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Cost-effectiveness intervention thresholds for romosozumab and teriparatide in the treatment of osteoporosis in the UK. 英国罗莫索单抗和特立帕肽治疗骨质疏松症的成本效益干预阈值。
IF 4.2 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-04 DOI: 10.1007/s00198-024-07251-w
Fredrik Borgström, Mattias Lorentzon, Helena Johansson, Nicholas C Harvey, Eugene McCloskey, Damon Willems, Douglas Knutsson, John A Kanis

Sequential romosozumab-to-alendronate or sequential teriparatide-to-alendronate can be a cost-effective treatment option for postmenopausal women at very high risk of fracture.

Purpose: To estimate the 10-year probability of a major osteoporotic fracture (MOF) at which sequential treatment with romosozumab or teriparatide followed by alendronate, compared with alendronate alone, becomes cost-effective in a UK setting.

Methods: A microsimulation model with a Markov structure was used to simulate fractures, costs, and quality-adjusted life years (QALYs), in women receiving sequential treatment with either romosozumab or teriparatide followed by alendronate, compared with alendronate alone. Patients aged 50 to 90 years with a recent MOF, hip or spine fracture were followed from the start of a 5-year treatment until the age of 100 years or death. The analysis had a healthcare perspective. Efficacy of romosozumab, teriparatide and alendronate was derived from phase III randomised controlled trials. Resource use and unit costs were derived from the literature. Cost-effectiveness intervention threshold (CEIT), defined as the 10-year probability of a major osteoporotic fracture at which treatment becomes cost-effective, was compared with clinically appropriate intervention thresholds for bone-forming treatment in women with very high fracture risk as recommended by the UK National Osteoporosis Guideline Group (NOGG).

Results: The base case analysis showed that sequential romosozumab-to-alendronate treatment was cost-effective from a 10-year MOF probability of 18-35% and above depending on age and site of sentinel fracture at a willingness to pay (WTP) of £30,000. For teriparatide-to-alendronate, treatment was cost-effective at a 10-year MOF probability of 27-57%. The results were sensitive to pricing of the drugs but relatively insensitive to treatment duration, romosozumab persistence assumptions, and site of sentinel fracture. The CEITs for romosozumab-to-alendronate treatment were lower than the clinical thresholds from the age of 70 years meaning that treatment could be considered both cost-effective and aligned with the NOGG treatment guidelines. By contrast, for teriparatide-to-alendronate the CEITs were higher than the clinical thresholds irrespective of age. However, cost-effective scenarios were found in the presence of strong clinical risk factors in addition to a recent sentinel fracture.

Conclusion: The results of this study indicate that sequential romosozumab-to-alendronate or teriparatide-to-alendronate treatment can be a cost-effective treatment option for postmenopausal women at very high risk of fracture.

罗莫索单抗-阿仑膦酸钠序贯治疗或特立帕肽-阿仑膦酸钠序贯治疗对于骨折风险极高的绝经后妇女来说是一种具有成本效益的治疗方案。目的:在英国环境下,估算发生重大骨质疏松性骨折(MOF)的10年概率,与单独使用阿仑膦酸钠相比,在发生重大骨质疏松性骨折(MOF)时,罗莫索单抗或特立帕肽-阿仑膦酸钠序贯治疗具有成本效益:采用马尔可夫结构的微观模拟模型模拟了接受罗莫单抗或特立帕肽和阿仑膦酸钠序贯治疗的女性患者的骨折情况、成本和质量调整生命年(QALYs),并与单用阿仑膦酸钠进行比较。研究人员对年龄在 50 至 90 岁之间、近期发生过 MOF、髋部或脊柱骨折的患者进行了为期 5 年的随访,直至患者 100 岁或死亡。分析从医疗保健角度进行。罗莫单抗、特立帕肽和阿仑膦酸钠的疗效来自于III期随机对照试验。资源使用和单位成本来自文献。将成本效益干预阈值(CEIT)与英国国家骨质疏松症指南小组(NOGG)推荐的针对骨折风险极高的女性进行成骨治疗的临床适当干预阈值进行了比较:基础病例分析表明,根据年龄和前哨骨折部位的不同,在10年MOF概率为18%-35%及以上的情况下,罗莫单抗-阿仑膦酸钠序贯治疗的成本效益为30,000英镑。对于特立帕肽对阿仑膦酸钠,10 年 MOF 概率为 27-57%时,治疗具有成本效益。结果对药物定价很敏感,但对治疗时间、罗莫索单抗持续性假设和前哨骨折部位相对不敏感。罗莫单抗对阿仑膦酸钠治疗的CEITs低于70岁以上的临床阈值,这意味着治疗既具有成本效益,又符合NOGG治疗指南。相比之下,对于特立帕肽对阿仑膦酸盐的治疗,无论年龄大小,CEIT 都高于临床阈值。然而,在存在较强的临床风险因素以及近期发生过前哨骨折的情况下,也能发现具有成本效益的方案:本研究结果表明,对于骨折风险极高的绝经后妇女来说,罗莫单抗-阿仑膦酸钠或特立帕肽-阿仑膦酸钠序贯治疗是一种具有成本效益的治疗方案。
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引用次数: 0
Advancing bone health strategies in Duchenne muscular dystrophy: the role of BMD monitoring in transforming prognosis. 推进杜兴氏肌肉萎缩症的骨骼健康战略:BMD 监测在改变预后中的作用。
IF 4.2 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-01 Epub Date: 2024-07-22 DOI: 10.1007/s00198-024-07187-1
Eesha Farooq Awan, Hanzala Ahmed Farooqi, Rayyan Nabi
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引用次数: 0
The association between myasthenia gravis and risk of fracture: a systematic review and meta-analysis. 重症肌无力与骨折风险之间的关系:系统回顾与荟萃分析。
IF 4.2 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-01 Epub Date: 2024-05-15 DOI: 10.1007/s00198-024-07097-2
Chien-Ju Lin, Yu-Shan Lee, Jiann-Horng Yeh, Shu-Jung Liu, Kuan-Yu Lin

Patients with myasthenia gravis (MG), because of their muscle weakness and exposure to corticosteroids treatment, are generally considered to be at increased risk for osteoporosis or fracture. However, clinical evidence of this issue is lacking. In this review, we systematically searched databases, including Cochrane Library, PubMed, Embase, and Airiti library from inception to the end of November 2023 for cohort studies that compared participants with MG and participants without MG for incidence of osteoporosis or fracture. We used the Newcastle-Ottawa Scale for quality assessment. In total, we included 3 studies with 34,865 participants. The pooled meta-analysis using the random effect model demonstrated no significant difference in risk of fracture in the MG group (odds ratio = 1.52; 95% confidence interval = 0.74 to 3.12; I2 = 93%; between-study variance [τ2] = 0.32) compared with that for the non-MG group. Due to limited studies, we could not perform a quantitative analysis for risk of osteoporosis. In conclusion, we found no robust evidence to support the proposition that patients with MG are at higher risk for fracture than general comparators. The explanations and underlying mechanisms of this finding remain unclear, we therefore conclude that additional studies are warranted.

肌无力症(MG)患者由于肌肉无力和接受皮质类固醇治疗,通常被认为骨质疏松症或骨折的风险会增加。然而,有关这一问题的临床证据却很缺乏。在本综述中,我们系统地检索了从开始到 2023 年 11 月底的 Cochrane 图书馆、PubMed、Embase 和 Airiti 图书馆等数据库,以寻找比较 MG 患者和非 MG 患者骨质疏松症或骨折发生率的队列研究。我们采用纽卡斯尔-渥太华量表进行质量评估。我们共纳入了 3 项研究,34865 名参与者。使用随机效应模型进行的汇总荟萃分析表明,与非 MG 组相比,MG 组的骨折风险无显著差异(几率比 = 1.52;95% 置信区间 = 0.74 至 3.12;I2 = 93%;研究间方差 [τ2] = 0.32)。由于研究有限,我们无法对骨质疏松症的风险进行定量分析。总之,我们没有发现有力的证据支持 MG 患者的骨折风险高于一般比较者的观点。这一结论的解释和内在机制仍不清楚,因此我们认为有必要进行更多的研究。
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引用次数: 0
Comment on: The association between myasthenia gravis and risk of fracture: a systematic review and meta-analysis. 评论:重症肌无力与骨折风险之间的关系:系统回顾与荟萃分析。
IF 4.2 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-01 Epub Date: 2024-08-29 DOI: 10.1007/s00198-024-07200-7
Junwei Li, Juntang Zheng
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引用次数: 0
Prior fragility fractures are associated with a higher risk of 8-year complications following total shoulder arthroplasty. 既往脆性骨折与全肩关节置换术后 8 年并发症的高风险有关。
IF 4.2 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-01 Epub Date: 2024-06-20 DOI: 10.1007/s00198-024-07147-9
Amy Y Zhao, Samantha Ferraro, Amil Agarwal, Jacob D Mikula, Frederick Mun, Rachel Ranson, Matthew Best, Uma Srikumaran

Patients who sustain fragility fractures prior to total shoulder arthroplasty have significantly higher risk for bone health-related complications within 8 years of procedure. Identification of these high-risk patients with an emphasis on preoperative, intraoperative, and postoperative bone health optimization may help minimize these preventable complications.

Purpose: As the population ages, more patients with osteoporosis are undergoing total shoulder arthroplasty (TSA), including those who have sustained a prior fragility fracture. Sustaining a fragility fracture before TSA has been associated with increased risk of short-term revision rates, periprosthetic fracture (PPF), and secondary fragility fractures but long-term implant survivorship in this patient population is unknown. Therefore, the purpose of this study was to characterize the association of prior fragility fractures with 8-year risks of revision TSA, periprosthetic fracture, and secondary fragility fracture.

Methods: Patients aged 50 years and older who underwent TSA were identified in a large national database. Patients were stratified based on whether they sustained a fragility fracture within 3 years prior to TSA. Patients who had a prior fragility fracture (7631) were matched 1:1 to patients who did not based on age, gender, Charlson Comorbidity Index (CCI), smoking, obesity, diabetes mellitus, and alcohol use. Kaplan-Meier and Cox Proportional Hazards analyses were used to observe the cumulative incidences of all-cause revision, periprosthetic fracture, and secondary fragility fracture within 8 years of index surgery.

Results: The 8-year cumulative incidence of revision TSA (5.7% vs. 4.1%), periprosthetic fracture (3.8% vs. 1.4%), and secondary fragility fracture (46.5% vs. 10.1%) were significantly higher for those who had a prior fragility fracture when compared to those who did not. On multivariable analysis, a prior fragility fracture was associated with higher risks of revision (hazard ratio [HR], 1.48; 95% confidence interval [CI], 1.24-1.74; p < 0.001), periprosthetic fracture (HR, 2.98; 95% CI, 2.18-4.07; p < 0.001) and secondary fragility fracture (HR, 8.39; 95% CI, 7.62-9.24; p < 0.001).

Conclusions: Prior fragility fracture was a significant risk factor for revision, periprosthetic fracture, and secondary fragility fracture within 8 years of primary TSA. Identification of these high-risk patients with an emphasis on preoperative and postoperative bone health optimization may help minimize these complications.

Level of evidence: III.

在全肩关节置换术前发生脆性骨折的患者在术后 8 年内出现骨健康相关并发症的风险明显更高。目的:随着人口老龄化,越来越多的骨质疏松症患者接受了全肩关节置换术(TSA),其中包括那些曾发生过脆性骨折的患者。TSA前发生脆性骨折与短期翻修率、假体周围骨折(PPF)和继发性脆性骨折的风险增加有关,但这类患者的长期植入存活率尚不清楚。因此,本研究的目的是描述既往脆性骨折与 8 年翻修 TSA、假体周围骨折和继发性脆性骨折风险的关系:在一个大型国家数据库中确定了 50 岁及以上接受过 TSA 的患者。根据患者在接受TSA前3年内是否发生过脆性骨折对其进行分层。根据年龄、性别、查尔森综合征指数(Charlson Comorbidity Index,CCI)、吸烟、肥胖、糖尿病和酗酒情况,将曾发生过脆性骨折的患者(7631 例)与未发生过脆性骨折的患者进行 1:1 匹配。采用卡普兰-梅耶(Kaplan-Meier)和考克斯比例危险度(Cox Proportional Hazards)分析法观察指数手术后8年内全因翻修、假体周围骨折和继发性脆性骨折的累积发生率:曾发生过脆性骨折的患者与未发生过脆性骨折的患者相比,TSA翻修(5.7% vs. 4.1%)、假体周围骨折(3.8% vs. 1.4%)和继发性脆性骨折(46.5% vs. 10.1%)的8年累积发生率明显更高。在多变量分析中,既往脆性骨折与较高的翻修风险相关(危险比 [HR],1.48;95% 置信区间 [CI],1.24-1.74;P 结论:既往脆性骨折是导致翻修的一个重要因素:曾发生过脆性骨折是导致翻修、假体周围骨折以及在初次 TSA 术后 8 年内发生继发性脆性骨折的重要风险因素。识别这些高风险患者并强调术前和术后骨健康优化可能有助于将这些并发症降至最低:证据等级:III。
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引用次数: 0
Development and validation of a prediction model for falls among older people using community-based data. 利用社区数据开发和验证老年人跌倒预测模型。
IF 4.2 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-01 Epub Date: 2024-06-15 DOI: 10.1007/s00198-024-07148-8
Chisato Hayashi, Tadashi Okano, Hiromitsu Toyoda

This is the first study to employ multilevel modeling analysis to develop a predictive tool for falls in individuals who have participated in community group exercise over a year. The tool may benefit healthcare workers in screening community-dwelling older adults with various levels of risks for falls.

Purpose: The aim of this study was to develop a calculation tool to predict the risk of falls 1 year in the future and to find the cutoff value for detecting a high risk based on a database of individuals who participated in a community-based group exercise.

Methods: We retrospectively reviewed a total of 7726 physical test and Kihon Checklist data from 2381 participants who participated in community-based physical exercise groups. We performed multilevel logistic regression analysis to estimate the odds ratio of falls for each risk factor and used the variance inflation factor to assess collinearity. We determined a cutoff value that effectively distinguishes individuals who are likely to fall within a year based on both sensitivity and specificity.

Results: The final model included variables such as age, sex, weight, balance, standing up from a chair without any aid, history of a fall in the previous year, choking, cognitive status, subjective health, and long-term participation. The sensitivity, specificity, and best cutoff value of our tool were 68.4%, 53.8%, and 22%, respectively.

Conclusion: Using our tool, an individual's risk of falls over the course of a year could be predicted with acceptable sensitivity and specificity. We recommend a cutoff value of 22% for use in identifying high-risk populations. The tool may benefit healthcare workers in screening community-dwelling older adults with various levels of risk for falls and support physicians in planning preventative and follow-up care.

这是第一项采用多层次建模分析来开发预测参加社区集体锻炼一年以上的人跌倒的工具的研究。目的:本研究的目的是开发一种预测未来一年内跌倒风险的计算工具,并根据参加社区集体锻炼的个人数据库找到检测高风险的临界值:我们回顾性地查看了参加社区体育锻炼小组的 2381 名参与者的 7726 项体能测试和 Kihon 检查表数据。我们进行了多层次逻辑回归分析,估算了每个风险因素的跌倒几率,并使用方差膨胀因子评估了共线性。我们根据灵敏度和特异性确定了一个有效区分一年内可能跌倒者的临界值:最终的模型包括年龄、性别、体重、平衡能力、在没有任何帮助的情况下从椅子上站起、前一年的跌倒史、窒息、认知状况、主观健康状况和长期参与情况等变量。我们工具的灵敏度、特异性和最佳临界值分别为 68.4%、53.8% 和 22%:结论:使用我们的工具可以预测一个人一年内跌倒的风险,其灵敏度和特异性均可接受。我们建议在识别高风险人群时将临界值设定为 22%。该工具可帮助医护人员筛查社区中存在不同程度跌倒风险的老年人,并为医生制定预防和后续护理计划提供支持。
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引用次数: 0
A comparison of foot fractures relative to other fragility fractures: a review and analysis of the American Orthopaedic Association's Own the Bone Database. 足部骨折与其他脆性骨折的比较:对美国骨科协会 Own the Bone 数据库的回顾与分析。
IF 4.2 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-01 Epub Date: 2024-06-18 DOI: 10.1007/s00198-024-07153-x
Eric So, Christopher Juels, Ryan T Scott, Debra L Sietsema

Evidence regarding the risk factors and characteristics of those with foot fragility fractures compared to non-foot fragility fractures is limited. Foot fragility fracture patients are more likely to be younger female with a higher BMI. A foot fragility fracture is strongly predictive of a subsequent foot fragility fracture.

Purpose: Osteoporosis can clinically result in fragility fractures. Evidence regarding the risk factors and characteristics of foot fragility fractures compared to non-foot fragility fractures is limited. The American Orthopaedic Association's Own the Bone (OTB) is a bone health initiative with a substantial dataset. The purpose of this study was to examine and compare characteristics of patients presenting with isolated foot fragility fracture to those with a non-foot fragility fracture.

Methods: Between January 2009 and March of 2022, 58,001 fragility fractures occurred that were included in this cohort. A total of 750 patients had foot fragility fracture(s) and 57,251 patients had a non-foot fragility fracture that included shoulder, arm, elbow, forearm, wrist, spine, ribs, pelvis, hip, thigh, knee, tibia/fibula, and ankle. Demographics, fracture history, bone health factors, medication history, and medication use for each patient were reported in the OTB database. This data was utilized in our secondary cohort comparative analysis of characteristics and the risk of future fractures between foot fragility fracture and non-foot fragility fracture groups.

Results: Foot fragility fracture patients have a significantly higher probability to be younger (66.9 years old), female (91.5%), and have a higher BMI (28.3 kg/m2) compared to non-foot fragility fracture (p < 0.0001) patients. Patients with a foot fragility fracture are nine times (OR = 9.119, CI = 7.44-11.18, p < 0.001) more likely to have had a prior foot fragility fracture. Young, female patients with a prior foot fragility fracture are at higher risk of a future foot fragility fracture, and this risk increased as BMI increased.

Conclusions: Foot fragility fracture patients are more likely to be female and younger compared to patients with a non-foot fragility fracture. A foot fragility fracture is a sentinel event considering that a prior foot fragility fracture is strongly predictive of a subsequent foot fragility fracture.

Level of evidence: 3 (retrospective cohort).

与非足部脆性骨折相比,有关足部脆性骨折患者的风险因素和特征的证据十分有限。足部脆性骨折患者多为年轻女性,体重指数(BMI)较高。目的:骨质疏松症可在临床上导致脆性骨折。与非足部脆性骨折相比,足部脆性骨折的风险因素和特征方面的证据十分有限。美国骨科协会的 "自己的骨头"(OTB)是一项骨健康计划,拥有大量的数据集。本研究的目的是检查并比较孤立性足部脆性骨折患者与非足部脆性骨折患者的特征:从 2009 年 1 月到 2022 年 3 月,共有 58,001 例脆性骨折患者被纳入该队列。共有 750 名患者患有足部脆性骨折,57251 名患者患有非足部脆性骨折,包括肩部、手臂、肘部、前臂、手腕、脊柱、肋骨、骨盆、髋部、大腿、膝部、胫骨/腓骨和踝关节。OTB 数据库报告了每位患者的人口统计学特征、骨折史、骨健康因素、用药史和用药情况。我们利用这些数据对足部脆性骨折组和非足部脆性骨折组的特征和未来骨折风险进行了二次队列比较分析:与非足部脆性骨折患者相比,足部脆性骨折患者年轻(66.9 岁)、女性(91.5%)和体重指数(28.3 kg/m2)较高的概率明显更高(P 结论:足部脆性骨折患者更容易发生骨折:与非足部脆性骨折患者相比,足部脆性骨折患者更可能是女性和年轻人。足部脆性骨折是一种哨点事件,因为之前的足部脆性骨折可强烈预测之后的足部脆性骨折:3(回顾性队列)。
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引用次数: 0
Birth weight and birth length affect future fracture risk differently in men and women. 出生体重和出生时长对男性和女性未来骨折风险的影响不同。
IF 4.2 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-01 Epub Date: 2024-07-05 DOI: 10.1007/s00198-024-07172-8
Louise Moberg, Lars Jehpsson, Peter M Nilsson, Björn Rosengren

We wanted to determine if there are any associations between birth factors and adult fracture risk. For women only, shorter birth length was associated with lower relative fracture risk. For women and men, individuals who were long at birth as well as tall in adulthood had a substantially higher relative fracture risk.

Purpose: We aimed to examine associations between birth anthropometry and adult fracture risk and to investigate if developmental mismatch is associated with fracture risk.

Methods: We included 4635 participants (476 women and 4159 men; born 1921-1950) with hospital and national registry-based data on birth anthropometry and adult fractures (≥ 50 years). We tested associations by Cox proportional hazards regressions and present hazard ratios (HR) with 95% confidence intervals.

Results: In total, 1215 (26%) suffered ≥ 1 fracture during a mean observation period of 26 years. In women, unadjusted analyses indicated that both higher birth weight (HR 1.42 per kg (1.10-1.84)) and birth length (1.10 per cm (1.05-1.17)) were associated to higher adult fracture risk. After adjustment (year of birth and gestational age), statistical significance remained only for birth length, HR 1.10 per cm (1.04-1.17). For men, no associations were apparent. We found no associations between developmental mismatch (lower birth weight followed by higher adult weight) and adult fracture risk. However, for both sexes, being born tall and staying tall into adulthood was associated with a markedly higher (55-105%) relative fracture risk (HR women 2.09 (1.18-3.68), men 1.55 (1.19-2.03)) compared to being born short and remaining short in adulthood.

Conclusion: In this study, being born shorter and lighter was associated with a lower risk for fractures ≥ 50 years in women. However, analyses indicated that tall adults who were also long at birth may be at markedly higher risk of fractures; this warrants further examinations.

我们希望确定出生因素与成人骨折风险之间是否存在关联。仅就女性而言,出生时身长较短与较低的相对骨折风险有关。目的:我们旨在研究出生时人体测量与成年骨折风险之间的关系,并调查发育不匹配是否与骨折风险有关:我们纳入了4635名参与者(女性476人,男性4159人;1921-1950年出生),这些参与者拥有基于医院和国家登记的出生体重测量和成年骨折(≥50岁)数据。我们通过 Cox 比例危险度回归检验了两者之间的关系,并给出了危险度比(HR)及 95% 的置信区间:在平均 26 年的观察期内,共有 1215 人(26%)发生过一次骨折。在女性中,未经调整的分析表明,较高的出生体重(HR 1.42/kg(1.10-1.84))和出生身长(1.10/cm(1.05-1.17))与较高的成年骨折风险有关。经调整(出生年份和胎龄)后,只有出生身长仍具有统计学意义,HR 为每厘米 1.10(1.04-1.17)。男性则没有明显的相关性。我们没有发现发育不匹配(出生时体重较轻,成年后体重较重)与成年骨折风险之间存在关联。然而,与出生时身材矮小和成年后身材仍然矮小相比,男女出生时身材高大和成年后身材仍然高大与明显较高的(55-105%)相对骨折风险有关(女性 HR 为 2.09(1.18-3.68),男性为 1.55(1.19-2.03)):在这项研究中,出生时身材矮小、体重较轻与女性≥50 岁骨折风险较低有关。然而,分析表明,出生时身高较长的成年人发生骨折的风险可能明显较高;这一点值得进一步研究。
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引用次数: 0
Artificial intelligence-enhanced opportunistic screening of osteoporosis in CT scan: a scoping Review. 人工智能增强的 CT 扫描骨质疏松症机会性筛查:范围界定综述。
IF 4.2 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-01 Epub Date: 2024-07-10 DOI: 10.1007/s00198-024-07179-1
Alberto Paderno, Elmer Jeto Ataide Gomes, Leonard Gilberg, Leander Maerkisch, Bianca Teodorescu, Ali Murat Koç, Mathias Meyer

Purpose: This scoping review aimed to assess the current research on artificial intelligence (AI)--enhanced opportunistic screening approaches for stratifying osteoporosis and osteopenia risk by evaluating vertebral trabecular bone structure in CT scans.

Methods: PubMed, Scopus, and Web of Science databases were systematically searched for studies published between 2018 and December 2023. Inclusion criteria encompassed articles focusing on AI techniques for classifying osteoporosis/osteopenia or determining bone mineral density using CT scans of vertebral bodies. Data extraction included study characteristics, methodologies, and key findings.

Results: Fourteen studies met the inclusion criteria. Three main approaches were identified: fully automated deep learning solutions, hybrid approaches combining deep learning and conventional machine learning, and non-automated solutions using manual segmentation followed by AI analysis. Studies demonstrated high accuracy in bone mineral density prediction (86-96%) and classification of normal versus osteoporotic subjects (AUC 0.927-0.984). However, significant heterogeneity was observed in methodologies, workflows, and ground truth selection.

Conclusions: The review highlights AI's promising potential in enhancing opportunistic screening for osteoporosis using CT scans. While the field is still in its early stages, with most solutions at the proof-of-concept phase, the evidence supports increased efforts to incorporate AI into radiologic workflows. Addressing knowledge gaps, such as standardizing benchmarks and increasing external validation, will be crucial for advancing the clinical application of these AI-enhanced screening methods. Integration of such technologies could lead to improved early detection of osteoporotic conditions at a low economic cost.

目的:这篇范围综述旨在评估目前关于人工智能(AI)增强型机会性筛查方法的研究,这些方法通过评估CT扫描中的椎体骨小梁结构来对骨质疏松症和骨质疏松症风险进行分层:系统检索了 PubMed、Scopus 和 Web of Science 数据库中 2018 年至 2023 年 12 月间发表的研究。纳入标准包括关注使用人工智能技术对骨质疏松症/骨质疏松进行分类或使用椎体 CT 扫描确定骨矿密度的文章。数据提取包括研究特点、方法和主要发现:结果:14 项研究符合纳入标准。确定了三种主要方法:全自动深度学习解决方案、深度学习与传统机器学习相结合的混合方法,以及使用人工分割后再进行人工智能分析的非自动化解决方案。研究表明,骨矿密度预测(86%-96%)和正常与骨质疏松受试者分类(AUC 0.927-0.984)的准确率很高。然而,在方法论、工作流程和地面实况选择方面观察到了明显的异质性:综述强调了人工智能在利用 CT 扫描加强骨质疏松症机会性筛查方面的巨大潜力。虽然该领域仍处于早期阶段,大多数解决方案还处于概念验证阶段,但有证据支持加大力度将人工智能纳入放射工作流程。缩小知识差距,如实现基准标准化和增加外部验证,对于推动这些人工智能增强型筛查方法的临床应用至关重要。这些技术的整合能以较低的经济成本改善骨质疏松症的早期检测。
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引用次数: 0
Diagnostic performance of radiomics for predicting osteoporosis in adults: a systematic review and meta-analysis. 放射组学在预测成人骨质疏松症方面的诊断性能:系统综述和荟萃分析。
IF 4.2 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-01 Epub Date: 2024-05-27 DOI: 10.1007/s00198-024-07136-y
Ling Deng, Ping Shuai, Youren Liu, Tao Yong, Yuping Liu, Hang Li, Xiaoxia Zheng

This study aimed to assess the diagnostic accuracy of radiomics for predicting osteoporosis and the quality of radiomic studies. The study protocol was prospectively registered on PROSPERO (CRD42023425058). We searched PubMed, EMBASE, Web of Science, and Cochrane Library databases from inception to June 1, 2023, for eligible articles that applied radiomic techniques to diagnosing osteoporosis or abnormal bone mass. Quality and risk of bias of the included studies were evaluated with radiomics quality score (RQS), METhodological RadiomICs Score (METRICS), and Quality Assessment of Diagnostic Accuracy Studies-2 (QUADAS-2) tools. The data analysis utilized the R program with mada, metafor, and meta packages. Ten retrospective studies with 5926 participants were included in the systematic review and meta-analysis. The overall risk of bias and applicability concerns for each domain of the studies were rated as low, except for one study which was considered to have a high risk of flow and time bias. The mean METRICS score was 70.1% (range 49.6-83.2%). There was moderate heterogeneity across studies and meta-regression identified sources of heterogeneity in the data, including imaging modality, feature selection method, and classifier. The pooled diagnostic odds ratio (DOR) under the bivariate random effects model across the studies was 57.22 (95% CI 27.62-118.52). The pooled sensitivity and specificity were 87% (95% CI 81-92%) and 87% (95% CI 77-93%), respectively. The area under the summary receiver operating characteristic curve (AUC) of the radiomic models was 0.94 (range 0.8 to 0.98). The results supported that the radiomic techniques had good accuracy in diagnosing osteoporosis or abnormal bone mass. The application of radiomics in osteoporosis diagnosis needs to be further confirmed by more prospective studies with rigorous adherence to existing guidelines and multicenter validation.

本研究旨在评估放射线组学在预测骨质疏松症方面的诊断准确性以及放射线组学研究的质量。研究方案在 PROSPERO(CRD42023425058)上进行了前瞻性注册。我们检索了 PubMed、EMBASE、Web of Science 和 Cochrane Library 数据库中从开始到 2023 年 6 月 1 日符合条件的应用放射学技术诊断骨质疏松症或异常骨量的文章。采用放射组学质量评分(RQS)、METhodological RadiomICs Score(METRICS)和诊断准确性研究质量评估-2(QUADAS-2)工具对纳入研究的质量和偏倚风险进行评估。数据分析使用了 R 程序和 mada、metafor 和 meta 软件包。系统综述和荟萃分析共纳入了 10 项回顾性研究,共有 5926 名参与者。除一项研究被认为具有较高的流量和时间偏倚风险外,其他研究在每个领域的总体偏倚风险和适用性问题均被评为较低。平均 METRICS 得分为 70.1%(范围为 49.6-83.2%)。各研究之间存在中度异质性,元回归确定了数据的异质性来源,包括成像方式、特征选择方法和分类器。在双变量随机效应模型下,各研究的汇总诊断几率比(DOR)为 57.22(95% CI 27.62-118.52)。汇总的敏感性和特异性分别为 87% (95% CI 81-92%) 和 87% (95% CI 77-93%)。放射学模型的接收者操作特征曲线下面积(AUC)为 0.94(范围为 0.8 至 0.98)。结果表明,放射组学技术在诊断骨质疏松症或骨量异常方面具有良好的准确性。放射组学在骨质疏松症诊断中的应用还需要更多的前瞻性研究进一步证实,这些研究应严格遵守现有指南并进行多中心验证。
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Osteoporosis International
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