spinal metastasis

脊柱转移
  • 文章类型: Journal Article
    背景脊柱转移性疾病是一种无症状的进行性癌症并发症,在全球范围内患病率越来越高。脊柱是实体肿瘤转移的第三大最常见部位。脊柱转移的并发症包括根部或脊髓压迫,随着患者自主性降低和疼痛增加,生活质量下降。这项研究的主要目的是报告墨西哥三个参考中心的脊柱转移的患者发生率和类型。方法回顾性研究2010年1月至2017年2月在美国国家癌症研究所诊断为脊柱转移的患者队列,国家康复研究所,和墨西哥城的创伤和骨科医院“LomasVerdes”进行了分析。结果脊柱转移瘤326例(56%为男性)。平均年龄58.06±14.05岁。脊柱转移瘤的主要来源为不明原因的肿瘤53例(16.25%),乳腺癌67例(20.5%),59例(18%)前列腺癌,24例(7.4%)骨髓瘤,23例(7.1%)肺癌。结论本分析获得的数据提供了关于墨西哥的最新观点,提供区分当前数据与全球参考的机会。收集更多的流行病学信息,以便更好地记录癌症及其相关并发症,以及对它们的进一步研究,是必要的。
    Background Spinal metastatic disease is a silent progressive cancer complication with an increasing prevalence worldwide. The spine is the third most common site where solid tumors metastasize. Complications involved in spinal metastasis include root or spinal cord compression, progressing to a declining quality of life as patient autonomy reduces and pain increases. The main objective of this study is to report the incidence of patients and typology of spinal metastases in three reference centers in Mexico. Methodology Retrospective cohorts of patients diagnosed with spinal metastases from January 2010 to February 2017 at the National Cancer Institute, National Rehabilitation Institute, and the Traumatology and Orthopedics Hospital \"Lomas Verdes\" in Mexico City were analyzed. Results A total of 326 patients (56% males) with spinal metastases were reported. The mean age was 58.06 ± 14.05 years. The main sources of spinal metastases were tumors of unknown origin in 53 (16.25%) cases, breast cancer in 67 (20.5%) cases, prostate cancer in 59 (18%) cases, myeloma in 24 (7.4%) cases, and lung cancer in 23 (7.1%) cases. Conclusions The data obtained in this analysis delivers an updated standpoint on Mexico, providing the opportunity to distinguish the current data from global references. Collecting more epidemiological information for better recording of cancer and its associated complications, as well as further studies on them, is necessary.
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  • 文章类型: Journal Article
    射频热消融(RFA)与椎体成形术或椎体后凸成形术相结合可提供微创,安全,有效治疗脊柱多转移性疾病,特别是在医学上脆弱的人。然而,机器人辅助在脊柱转移瘤RFA中的应用仍有待探索.这项研究阐明了机器人辅助RFA结合椎体成形术在患有多发性脊柱转移瘤的患者中的技术可行性,并提出了初步结果。还提出了一个说明性案例。
    本研究纳入了10例年龄超过65岁的多发性椎体转移患者。术前,患者的视觉模拟量表(VAS)疼痛评分中位数为6分,Oswestry残疾指数(ODI)评分中位数为58%.从2021年2月到2022年4月,所有患者都接受了RFA,其次是脊柱转移瘤的椎体成形术。使用ExcelsiusGPS®机器人平台执行外科手术。
    患者经历了实质性的疼痛缓解,术后24小时VAS评分中位数为2.5(Δ-3.5;P<0.001),术后1个月VAS评分中位数为2(Δ-4;P<0.001)。所有患者均在术后第一天出院,并继续进行肿瘤治疗。此外,术后1个月ODI评分中位数为34%(Δ-24%;P=0.006),表明生活质量提高,对日常活动产生令人满意的影响。无手术或术后并发症记录。
    该病例系列代表了机器人辅助RFA与同时进行的椎体成形术/椎体后凸成形术的首次成功应用。我们的初步经验表明,患有少和多转移性疾病的患者可以从这种微创干预中获益。其特点是术后快速恢复和有效的短期至中期疼痛管理,没有遇到并发症。
    UNASSIGNED: Radiofrequency thermal ablation (RFA) coupled with vertebroplasty or kyphoplasty offers a minimally invasive, safe, and efficacious approach to palliate polymetastatic spine disease, particularly in medically fragile individuals. However, the application of robotic assistance to RFA for spinal metastases remains unexplored. This study elucidates the technical viability of robot-assisted RFA combined with vertebroplasty in patients afflicted by multiple spinal metastases and presents preliminary outcomes. An illustrative case was also presented.
    UNASSIGNED: Ten patients aged over 65 years with multiple vertebral metastases were enrolled in this study. Preoperatively, patients exhibited a median Visual Analog Scale (VAS) pain score of 6 and a Median Oswestry Disability Index (ODI) score of 58%. From February 2021 to April 2022, all patients underwent RFA, followed by vertebroplasty for spinal metastases. Surgical procedures were executed using the ExcelsiusGPS® robotic platform.
    UNASSIGNED: Patients experienced substantial pain relief, with a median VAS score of 2.5 at 24 h postoperatively (Δ --3.5; P < 0.001) and a median VAS score of 2 at 1 month postoperatively (Δ -4; P < 0.001). All patients were discharged on the first postoperative day and continued their oncological treatments. In addition, the median ODI score at 1 month postoperatively was 34% (Δ --24%; P = 0.006), indicating an enhanced quality of life and a satisfactory impact on daily activities. No procedural or postoperative complications were documented.
    UNASSIGNED: This case series represents the inaugural successful application of robot-assisted RFA in conjunction with concurrent vertebroplasty/kyphoplasty. Our preliminary experience demonstrates that patients with oligo- and polymetastatic conditions can derive benefits from this minimally invasive intervention, characterized by rapid postoperative recovery and effective short- to medium-term pain management, without encountering complications.
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  • 文章类型: Journal Article
    目的:脊柱转移会显著影响癌症患者的生活质量,并给外科医生带来复杂的神经外科挑战。通常需要使用器械进行手术以减轻疼痛,保护神经功能,并确保机械稳定性。然而,由于肿瘤疾病引起的骨解剖结构变形会降低椎弓根螺钉放置的准确性。与传统技术相比,机器人辅助手术可以提供增加螺钉准确性和改善脊柱病变导航的机会。因此,我们介绍了评估机器人辅助手术固定治疗脊柱转移瘤的机构经验.
    方法:确定了2019年1月至2023年1月在大型三级护理中心接受机器人辅助手术治疗脊柱转移瘤的患者。患者特征,包括人口统计,肿瘤病理学,手术并发症,并提取术后结果。GertzbeinRobbins分类系统(GRS)用于评估术后计算机断层扫描患者的椎弓根螺钉放置准确性。
    结果:确定了20例患者,包括7名女性(35%),总体年龄中位数为66岁(范围:39-80岁),BMI中位数为25kg/m2(范围:17-34kg/m2)。平均有四个脊柱水平,转移主要位于胸部(n=17,85%)脊柱。常见的原发肿瘤类型包括前列腺(n=4),肺(n=2),和浆细胞(n=2)癌症。大多数椎弓根螺钉(92%)在术后成像患者中被归类为GRSA。术后并发症与使用机器人无关,并包括肺栓塞(n=1),深静脉血栓形成(n=2),胃症状(n=3)。3名患者在30天再次入院,因肿瘤复发而再次手术。4名患者在手术后6个月内死亡。
    结论:尽管这些手术固有的高风险,这项研究强调了机器人辅助手术治疗脊柱转移瘤的安全性和有效性.机器人有助于确保转移性疾病患者椎弓根螺钉放置的准确性。
    OBJECTIVE: Spinal metastases can significantly affect quality of life in patients with cancer and present complex neurosurgical challenges for surgeons. Surgery with instrumentation is often indicated to alleviate pain, preserve neurological function, and ensure mechanical stability. However, distortions in the bony anatomy due to oncological disease can decrease the accuracy of pedicle screw placement. Robotic-assisted surgery may offer an opportunity to increase screw accuracy and improve navigation of spinal lesions compared to conventional techniques. Therefore, we presented our institutional experience evaluating robotic-assisted surgical fixation for spinal metastases.
    METHODS: Patients undergoing robotic-assisted surgery at a large tertiary care center between January 2019 - January 2023 for the treatment of spinal metastases were identified. Patient characteristics, including demographics, tumor pathology, surgical complications, and post-operative outcomes were extracted. The Gertzbein Robbins classification system (GRS) was used to assess pedicle screw placement accuracy in patients with post-operative computed tomography.
    RESULTS: Twenty patients were identified, including 7 females (35 %), with an overall median age of 66 years (range: 39-80 years) and median BMI of 25 kg/m2 (range: 17-34 kg/m2). An average of four spinal levels were instrumented, with metastases located primarily in the thoracic (n=17, 85 %) spine. Common primary tumor types included prostate (n=4), lung (n=2), and plasma cell (n=2) cancers. Most pedicle screws (92 %) were classified as GRS A in patients with postoperative imaging. Post-operative complications were unrelated to the use of the robot, and included pulmonary embolism (n=1), deep vein thrombosis (n=2), and gastric symptoms (n=3). Three patients were readmitted at 30 days, with one reoperation due to tumor recurrence. Four patients were deceased within 6 months of surgery.
    CONCLUSIONS: Despite the inherent high-risk nature of these surgeries, this study underscores the safety and efficacy of robotic-assisted surgery in the management of spinal metastases. Robots can be helpful in ensuring accuracy of pedicle screw placement in patients with metastatic disease.
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  • 文章类型: Journal Article
    目的:本研究旨在评估原发性立体定向放疗(SBRT)治疗源自肺腺癌(ADC)的脊柱骨转移瘤(SBM)的结果。我们考虑了修改后的德桥得分(rTS),脊髓不稳定肿瘤评分(SINS),和遗传特征。
    方法:我们检查了2012年3月至2023年1月期间接受原发性SBRT(使用Cyberknife系统)的肺ADC成年患者。
    结果:我们分析了99例患者的数据,覆盖152SBM跨越194椎骨。来自肺ADC的SBM的总体局部控制率(LC)为77.6%,1年的LC率为90.7%。在10.0(3-52)个月时记录局部进展(LP)发生率的中位数。此外,亚洲患者的LC率高于白人患者。利用rTS和SINS作为预测工具,我们发现生存预后差和脊柱结构不稳定与LP发生率升高相关.此外,溶骨性骨破坏和疼痛投诉的存在与LP的发生显着相关。在这项研究的队列中,108对SBM进行分析以确定程序性细胞死亡配体1(PD-L1)的表达水平。此外,在这个群体中,图60显示表皮生长因子受体(EGFR)中伴随PD-L1表达的突变。然而,这些遗传差异未导致LC率的统计学显著差异.
    结论:针对来自肺ADC的SBM的原发性SBRT的一年LC率为90.7%,特别是使用射波刀系统。与具有LP的患者相比,实现LC的患者表现出显著更长的存活时间。
    OBJECTIVE: This study aimed to assess the results of primary stereotactic body radiotherapy (SBRT) for spinal bone metastases (SBM) originating from lung adenocarcinoma (ADC). We considered the revised Tokuhashi score (rTS), Spinal Instability Neoplastic Score (SINS), and genetic characteristics.
    METHODS: We examined adult patients with lung ADC who underwent primary SBRT (using the CyberKnife System) for SBM between March 2012 and January 2023.
    RESULTS: We analyzed data from 99 patients, covering 152 SBM across 194 vertebrae. The overall local control (LC) rate was 77.6% for SBM from lung ADC, with a LC rate of 90.7% at 1 year. The median period for local progression (LP) occurrence was recorded at 10.0 (3-52) months. Additionally, Asian patients demonstrated higher LC rates than White patients. Utilizing the rTS and SINS as predictive tools, we revealed that a poor survival prognosis and an unstable spinal structure were associated with increased rates of LP. Furthermore, the presence of osteolytic bone destructions and pain complaints were significantly correlated with the occurrence of LP. In the cohort of this study, 108 SBM underwent analysis to determine the expression levels of programmed cell death ligand 1 (PD-L1). Additionally, within this group, 60 showed mutations in the epidermal growth factor receptor (EGFR) alongside PD-L1 expression. Nevertheless, these genetic differences did not result in statistically significant differences in the LC rate.
    CONCLUSIONS: The one-year LC rate for primary SBRT targeting SBM from lung ADC stood at 90.7%, particularly with the use of the CyberKnife System. Patients achieving LC exhibited significantly longer survival times compared to those with LP.
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  • 文章类型: Journal Article
    背景:脊柱转移需要手术的患者的年龄,主要是65岁以上的人,由于癌症治疗的改善而上升。手术干预的目标是急性神经功能缺损和不稳定。抗凝剂的使用越来越多,尤其是老年人,但在管理出血并发症方面构成挑战。该研究检查了术前抗凝/抗血小板使用与脊柱转移手术中出血风险之间的相关性。这对于优化患者预后至关重要。
    方法:在我科2010年至2023年的一项回顾性研究中,对脊柱肿瘤手术患者进行了分析。数据包括人口统计,神经状况,外科手术,术前抗凝血剂/抗血小板使用,术中/术后凝血管理,和再出血的发生率。凝血管理包括失血评估,凝血因子给药,和术后液体平衡监测。入院时记录实验室参数,preop,posop,和放电。
    结果:290例脊柱转移瘤患者接受手术治疗,主要是男性(63.8%,n=185),中位年龄为65岁。术前,24.1%(n=70)接受口服抗凝剂或抗血小板治疗。30天内,再出血率为4.5%(n=9),与术前抗凝状态无关(p>0.05)。术前神经功能缺损(p=0.004)与再出血风险和手术治疗水平之间存在相关性,与较少的水平与较高的术后出血发生率相关(p<0.01)。
    结论:无论患者的术前抗凝状态如何,脊柱转移癌的手术干预似乎都是安全的。然而,仍然必须为每位患者定制术前计划和准备,强调细致的风险-效益分析和优化围手术期护理。
    BACKGROUND: The age of patients requiring surgery for spinal metastasis, primarily those over 65, has risen due to improved cancer treatments. Surgical intervention targets acute neurological deficits and instability. Anticoagulants are increasingly used, especially in the elderly, but pose challenges in managing bleeding complications. The study examines the correlation between preoperative anticoagulant/antiplatelet use and bleeding risks in spinal metastasis surgery, which is crucial for optimizing patient outcomes.
    METHODS: In a retrospective study at our department from 2010 to 2023, spinal tumor surgery patients were analyzed. Data included demographics, neurological status, surgical procedure, preoperative anticoagulant/antiplatelet use, intra-/postoperative coagulation management, and the incidence of rebleeding. Coagulation management involved blood loss assessment, coagulation factor administration, and fluid balance monitoring post-surgery. Lab parameters were documented at admission, preop, postop, and discharge.
    RESULTS: A cohort of 290 patients underwent surgical treatment for spinal metastases, predominantly males (63.8%, n = 185) with a median age of 65 years. Preoperatively, 24.1% (n = 70) were on oral anticoagulants or antiplatelet therapy. Within 30 days, a rebleeding rate of 4.5% (n = 9) occurred, unrelated to preoperative anticoagulation status (p > 0.05). A correlation was found between preoperative neurologic deficits (p = 0.004) and rebleeding risk and the number of levels treated surgically, with fewer levels associated with a higher incidence of postoperative bleeding (p < 0.01).
    CONCLUSIONS: Surgical intervention for spinal metastatic cancer appears to be safe regardless of the patient\'s preoperative anticoagulation status. However, it remains imperative to customize preoperative planning and preparation for each patient, emphasizing meticulous risk-benefit analysis and optimizing perioperative care.
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  • 文章类型: Journal Article
    背景:治疗椎体转移瘤(VM)在肿瘤学中仍然具有挑战性,需要使用有效的手术策略来保持患者的生活质量(QoL)。传统的开放后路融合术(OPF)和经皮接骨术(PO)是有据可查的方法,但它们的相对功效仍存在争议。方法:这项回顾性研究比较了OPF和PO在78例脊柱转移癌患者中的短期结果(6-12个月)。这一综合评价包括功能,临床,和射线照相参数。使用PRISM软件(版本10)进行统计分析,显著性设置为p<0.05。结果:PO比OPF具有优势,包括较短的手术持续时间,减少失血,住院,围手术期并发症发生率较低。患者的生活质量和功能结果有利于PO,特别是在6个月的时候。PO组一年的死亡率明显较低。结论:微创技术在虚拟机管理中提供了有希望的好处,优化患者预后和QoL。尽管有局限性,本研究主张采用微创方法,以加强对有症状的VM多转移患者的护理.
    Background: Managing vertebral metastases (VM) is still challenging in oncology, necessitating the use of effective surgical strategies to preserve patient quality of life (QoL). Traditional open posterior fusion (OPF) and percutaneous osteosynthesis (PO) are well-documented approaches, but their comparative efficacy remains debated. Methods: This retrospective study compared short-term outcomes (6-12 months) between OPF and PO in 78 cancer patients with spinal metastases. This comprehensive evaluation included functional, clinical, and radiographic parameters. Statistical analysis utilized PRISM software (version 10), with significance set at p < 0.05. Results: PO demonstrated advantages over OPF, including shorter surgical durations, reduced blood loss, and hospital stay, along with lower perioperative complication rates. Patient quality of life and functional outcomes favored PO, particularly at the 6-month mark. The mortality rates at one year were significantly lower in the PO group. Conclusions: Minimally invasive techniques offer promising benefits in VM management, optimizing patient outcomes and QoL. Despite limitations, this study advocates for the adoption of minimally invasive approaches to enhance the care of multi-metastatic patients with symptomatic VM.
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  • 文章类型: Journal Article
    背景:最近已经开发了用于脊柱的癌症诊断/治疗方式和手术技术。在过去的几十年中,转移性脊柱肿瘤的手术治疗在全国范围内的趋势尚未报道。这项研究旨在使用全国行政医院出院数据检查脊柱转移的外科治疗和住院患者预后的最新趋势。
    方法:使用2012年至2020年的诊断程序组合数据库从接受脊柱转移手术的患者中提取数据,其中非转移性脊柱手术的数量在同一年进行了至少一例脊柱转移手术的机构。脊柱转移瘤的外科治疗趋势,患者人口统计学,并调查了院内死亡率/结局.
    结果:本研究分析了10,321例脊柱转移患者。从2012年到2020年,脊柱转移瘤的手术治疗增加了1.68倍,尤其是融合手术,而转移性脊柱手术的比例保持在2%s的略有增加。主站点的分布没有改变,而年龄越来越大。住院死亡率和住院时间随着时间的推移而下降(9.9-6.8%,p<0.001;37-30天,p<0.001)。术后并发症和不良门诊保持平稳,略有减少,分别。
    结论:在过去的十年中,脊柱转移瘤的外科治疗,尤其是融合手术,在日本有所增长。住院死亡率和住院时间减少。癌症治疗和外科技术的最新进展可能会影响这一趋势。
    BACKGROUND: Both cancer diagnosis/treatment modality and surgical technique for the spine have been developed recently. Nationwide trends in the surgical treatment for metastatic spinal tumors have not been reported in the last decades. This study aimed to examine recent trends in the surgical treatment for spinal metastasis and in-hospital patient outcomes using nationwide administrative hospital discharge data.
    METHODS: The Diagnosis Procedure Combination database from 2012 to 2020 was used to extract data from patients who underwent surgical procedures for spinal metastasis with the number of non-metastatic spinal surgery at the institutions that have performed metastatic spine surgeries at least one case in the same year. Trends in the surgical treatment for spinal metastasis, patients\' demographics, and in-hospital mortality/outcomes were investigated.
    RESULTS: This study analyzed 10,321 eligible patients with spinal metastasis. The surgical treatment for spinal metastasis increased 1.68 times from 2012 to 2020, especially in fusion surgery, whereas the proportion of metastatic spinal surgery retained with a slight increase in the 2%s. Distributions of the primary site did not change, whereas age was getting older. In-hospital mortality and length of stay decreased over time (9.9-6.8%, p < 0.001; 37-30 days, p < 0.001). Postoperative complication and unfavorable ambulatory retained stable and slightly decreased, respectively.
    CONCLUSIONS: During the last decade, surgical treatment for spinal metastasis, especially fusion surgery, has increased in Japan. In-hospital mortality and length of stay decreased. Recent advances in cancer treatment and surgical techniques might influence this trend.
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  • 文章类型: Journal Article
    脊柱转移性病变是高肿瘤负担患者发病和生活质量下降的重要原因。尽管采用医学治疗等治疗方式(例如,化疗,类固醇),脊柱增强手术,和放射治疗,由于椎体肿瘤浸润和/或病理性压缩性骨折,许多患者仍然会出现难治性背痛。为了解决那些已经用尽常规治疗方案的患者的难治性疼痛,Stryker开发了OptablateTM骨肿瘤消融系统(BTA;StrykerCorporation,卡拉马祖,MI),向病理性椎体病变提供射频能量。在这项初步的单一机构研究中,我们描述了在11例接受脊柱后凸成形术治疗病理性脊柱病变的患者中使用BTA系统的情况,目的是证明在这种具有挑战性的临床环境中,这项新技术对难治性疼痛的影响.
    在俄克拉荷马大学医学中心的一名外科医生使用OptablateTMBTA系统,对所有确定为接受肿瘤消融/椎体后凸成形术治疗脊柱肿瘤的患者进行单中心回顾性图表回顾。性,年龄,原发病变类型,呈现症状学,脊柱水平,随访时间,结果来自电子病历(EMR)。
    11名患者(4名男性,7名女性),平均年龄62岁(范围,38-82)年的平均随访时间为6个月。出现的症状归因于脊柱病理包括背痛(n=11,100%),病理性骨折(n=6,55%),和下肢无力(n=3,27%)。在12个椎骨水平上总共消融了20个病变。8例患者(73%)疼痛改善。无并发症报告。
    这项初步研究记录了BTA系统的安全性,除了它在许多层面的不同用途。大多数患者报告疼痛有所改善。需要进一步的研究来充分表征BTA系统在肿瘤脊柱病理学患者中的使用。
    UNASSIGNED: Metastatic spinal lesions are a significant cause of morbidity and decreased quality of life in those with a high tumor burden. Despite treatment modalities such as medical therapy (e.g., chemotherapy, steroids), spinal augmentation procedures, and radiation therapy, many patients still experience refractory back pain due to neoplastic infiltration of the vertebral body and/or pathologic compression fractures. With the aim to address refractory pain in patients who have exhausted conventional treatment options, Stryker developed the OptablateTM Bone Tumor Ablation system (BTA; Stryker Corporation, Kalamazoo, MI), which delivers radiofrequency energy to pathologic vertebral body lesions. In this preliminary single-institution study, we characterize the use of the BTA system in 11 patients undergoing kyphoplasty for pathologic spinal lesions with the goal to demonstrate the impact of this novel technology on refractory pain in this challenging clinical setting.
    UNASSIGNED: A single-center retrospective chart review was performed on all patients identified as those receiving tumor ablation/kyphoplasty for spinal neoplasms using the OptablateTM BTA system performed by a single surgeon at the University of Oklahoma Medical Center. Sex, age, primary lesion type, presenting symptomatology, spinal level, time of follow-up, and outcome were obtained from the electronic medical record (EMR).
    UNASSIGNED: Eleven patients (4 males, 7 females) with a mean age of 62 (range, 38-82) years had an average follow-up time of 6 months. Presenting symptoms attributed to spinal pathology included back pain (n = 11, 100%), pathologic fracture (n = 6, 55%), and lower extremity weakness (n = 3, 27%). A total of 20 lesions were ablated at 12 vertebral levels. Eight patients (73%) had improved pain. No complications were reported.
    UNASSIGNED: This preliminary study documents the safety of the BTA system, in addition to its diverse use across many levels. The majority of patients reported improvement in their pain. Further study is required to fully characterize the use of the BTA system in those with neoplastic spinal pathology.
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  • 文章类型: Journal Article
    脊柱转移在癌症患者中非常常见,并且其患病率有望增加。有症状的脊柱转移的手术治疗适用于缓解疼痛,保护或恢复神经功能,和机械稳定性。总体预后是治疗决策的主要驱动因素;然而,临床医生准确预测生存率的能力是有限的。在这篇叙述性评论中,我们首先讨论了用于指导脊柱转移患者治疗决策的NOMS决策框架。鉴于决策取决于预后,在过去的30年中,已经开发了多种评分系统来预测脊柱转移患者的生存率;这些系统主要是使用专家意见或回归模型开发的.尽管这些工具在我们预测预后的能力方面取得了重大进展,它们的效用受到相对缺乏患者特异性生存概率的限制.近年来已经开发了机器学习模型来缩小这一差距。与使用传统统计数据开发的模型相比,采用了更多的功能,据报道,机器学习算法可以预测30天,6周,90天,脊柱转移性疾病的1年死亡率具有出色的辨别力。这些模型经过良好的校准,并已与国内和国际独立队列进行了外部验证。尽管存在假设和认识到的局限性,机器学习方法在脊柱转移性疾病预后预测中的作用可能会增加.
    Spinal metastasis is exceedingly common in patients with cancer and its prevalence is expected to increase. Surgical management of symptomatic spinal metastasis is indicated for pain relief, preservation or restoration of neurologic function, and mechanical stability. The overall prognosis is a major driver of treatment decisions; however, clinicians\' ability to accurately predict survival is limited. In this narrative review, we first discuss the NOMS decision framework used to guide decision making in the treatment of patients with spinal metastasis. Given that decision making hinges on prognosis, multiple scoring systems have been developed over the last three decades to predict survival in patients with spinal metastasis; these systems have largely been developed using expert opinions or regression modeling. Although these tools have provided significant advances in our ability to predict prognosis, their utility is limited by the relative lack of patient-specific survival probability. Machine learning models have been developed in recent years to close this gap. Employing a greater number of features compared to models developed with conventional statistics, machine learning algorithms have been reported to predict 30-day, 6-week, 90-day, and 1-year mortality in spinal metastatic disease with excellent discrimination. These models are well calibrated and have been externally validated with domestic and international independent cohorts. Despite hypothesized and realized limitations, the role of machine learning methodology in predicting outcomes in spinal metastatic disease is likely to grow.
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  • 文章类型: Journal Article
    尽管最近在癌症治疗方面取得了进展,脊柱转移患者的发病率随着癌症患者总数的增加而继续增长。脊柱转移可显著损害日常生活活动(ADL)和生活质量(QOL),与其他类型的骨转移相比,因为它们的特征是由骨骼相关事件引起的严重疼痛和瘫痪。ADL降低也可能导致治疗限制,因为某些抗癌剂和放射疗法是不相容的治疗方法;因此,导致预期寿命缩短。因此,维持脊柱转移患者的ADL至关重要,脊柱外科医生在这方面发挥着不可或缺的作用。然而,神经外科医生,日本的骨科和脊柱外科医生对脊柱转移瘤没有积极的治疗方法,这可能会阻止他们在需要时提供适当的治疗(临床惯性)。为了克服这种特有的惯性,至关重要的是1)脊柱外科医生了解并更积极地参与肌肉骨骼疾病(癌症运动)和癌症患者;2)采用多学科方法(协调和会议不仅与主治肿瘤学家,而且与脊柱外科医生,放射科医生,康复专家,和其他专业人士)先发制人的治疗,如药物治疗,放射治疗,和手术治疗;3)整合与微创脊柱治疗相关的最新发现,这些发现扩大了脊柱转移瘤治疗的适应症并改善了治疗结果。这预示着脊柱转移瘤管理的新时代。
    Despite the recent advances in cancer treatment, the incidence of patients with spinal metastases continues to grow along with the total number of cancer patients. Spinal metastases can significantly impair activities of daily living (ADL) and quality of life (QOL), compared with other types of bone metastases, as they are characterized with severe pain and paralysis caused by skeletal-related events. Reduced ADL can also lead to treatment limitations as certain anticancer agents and radiation therapy are not compatible treatments; thus, leading to a shorter life expectancy. Consequently, maintaining ADLs in patients with spinal metastases is paramount, and spine surgeons have an integral role to play in this regard. However, neurosurgeon, orthopedic and spinal surgeons in Japan do not have a proactive treatment approach to spinal metastases, which may prevent them from providing appropriate treatment when needed (clinical inertia). To overcome such endemic inertia, it is essential for 1) spine surgeons to understand and be more actively involved with patients with musculoskeletal disorders (cancer locomo) and cancer patients; 2) the adoption of a multidisciplinary approach (coordination and meetings not only with the attending oncologist but also with spine surgeons, radiologists, rehabilitation specialists, and other professionals) to preemptive treatment such as medication, radiotherapy, and surgical treatment; and 3) the integration of the latest findings associated with minimally invasive spinal treatments that have expanded the indications for treatment of spinal metastases and improved treatment outcomes. This heralds a new era in the management of spinal metastases.
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