19人通过迷你开放方法接受了减压手术,15人接受了跨管状入路。使用T检验和卡方检验来评估基线数据与主要和次要结果之间的差异。
    结果:除门诊状态外,跨肾管和微开放组的基线特征没有显着差异(P<0.001)。两组患者失血量差异无统计学意义(P=0.061)。手术时间,术中输血,术中并发症(硬脑膜撕裂),两组患者术后住院情况比较,差异无统计学意义(P>0.05)。经管组术后引流量明显减少(133.5±30.9mlvs.364.5±64.2ml,p=0.003),和排水时间(3.1±0.2天vs.4.6±0.5天,p=0.019)与Mini-open组相比(P<0.05)。亚组分析显示,对于低血管性肿瘤患者,经肾小管组的失血量明显少于Mini-open组(951.1±171.7mlvs.1599.1±105.7ml,P=0.026)。
    结论:对于脊柱转移瘤患者,通过微开放或跨管状减压是安全有效的。经肾小管入路可能更适合于低血管性肿瘤患者。
    BACKGROUND: This study aimed to evaluate the perioperative safety and efficacy of the Mini-open and trans-tubular approach in patients with spinal metastases who underwent decompression surgery.
    METHODS: 37 consecutive patients with spinal metastases who underwent decompression surgery through a Mini-open or trans-tubular approach were retrospectively reviewed between June 2017 and June 2022. Thirty-four patients were included in this study. 19 underwent decompression surgery through the Mini-open approach, and 15 underwent the Trans-tubular approach. T-test and chi-square test were used to evaluate the difference between baseline data and primary and secondary outcomes.
    RESULTS: Baseline characteristics did not differ significantly between Trans-tubular and Mini-open groups except for the Ambulatory status (P < 0.001). There was no significant difference in blood loss between the two groups (P = 0.061). Operative time, intraoperative blood transfusion, intraoperative complication (dural tear), and postoperative hospitalization were comparable in the two groups (P > 0.05). The trans-tubular group had significantly less amount of postoperative drainage (133.5 ± 30.9 ml vs. 364.5 ± 64.2 ml, p = 0.003), and the time of drainage (3.1 ± 0.2 days vs. 4.6 ± 0.5 days, p = 0.019) compared with Mini-open group (P < 0.05). Sub-group analysis showed that for patients with hypo-vascular tumors, the Trans-tubular group had significantly less blood loss than the Mini-open group (951.1 ± 171.7 ml vs. 1599.1 ± 105.7 ml, P = 0.026).
    CONCLUSIONS: Decompression through Mini-open or Trans-tubular was safe and effective for patients with spinal metastases. The trans-tubular approach might be more suitable for patients with hypo-vascular tumors.
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  • 文章类型: Journal Article
    目的:建立原发肿瘤和脊柱转移的影像组学模型,以预测转移性非小细胞肺癌(NSCLC)患者表皮生长因子受体(EGFR)突变和对EGFR酪氨酸激酶抑制剂(TKI)的治疗反应。
    方法:我们在2017年12月至2021年9月期间纳入了203例脊柱转移患者,分为EGFR突变或EGFR野生型患者。所有患者在任何治疗前均接受胸部CT和脊柱MRI扫描。进行影像组学分析以从原发性肿瘤和转移图像中提取特征,并以最小的绝对收缩和选择算子识别预测特征。基于原发性肿瘤(RS-Pri)构建放射组学特征(RS),转移(RS-Met),和组合(RS-Com)来预测EGFR突变状态和对EGFR-TKI的反应。应用具有10倍交叉验证的受试者工作特征(ROC)曲线分析来评估模型的性能。
    结果:为了预测EGFR突变状态,在训练组(RS-Com-EGFR:0.927)和验证组(RS-Com-EGFR:0.812)中,与仅基于原发性肿瘤或转移的预测AUC相比,基于原发性肿瘤和转移的组合的RS改善了预测AUC.为了预测对EGFR-TKI的反应,在训练(RS-Com-TKI:0.880)和验证(RS-Com-TKI:0.798)队列中,基于合并原发肿瘤和转移的已发展RS产生最高的AUC。
    结论:原发性NSCLC和脊柱转移瘤可以提供预测EGFR突变状态和对EGFR-TKI反应的补充信息。整合原发性病变和转移的开发模型可能是指导个体治疗决策的潜在成像标记。
    OBJECTIVE: To develop radiomics models of primary tumour and spinal metastases to predict epidermal growth factor receptor (EGFR) mutations and therapeutic response to EGFR-tyrosine kinase inhibitor (TKI) in patients with metastatic non-small-cell lung cancer (NSCLC).
    METHODS: We enrolled 203 patients with spinal metastases between December 2017 and September 2021, classified as patients with the EGFR mutation or EGFR wild-type. All patients underwent thoracic CT and spinal MRI scans before any treatment. Radiomics analysis was performed to extract features from primary tumour and metastases images and identify predictive features with the least absolute shrinkage and selection operator. Radiomics signatures (RS) were constructed based on primary tumour (RS-Pri), metastases (RS-Met), and in combination (RS-Com) to predict EGFR mutation status and response to EGFR-TKI. Receiver operating characteristic (ROC) curve analysis with 10-fold cross-validation was applied to assess the performance of the models.
    RESULTS: To predict the EGFR mutation status, the RS based on the combination of primary tumour and metastases improved the prediction AUCs compared to those based on the primary tumour or metastasis alone in the training (RS-Com-EGFR: 0.927) and validation (RS-Com-EGFR: 0.812) cohorts. To predict response to EGFR-TKI, the developed RS based on combined primary tumour and metastasis generated the highest AUCs in the training (RS-Com-TKI: 0.880) and validation (RS-Com-TKI: 0.798) cohort.
    CONCLUSIONS: Primary NSCLC and spinal metastases can provide complementary information to predict the EGFR mutation status and response to EGFR-TKI. The developed models that integrate primary lesions and metastases may be potential imaging markers to guide individual treatment decisions.
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  • 文章类型: Observational Study
    背景:手术后增强恢复(ERAS)已被证明对接受骨科手术的患者有益。然而,ERAS在转移性硬膜外脊髓压迫症(MESCC)中的应用尚不明确.
    目的:本研究旨在建立一种植根于ERAS概念的医疗途径,最终目标是研究其在改善MESCC患者术后结局方面的疗效。
    方法:一项观察性队列研究。
    方法:收集了2016年1月至2023年1月在两家大型三级医院接受手术的304例MESCC患者。
    方法:手术相关变量,患者生活质量,和疼痛的结果。研究中与手术相关的变量包括手术时间,手术部位,术中失血,和并发症。
    方法:从2020年1月起,在这两个机构中对MESCC患者实施ERAS治疗。因此,ERAS队列包括2020年1月至2023年1月接受手术的138例MESCC患者,而传统队列包括2016年1月至2019年12月接受手术的166例MESCC患者.临床基线特征,手术相关特征,收集手术结果。使用癌症治疗功能评估-一般量表(FACT-G)评估患者的生活质量,使用视觉模拟评分(VAS)评估疼痛结果。
    结果:基线特征的比较显示两个队列相似(均P>0.050),表明临床特征的可比分布。就手术结果而言,ERAS队列中的患者表现出较低的术中失血量(P<0.001),术后住院时间短(P<0.001),围手术期并发症发生率较低(P=0.020),以及明显缩短了步行时间(P<0.001),恢复规律饮食(P<0.001),拔除导尿管(P<0.001),开始放射治疗(P<0.001),与传统队列中的患者相比,开始系统内部治疗(P<0.001)。关于疼痛结果和生活质量,接受ERAS计划的患者表现出明显较低的VAS评分(P<0.010)和较高的物理评分(P<0.001),社会(P<0.001),情绪(P<0.001),和功能(P<0.001)与传统队列患者相比。
    结论:ERAS计划,以其加快术后恢复的能力而闻名,作为改善MESCC患者康复过程的一种有希望的方法。它不仅在增强疼痛管理结果方面表现出潜力,但它也有望提高这些人的整体生活质量。未来的调查应该更深入地研究ERAS计划的复杂组成部分,旨在揭示其对患者预后的显着影响的确切机制。
    BACKGROUND: Enhanced recovery after surgery (ERAS) has proven beneficial for patients undergoing orthopedic surgery. However, the application of ERAS in the context of metastatic epidural spinal cord compression (MESCC) remains undefined.
    OBJECTIVE: This study aims to establish a medical pathway rooted in the ERAS concept, with the ultimate goal of scrutinizing its efficacy in enhancing postoperative outcomes among patients suffering from MESCC.
    METHODS: An observational cohort study.
    METHODS: A total of 304 patients with MESCC who underwent surgery were collected between January 2016 and January 2023 at two large tertiary hospitals.
    METHODS: Surgery-related variables, patient quality of life, and pain outcomes. Surgery-related variables in the study included surgery time, surgery site, intraoperative blood loss, and complication.
    METHODS: From January 2020 onwards, ERAS therapies were implemented for MESCC patients in both institutions. Thus, the ERAS cohort included 138 patients with MESCC who underwent surgery from January 2020 to January 2023, whereas the traditional cohort consisted of 166 patients with MESCC who underwent surgery from January 2016 to December 2019. Clinical baseline characteristics, surgery-related features, and surgical outcomes were collected. Patient quality of life was evaluated using the Functional Assessment of Cancer Therapy-General Scale (FACT-G), and pain outcomes were assessed using the Visual Analogue Scale (VAS).
    RESULTS: Comparison of baseline characteristics revealed that the two cohorts were similar (all p>.050), indicating comparable distribution of clinical characteristics. In terms of surgical outcomes, patients in the ERAS cohort exhibited lower intraoperative blood loss (p<.001), shorter postoperative hospital stays (p<.001), lower perioperative complication rates (p=.020), as well as significantly shorter time to ambulation (P<0.001), resumption of regular diet (p<.001), removal of urinary catheter (p<.001), initiation of radiation therapy (p<.001), and initiation of systemic internal therapy (p<.001) compared with patients in the traditional cohort. Regarding pain outcomes and quality of life, patients undergoing the ERAS program demonstrated significantly lower VAS scores (p<.010) and higher scores for physical (p<.001), social (p<.001), emotional (p<.001), and functional (p<.001) well-being compared with patients in the traditional cohort.
    CONCLUSIONS: The ERAS program, renowned for its ability to expedite postoperative recuperation, emerges as a promising approach to ameliorate the recovery process in MESCC patients. Not only does it exhibit potential in enhancing pain management outcomes, but it also holds the promise of elevating the overall quality of life for these individuals. Future investigations should delve deeper into the intricate components of the ERAS program, aiming to unravel the precise mechanisms that underlie its remarkable impact on patient outcomes.
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  • 随着癌症治疗的不断完善,脊柱转移瘤患者的生存期显著延长.目前,脊柱转移瘤的治疗呈现出多模式的趋势。临床手术方法包括椎体肿瘤切除椎管减压内固定手术,分离手术,微创手术和经皮消融技术,等。放射治疗技术包括传统的外放射治疗,立体定向放射治疗和近距离放射治疗,等。椎体肿瘤切除椎管减压内固定手术的风险,术中、术后并发症发生率高。术后恢复期的延长可能导致后续放疗和其他药物治疗的延迟,严重影响患者的生存和治疗信心。然而,传统的外放射治疗精度不高,而脊髓耐受能力的限制又使控制不敏感肿瘤的目标难以实现。随着放射治疗和外科技术的发展,具有更高精度的立体定向放射治疗和具有更小的手术打击的分离手术已成为目前许多临床专家关注的焦点。本文就分离手术联合立体定向放疗的杂交治疗进展作一综述。
    With the continuous improvement of cancer treatment, the survival of patients with spinal metastases has been significantly prolonged. Currently, the treatment of spinal metastases presents a trend of multi-mode. Clinical surgical methods include vertebral tumor resecting spinal canal decompression and internal fixation surgery, separation surgery, minimally invasive surgery and percutaneous ablation technology, etc. Radiotherapy techniques include traditional external radiation therapy, stereotactic radiotherapy and brachytherapy, etc. The risk of vertebral tumor resecting spinal canal decompression and internal fixation surgery, and the incidence of intraoperative and postoperative complications is high. The extension of postoperative recovery period may lead to delay of follow-up radiotherapy and other medical treatment, which has a serious impact on patients\' survival and treatment confidence. However, the precision of traditional external radiation therapy is not high, and the limitation of tolerance of spinal cord makes it difficult to achieve the goal of controlling insensitive tumor. With the development of radiotherapy and surgical technology, stereotactic radiotherapy with higher accuracy and separation surgery with smaller surgical strike have become the focus of many clinical experts at present. This article reviews the progress of Hybrid treatment of separation surgery combined with stereotactic radiotherapy.
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  • 文章类型: Journal Article
    目的:本研究的主要目的是评估使用后路经椎弓根入路(PTA)和后路器械的姑息性手术对转移性胸腰椎肿瘤患者疼痛反应和生活质量(QoL)的影响。方法:2018年至2019年,前瞻性纳入39例转移性胸和/或腰椎肿瘤患者,通过PTA测量后路器械手术减压后疼痛的减轻和QoL的变化。患者组由27名男性和12名女性组成,平均年龄为60岁(范围,28至92年)。使用视觉模拟量表(VAS)测量疼痛反应,并使用Frankel等级评估神经系统状况。使用EORCTQLQ-BM22问卷在手术前(基线)和手术前(1)进行QoL评估,3-,6-,手术后12个月.还收集了所有患者的生存时间。结果:所有患者在手术后表现出改善或类似的疼痛程度,VAS评分从术前的7.10±2.22降至术后1个月的3.10±2.15(P<0.05)。19例患者(48.7%,19/39)显示术后神经功能改善。在19名患者中,7例Frankel等级从C级提高到D级,从C级到E级5例,7例从D级到E级,另外20例患者术后仍有相同的Frankel级,然而,他们中的大多数在临床上有所改善。治疗后患者的QoL改善也很明显。配对样本T检验检查术后评分显示疼痛位置方面的显著改善,疼痛严重程度和表现状态(P<0.01)。与术前评分相比,术后1个月功能干扰评分显著改善(63.6vs.34.5,P<0.01)。社会或心理功能没有显着变化。3例患者术后出现脑脊液漏,他们都是平躺着没有枕头的成功管理的。一名患者出现了棒断裂,手术后10个月。所有患者在3个月时都存活;然而,7例患者在3~6个月内死亡,另有9名患者在6至12个月内死于该疾病。结论:本可行性研究发现,将PTA应用于脊柱转移瘤患者的减压融合术有利于迅速和持续地缓解疼痛。减少神经功能缺损和改善功能结果,卫生公用事业,和HRQoL。
    Objective: The primary aim of this study was to evaluate the effect of palliative surgery using posterior transpedicular approach (PTA) with posterior instrumentation on pain response and quality of life (QoL) in patients with metastatic thoracic and lumbar tumors. Methods: From 2018 to 2019, 39 patients with metastatic thoracic and/or lumbar tumors were prospectively enrolled to measure the reduction in pain and the changes in QoL after surgical decompression with posterior instrumentation via PTA. The patient group was composed of 27 men and 12 women with a mean age of 60 years (range, 28 to 92 years). Pain response was measured using the visual analog scale (VAS) and neurologic status was evaluated using Frankel grades. QoL was assessed with use of the EORCT QLQ-BM22 questionnaire before surgery (baseline) and at 1-, 3-, 6-, and 12-month after surgery. The survival times of all the patients were also collected. Results: All patients showed either an improvement or a similar pain level after surgery, which the VAS score decreased from 7.10 ± 2.22 preoperatively to 3.10 ± 2.15 one month postoperatively (P<0.05). 19 patients (48.7%, 19/39) showed neurological function improvement postoperatively. Among the 19 patients, 7 cases improved from Frankel grade C to D, 5 cases from grade C to E, and 7 cases from grade D to E. Another 20 patients still have the same Frankel grade postoperatively, however, most of them improved clinically. The QoL improvement of the patients was also evident after treatment. Paired-samples T-test examination of the postoperative scores showed a significant improvement in terms of pain location, pain severity and performance status (P<0.01). Compared with the preoperative score, the 1-month postoperative score of functional interference was significantly improved (63.6 vs. 34.5, P<0.01). There were no significant changes in social or psychological functioning. Three patients experienced cerebrospinal fluid leakage postoperatively, and they were all successfully managed by lying flat without a pillow. One patient experienced rod breakage, at 10 months after surgery. All the patients were alive at 3 months; however, 7 patients died within 3 to 6 months, and another 9 patients died from the disease within 6 to 12 months. Conclusions: The present feasibility study found that the application of the PTA for decompression and fusion in patients with spinal metastases is beneficial for achieving prompt and sustained pain relief, reducing neurologic deficits and improving functional outcomes, health utilities, and HRQoL.
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  • 文章类型: Journal Article
    探讨基于T2矢状位MR图像的深度学习(DL)方法在鉴别脊柱结核(STB)和脊柱转移瘤(SM)中的应用。
    对4个机构的121例经组织学证实的STB和SM患者进行回顾性分析。来自两个机构的数据被用于开发深度学习模型和内部验证,而其余机构的数据则用于外部测试。利用MVITV2、EfficientNet-B3、ResNet101和ResNet34作为骨干网络,我们开发了四个不同的DL模型,并根据准确度(ACC)、接收器工作特性曲线下面积(AUC),F1得分,和混乱矩阵。此外,外部测试图像由两名具有不同经验水平的脊柱外科医生进行盲目评估.我们还使用梯度类激活图来可视化不同DL模型的高维特征。
    对于内部验证集,MVITV2优于其他型号,准确率为98.7%,F1得分为98.6%,AUC为0.98。其他型号依次为:EfficientNet-B3(ACC:96.1%,F1得分:95.9%,AUC:0.99),ResNet101(ACC:85.5%,F1得分:84.8%,AUC:0.90),和ResNet34(ACC:81.6%,F1得分:80.7%,AUC:0.85)。对于外部测试集,MVITV2再次以91.9%的精度表现优异,F1得分为91.5%,AUC为0.95。EfficientNet-B3排名第二(ACC:85.9,F1得分:91.5%,AUC:0.91),其次是ResNet101(ACC:80.8,F1得分:80.0%,AUC:0.87)和ResNet34(ACC:78.8,F1得分:77.9%,AUC:0.86)。此外,经验不足的脊柱外科医生的诊断准确率为73.7%,而更有经验的外科医生的比例为88.9%。
    基于T2WI矢状图像的深度学习可以帮助区分STB和SM,并且可以达到与经验丰富的脊柱外科医生相当的诊断性能水平。
    UNASSIGNED: To explore the application of deep learning (DL) methods based on T2 sagittal MR images for discriminating between spinal tuberculosis (STB) and spinal metastases (SM).
    UNASSIGNED: A total of 121 patients with histologically confirmed STB and SM across four institutions were retrospectively analyzed. Data from two institutions were used for developing deep learning models and internal validation, while the remaining institutions\' data were used for external testing. Utilizing MVITV2, EfficientNet-B3, ResNet101, and ResNet34 as backbone networks, we developed four distinct DL models and evaluated their diagnostic performance based on metrics such as accuracy (ACC), area under the receiver operating characteristic curve (AUC), F1 score, and confusion matrix. Furthermore, the external test images were blindly evaluated by two spine surgeons with different levels of experience. We also used Gradient-Class Activation Maps to visualize the high-dimensional features of different DL models.
    UNASSIGNED: For the internal validation set, MVITV2 outperformed other models with an accuracy of 98.7%, F1 score of 98.6%, and AUC of 0.98. Other models followed in this order: EfficientNet-B3 (ACC: 96.1%, F1 score: 95.9%, AUC: 0.99), ResNet101 (ACC: 85.5%, F1 score: 84.8%, AUC: 0.90), and ResNet34 (ACC: 81.6%, F1 score: 80.7%, AUC: 0.85). For the external test set, MVITV2 again performed excellently with an accuracy of 91.9%, F1 score of 91.5%, and an AUC of 0.95. EfficientNet-B3 came second (ACC: 85.9, F1 score: 91.5%, AUC: 0.91), followed by ResNet101 (ACC:80.8, F1 score: 80.0%, AUC: 0.87) and ResNet34 (ACC: 78.8, F1 score: 77.9%, AUC: 0.86). Additionally, the diagnostic accuracy of the less experienced spine surgeon was 73.7%, while that of the more experienced surgeon was 88.9%.
    UNASSIGNED: Deep learning based on T2WI sagittal images can help discriminate between STB and SM, and can achieve a level of diagnostic performance comparable with that produced by experienced spine surgeons.
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  • 文章类型: Journal Article
    我们旨在研究基于磁共振成像(MRI)的ResNet-50卷积神经网络(CNN)在预测脊柱转移瘤中的原发肿瘤部位方面的可行性并评估其性能。常规序列(T1加权,T2加权,和脂肪抑制T2加权序列)回顾性分析2006年8月至2019年8月病理证实的脊柱转移患者的MRI。患者被分成非重叠组,90%用于训练,10%用于测试。使用ResNet-50CNN的深度学习模型进行了训练,以对原发性肿瘤部位进行分类。Top-1精度,精度,灵敏度,接收器工作特性曲线下面积(AUC-ROC),以F1评分为评价指标。共295例脊柱转移患者(平均年龄±标准差,59.9岁±10.9;154名男性)进行了评估。包括起源于肺癌的转移(n=142),肾癌(n=50),乳腺癌(n=41),甲状腺癌(n=34),和前列腺癌(n=28)。对于5类分类,AUC-ROC和top-1准确度分别为0.77和52.97%,分别。此外,不同序列子集的AUC-ROC范围在0.70(对于T2加权)和0.74(对于脂肪抑制的T2加权)之间。我们开发的ResNet-50CNN模型用于在MRI上预测脊柱转移瘤中的原发肿瘤部位,有可能在放射科医生和肿瘤学家未知原发的情况下帮助优先考虑检查和治疗。
    We aim to investigate the feasibility and evaluate the performance of a ResNet-50 convolutional neural network (CNN) based on magnetic resonance imaging (MRI) in predicting primary tumor sites in spinal metastases. Conventional sequences (T1-weighted, T2-weighted, and fat-suppressed T2-weighted sequences) MRIs of spinal metastases patients confirmed by pathology from August 2006 to August 2019 were retrospectively analyzed. Patients were partitioned into non-overlapping sets of 90% for training and 10% for testing. A deep learning model using ResNet-50 CNN was trained to classify primary tumor sites. Top-1 accuracy, precision, sensitivity, area under the curve for the receiver-operating characteristic (AUC-ROC), and F1 score were considered as the evaluation metrics. A total of 295 spinal metastases patients (mean age ± standard deviation, 59.9 years ± 10.9; 154 men) were evaluated. Included metastases originated from lung cancer (n = 142), kidney cancer (n = 50), mammary cancer (n = 41), thyroid cancer (n = 34), and prostate cancer (n = 28). For 5-class classification, AUC-ROC and top-1 accuracy were 0.77 and 52.97%, respectively. Additionally, AUC-ROC for different sequence subsets ranged between 0.70 (for T2-weighted) and 0.74 (for fat-suppressed T2-weighted). Our developed ResNet-50 CNN model for predicting primary tumor sites in spinal metastases at MRI has the potential to help prioritize the examinations and treatments in case of unknown primary for radiologists and oncologists.
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