ligament

韧带
  • 文章类型: Journal Article
    虽然尺侧副韧带撕裂手术修复的初步报告是有希望的,缺乏详细说明修复后结果的研究。这项研究探讨了尺侧副韧带(UCL)修复在使职业棒球运动员恢复受伤前水平方面的有效性。我们的假设是,接受UCL修复的职业棒球运动员将在手术后获得成功的结果和较高的运动回报率。
    利用公开可用的数据库搜索2016年至2021年接受UCL维修的职业棒球运动员的数据。包括使用内部支架进行主要UCL修复的玩家。业余球员被排除在外,那些正在进行UCL修复或UCL重建的球员也被排除在外。
    在接受UCL修复的11个投手中,小联盟棒球(MiLB)投手平均在17.5个月内重返这项运动。MiLB投手的平均得分(ERA)相似,玩游戏,一局投球,手术前后步行加每局击球率(WHIPs)。四个美国职业棒球大联盟(MLB)投手(80%)在9.55个月时重返这项运动。与手术前相比,美国职业棒球大联盟投手的比赛次数更少,投球次数也更少,但他们的ERA和WHIP在手术前后相似。手术后的俯仰速度和旋转速率根据俯仰类型而变化。接受UCL修复的七名位置球员在手术前后的击球或投篮表现没有差异。
    UCL修复可以成功地使投手和位置球员在MiLB和MLB级别都返回到受伤前的表现水平。对于希望在手术后以最少的恢复时间最大化表现的球员来说,修复可以被视为合格伤害的一种选择。证据等级:IV。
    UNASSIGNED: While initial reports of surgical repair of ulnar collateral ligament tears are promising, studies detailing post-repair outcomes are lacking. This study explores the effectiveness of ulnar collateral ligament (UCL) repair in returning professional baseball players to their pre-injury level of play. Our hypothesis is that professional baseball players undergoing UCL repair will have successful outcomes and high return to sport rates after surgery.
    UNASSIGNED: Publicly available databases were utilized to search for data on professional baseball players who underwent UCL repair from 2016 to 2021. Players undergoing primary UCL repair with an internal brace were included. Amateur players were excluded as were those undergoing revision UCL repair or UCL reconstruction.
    UNASSIGNED: Of the 11 pitchers who underwent UCL repair, minor league baseball (MiLB) pitchers returned to the sport at an average of 17.5 months. MiLB pitchers had similar earned run averages (ERAs), games played, innings pitched, and walks plus hits per inning pitched ratios (WHIPs) before and after surgery. Four major league baseball (MLB) pitchers (80%) returned to the sport at 9.55 months. MLB pitchers played fewer games and pitched fewer innings than before the surgery, but their ERAs and WHIPs were similar before and after surgery. Pitch velocity and spin rates after surgery varied based on pitch type. The seven positional players who underwent UCL repair showed no differences in batting or fielding performance before and after surgery.
    UNASSIGNED: UCL repair can successfully return both pitchers and positional players at both the MiLB and MLB levels to play at pre-injury performance levels. Repair can be considered as an option for qualifying injuries in players hoping to maximize performance after surgery with minimal recovery time. Level of Evidence: IV.
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  • 文章类型: Journal Article
    在原发性前交叉韧带(ACL)重建(ACLR)中,同种异体肌腱被认为具有较高的ACL移植失败率。历史系列可能会因移植物处理方法而产生偏差,这些方法会降低供体肌腱的生物力学特性,例如辐照。超临界二氧化碳(SCCO2)是一种在生理温度下对生物材料进行最终灭菌而无需辐照的有效方法,但迄今为止尚未报道SCCO2处理的同种异体肌腱移植物用于原发性ACLR。
    使用SCCO2同种异体移植物的ACLR将导致可接受的故障率,主观膝关节评分,术后2年进行临床评估。
    案例系列;证据级别,4.
    患者接受了经最终灭菌的SCCO2处理的人gracilis的初级ACLR,长腓骨,半腱肌,胫骨前肌,和胫骨后肌腱同种异体移植。收集患者的人口统计数据,随着肌腱供体的年龄和性别。术后1年,收集主观国际膝关节文献委员会(IKDC)和ACL-受伤后恢复运动(ACL-RSI)评分,以及临床评估。术后2年,重复IKDC和ACL-RSI评分,并恢复运动,并记录了进一步的膝盖受伤。
    总共144名中等年龄为26(IQR14)岁的患者组成了研究组。患者主要为男性(58%)。随访损失率为8%(n=12)。同种异体肌腱供体的平均年龄为37岁(17-58岁),大多数是男性(83%)。平均同种异体移植物直径为8.9±1.0mm。在2年,ACL移植失败发生率为5%(n=7)。所有移植失败的患者年龄≤25岁(P=.007)。供体年龄(≤40岁或>40岁)和供体性别均与移植失败无关(P>.05)。IKDC主观评分中位数为95分,ACL-RSI评分中位数为75分。术后前2年内未对脓毒症进行修订。
    SCCO2处理同种异体肌腱在连续一系列原发性ACLR患者术后24个月显示出令人满意的临床和患者报告结果。与已发表的腿筋肌腱自体移植和新鲜冷冻的未经辐照的同种异体移植系列报道相比,ACL移植失败率和主观膝关节评分相似。
    UNASSIGNED: Allograft tendons are perceived to have a high ACL graft failure rate in primary anterior cruciate ligament (ACL) reconstruction (ACLR). Historical series may be biased by graft processing methods that degrade the biomechanical properties of donor tendons such as irradiation. Supercritical carbon dioxide (SCCO2) is a validated method of terminally sterilizing biomaterials at physiological temperatures without irradiation, but in vivo use of SCCO2-processed tendon allografts for primary ACLR has not been reported to date.
    UNASSIGNED: ACLR with SCCO2 allografts would result in acceptable failure rates, subjective knee scores, and clinical evaluation at 2 years postoperatively.
    UNASSIGNED: Case series; Level of evidence, 4.
    UNASSIGNED: Patients underwent primary ACLR with terminally sterilized SCCO2-processed human gracilis, peroneus longus, semitendinosus, tibialis anterior, and tibialis posterior tendon allografts. Patient demographics were collected, along with tendon donor age and sex. At 1 year postoperatively, subjective International Knee Documentation Committee (IKDC) and ACL-Return to Sport After Injury (ACL-RSI) scores were collected, as well as clinical evaluation. At 2 years postoperatively, the IKDC and ACL-RSI scores were repeated, and return to sports and further knee injuries were recorded.
    UNASSIGNED: A total of 144 patients with a medianage of 26 (IQR 14) years formed the study group. Patients were predominately male (58%). The loss to follow-up rate was 8% (n = 12). The mean age of allograft tendon donors was 37 (range 17-58) years, and the majority were male (83%). The mean allograft diameter was 8.9 ± 1.0 mm. At 2 years, ACL graft failureoccurred in 5% (n = 7). All graft failureswere in patients aged ≤25 years (P = .007). Neither donor age (≤40 or >40 years) nor donor sex was associated with graft failure (P > .05). The median IKDC subjective score was 95 and ACL-RSI score was 75. There were no revisions for sepsis within the first 2 years postoperatively.
    UNASSIGNED: SCCO2 processing of allograft tendons demonstrated satisfactory clinical and patient-reported outcomes at 24 months postoperatively in a consecutive series of patients with primary ACLR, with similar ACL graft failure rates and subjective knee scores compared with those reported in published series of hamstring tendon autograft and fresh frozen nonirradiated allograft.
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  • 文章类型: Journal Article
    肩胛骨韧带病变是腕部最常见的韧带病变。我们评估了在Watson测试过程中超声检查的可靠性。在2020年7月至2023年4月期间,对20例经MRI和术中证实为肩胛骨韧带病变的患者进行了术前评估。在手腕中性和Watson测试期间,对舟骨背侧半脱位进行了超声检查,并与健康的对侧进行了比较。由两名独立的研究者测量背部半脱位,并评估观察者内部和观察者之间的可靠性。我们发现健康的舟骨背侧半脱位之间存在显着差异(0.89毫米,SD0.67mm)与病理侧(1.67mm,SD0.95毫米)。可靠性非常好,并且对于所有测量,测量的标准误差小于0.4mm。Watson测试期间的超声检查在诊断肩胛骨病变方面具有很高的可靠性。证据级别:III.
    Scapholunate ligament lesion is the most common ligament lesion in the wrist. We assessed the reliability of sonography in detecting it during Watson test. Twenty patients with scapholunate ligament lesion confirmed on MRI and intraoperatively were assessed preoperatively between July 2020 and April 2023. Sonography was performed on the scaphoid dorsal subluxation in wrist neutral and during Watson test and compared with the healthy contralateral side. Dorsal subluxation was measured by two independent investigators and intra- and inter-observer reliability were assessed. We found a significant difference between dorsal subluxation of the scaphoid in the healthy (0.89 mm, SD 0.67 mm) compared to the pathological side (1.67 mm, SD 0.95 mm). Reliability was very good and the standard error of measurement was less than 0.4 mm for all measurements. Sonography during Watson test demonstrated high reliability in diagnosing scapholunate lesions. LEVEL OF EVIDENCE: III.
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  • 文章类型: Journal Article
    分层胶原纤维是肌腱和韧带强度的主要来源;然而,这些纤维在受伤后或修复后不会再生,导致治疗选择有限。我们先前开发了一种静态培养系统,该系统可指导ACL成纤维细胞在6周内产生天然大小的纤维和早期束。这些结构是有前途的韧带置换,但是需要进一步的成熟。机械线索对于体内和工程组织的发展至关重要;然而,对较大纤维和束形成的影响在很大程度上是未知的。我们的目的是研究间歇性循环拉伸,模仿快速的肌肉活动,在我们的系统中推动进一步成熟,以创建更强大的工程替代品,并探索循环加载是否对不同程度的胶原蛋白组织的细胞有不同的影响,以更好地告知工程组织成熟方案。构建体在5%或10%应变下加载已建立的间歇性循环加载方案长达6周,并与静态对照进行比较。循环加载驱动细胞增加分层胶原蛋白组织,胶原蛋白卷曲,和组织拉伸性能,最终产生匹配或超过未成熟ACL属性的构建体。Further,加载对细胞的影响取决于组织程度。具体来说,10%的负载推动了拉伸性能和成分的早期改善,虽然5%的负荷在后来的培养中更有益,表明机械转换的转变。这项研究为循环加载如何影响细胞驱动的分层纤维形成和成熟提供了新的见解。这将有助于开发更好的康复方案和工程师更强的替代品。重要声明:胶原纤维是全身肌腱和韧带中强度和功能的主要来源。这些纤维在受伤后再生有限,修复,在工程替代中,减少治疗选择。循环负载已被证明可以改善原纤维水平对齐,但其在较大的纤维和束长度尺度上的影响在很大程度上是未知的。这里,我们证明了间歇性循环加载增加了细胞驱动的分层纤维形成和组织力学,生产具有与未成熟ACL类似的组织和机制的工程替代品。这项研究为循环加载如何影响细胞驱动的纤维成熟提供了新的见解。更好地了解机械提示如何调节纤维形成将有助于开发更好的工程替换和康复方案,以驱动受伤后的修复。
    Hierarchical collagen fibers are the primary source of strength in tendons and ligaments; however, these fibers largely do not regenerate after injury or with repair, resulting in limited treatment options. We previously developed a static culture system that guides ACL fibroblasts to produce native-sized fibers and early fascicles by 6 weeks. These constructs are promising ligament replacements, but further maturation is needed. Mechanical cues are critical for development in vivo and in engineered tissues; however, the effect on larger fiber and fascicle formation is largely unknown. Our objective was to investigate whether intermittent cyclic stretch, mimicking rapid muscle activity, drives further maturation in our system to create stronger engineered replacements and to explore whether cyclic loading has differential effects on cells at different degrees of collagen organization to better inform engineered tissue maturation protocols. Constructs were loaded with an established intermittent cyclic loading regime at 5 or 10 % strain for up to 6 weeks and compared to static controls. Cyclic loading drove cells to increase hierarchical collagen organization, collagen crimp, and tissue tensile properties, ultimately producing constructs that matched or exceeded immature ACL properties. Further, the effect of loading on cells varied depending on degree of organization. Specifically, 10 % load drove early improvements in tensile properties and composition, while 5 % load was more beneficial later in culture, suggesting a shift in mechanotransduction. This study provides new insight into how cyclic loading affects cell-driven hierarchical fiber formation and maturation, which will help to develop better rehabilitation protocols and engineer stronger replacements. STATEMENT OF SIGNIFICANCE: Collagen fibers are the primary source of strength and function in tendons and ligaments throughout the body. These fibers have limited regenerate after injury, with repair, and in engineered replacements, reducing treatment options. Cyclic load has been shown to improve fibril level alignment, but its effect at the larger fiber and fascicle length-scale is largely unknown. Here, we demonstrate intermittent cyclic loading increases cell-driven hierarchical fiber formation and tissue mechanics, producing engineered replacements with similar organization and mechanics as immature ACLs. This study provides new insight into how cyclic loading affects cell-driven fiber maturation. A better understanding of how mechanical cues regulate fiber formation will help to develop better engineered replacements and rehabilitation protocols to drive repair after injury.
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  • 文章类型: Journal Article
    虽然精英网球运动员的伤病被广泛记录,关于俱乐部级别球员网球受伤的研究存在显著差距。这项研究调查了德国联赛球员的网球伤害,特别强调球拍性能和球场表面的影响,区分慢性和急性损伤。
    回顾性分析了600名网球运动员在1.5年时间里的数据,标准化问卷涵盖了人体测量,损伤特征,设备使用情况,和法庭表面条件。
    该研究确定了1012个与网球有关的伤害,平均每名球员1.7。急性损伤主要影响下肢(56%),脚踝受伤是最普遍的,和韧带是最常见的受影响的结构(36.4%)。慢性投诉(364名运动员报告)集中在上肢(63.2%),主要是肌腱损伤(56.8%)。球拍特性对慢性上肢损伤没有显着影响。
    这项研究强调了急性下肢损伤的高发生率,尤其是脚踝韧带受伤,在德国联赛网球运动员中。它为制定适用于业余爱好者的有针对性的伤害预防策略提供了至关重要的见解,半专业,和职业网球运动员,尽管没有发现球拍材料和慢性上肢损伤之间的显著联系。
    UNASSIGNED: While injuries among elite tennis athletes are extensively documented, a notable research gap exists regarding tennis injuries among club-level players. This study examines tennis injuries in German league players, with a particular emphasis on the impact of racquet properties and court surfaces, distinguishing between chronic and acute injuries.
    UNASSIGNED: Retrospectively analyzing data from 600 tennis players over a 1.5-year period, a standardized questionnaire covered anthropometrics, injury characteristics, equipment usage, and court surface conditions.
    UNASSIGNED: The study identified 1012 tennis-related injuries, averaging 1.7 per player. Acute injuries predominantly affected the lower extremity (56%), with ankle injuries being the most prevalent, and ligaments were the most commonly affected structures (36.4%). Chronic complaints (reported by 364 athletes) focused on the upper extremity (63.2%), primarily tendon injuries (56.8%). Racket properties exhibited no significant impact on chronic upper extremity injuries.
    UNASSIGNED: This study highlights a high incidence of acute lower extremity injuries, especially ankle ligament injuries, among German league tennis players. It offers crucial insights for devising targeted injury prevention strategies applicable to amateur, semi-professional, and professional tennis players, despite finding no significant link between racquet material and chronic upper extremity injuries.
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  • 文章类型: Journal Article
    目标:跟腱(AT)软骨层生长的组织学差异,股四头肌腱(QT),髌腱(PT),前交叉韧带(ACL)的插入尚不清楚。因此,本研究旨在探讨AT软骨层生长的差异,QT,PT,和ACL插入。材料与方法:采用48只雄性日本大白兔。在不同阶段(第1天和第1、2、4、6、8、12和24周)对6只动物实施安乐死。SafraninO-染色糖胺聚糖(GAG)生产区,软骨细胞计数,和插入宽度进行了调查。结果:双向方差分析(ANOVA)显示,所有参数的时间和插入的主要影响均存在显着差异。此外,时间×插入交互作用显著。多重比较显示ACL插入和所有其他变量之间存在显著差异;然而,QT的GAG生产面积没有显著差异,PT,和AT插入。AT插入与所有其他组明显不同;然而,ACL的软骨细胞数量和插入宽度没有显着差异,QT,和PT插入。结论:AT之间的软骨层生长不同,QT,PT,和ACL插入。插入之间的差异也可能是由于其结构的差异,地点,和机械环境。
    Objectives: Histological differences in cartilage layer growth in Achilles tendon (AT), quadriceps tendon (QT), patellar tendon (PT), and anterior cruciate ligament (ACL) insertion are unclear. Therefore, this study aimed to investigate the differences in cartilage layer growth in AT, QT, PT, and ACL insertions. Materials and Methods: Forty-eight male Japanese white rabbits were used. Six animals were euthanized at different stages (day 1 and 1, 2, 4, 6, 8, 12, and 24 weeks). Safranin O-stained glycosaminoglycan (GAG) production area, chondrocyte count, and insertion width were investigated. Results: A two-way analysis of variance (ANOVA) revealed a significant difference in the main effects of time and insertion for all parameters. In addition, the time × insertion interaction was significant. Multiple comparisons showed a significant difference between the ACL insertion and all other variables; however, the GAG production area was not significantly different for the QT, PT, and AT insertions. AT insertions were significantly different from all other groups; however, the number of chondrocytes and insertion width were not significantly different for ACL, QT, and PT insertions. Conclusion: Cartilage layer growth differed between the AT, QT, PT, and ACL insertions. The differences between the insertions may also be due to the differences in their structures, locations, and mechanical environments.
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  • 文章类型: Journal Article
    背景:胫骨平台骨折(TPFs)通常与韧带或半月板损伤相关,可能会被误诊。适当的早期识别可能会改变这些软组织损伤(STIs)的手术管理,这些软组织损伤可以与TPF治疗同时解决。磁共振成像(MRI)是一种有效的诊断测试,可识别TPF中所有相关的性传播感染。本研究旨在分析MRI在识别和指导TPFs中的性传播感染治疗方面的影响。
    方法:这项回顾性研究包括在1月1日之间连续治疗的57例TPF患者,2022年12月31日,2022年。所有骨折类型均根据AO/OTA和Schatzker分类进行分类。性传播感染的流行,包括内侧半月板(MM),外侧半月板(LM),前交叉韧带(ACL),后交叉韧带(PCL),内侧副韧带(MCL),外侧副韧带(LCL)损伤,通过MRI评估。
    结果:关于LM的MRI检测发现有统计学意义,ACL,PCL和MCL损伤导致与TPFs治疗同时进行额外的外科手术(p<0.05)。相比之下,MRI确定的额外MM和LCL损伤的数量,导致了其他外科手术,无统计学意义(p>0.05)。
    结论:术前MRI已被证明是诊断TPF中性传播感染的有效方法,显著影响和改变手术治疗。
    方法:IV.
    BACKGROUND: Tibial plateau fractures (TPFs) are usually associated with ligamentous or meniscal injuries that could remain misdiagnosed. An appropriate and early recognition may change the surgical management of these soft tissue injuries (STIs) that could be addressed concomitantly with TPF treatment. Magnetic resonance imaging (MRI) is an efficient diagnostic test to identify all associated STIs in TPFs. This study aims to analyze the MRI impact in identifying and guiding the STIs treatment in TPFs.
    METHODS: This retrospective study included a consecutive series of 57 patients with TPFs treated between January 1st, 2022, and December 31st, 2022. All fracture patterns were classified according to the AO/OTA and Schatzker classification. The prevalence of STIs, including medial meniscus (MM), lateral meniscus (LM), anterior cruciate ligament (ACL), posterior cruciate ligament (PCL), medial collateral ligament (MCL), and lateral collateral ligament (LCL) injuries, was assessed through the MRI evaluation.
    RESULTS: A statistical significance was found regarding the MRI detection of LM, ACL, PCL and MCL injuries that led to additional surgical procedures at the same time as the TPFs treatment (p < 0.05). In contrast, the amount of additional MM and LCL injuries identified by MRI, which resulted in other surgical procedures, was not statistically significant (p > 0.05).
    CONCLUSIONS: Preoperative MRI has been demonstrated to be an effective procedure for diagnosing STIs in TPFs, significantly influencing and changing the surgical treatment.
    METHODS: IV.
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  • 文章类型: Journal Article
    背景锁骨远端损伤伴喙锁韧带(CCL)破坏的治疗具有挑战性。这项研究的目的是评估使用验证的结果措施,使用Infinity-Lock按钮系统重建CCL的功能结果。患者满意度评分,恢复到受伤前的活动,和并发症。方法对28例CCL中断患者进行7年的评估,其中包括14例锁骨外侧端骨折和14例肩锁关节(ACJ)脱位。所有患者均使用Infinity-Lock按钮系统进行CCL的稳定。术前和术后使用经过验证的结果指标(如视觉模拟量表(VAS))评估患者,牛津肩评分(OSS),手臂的快速残疾,肩和手(Q-DASH)得分,恢复到受伤前的活动水平,患者满意度评分,并对并发症进行了回顾。结果患者平均年龄为36.7岁(18~74岁)。平均随访38.6个月(8~68个月)。平均手术时间为75.8天(3-619天)。术后VAS有统计学意义的改善,OSS,和Q-DASH评分与术前相比(p值<0.001)。在28名参与者中,23人(82.1%)恢复到受伤前的活动水平,25人(89.7%)在干预后报告了“良好”或“优秀”的结果,并且没有患者报告术后功能不稳定。没有患者需要翻修手术或植入物移除。结论CCL重建在锁骨损伤的治疗中至关重要。这项研究证明了在这些损伤中安全使用Infinity-Lock按钮系统,在早期患者报告的结果指标中具有统计学上的显着改善。恢复到受伤前的活动水平,患者主观满意度。
    Background The management of distal clavicle injuries with disruption of the coracoclavicular ligaments (CCLs) is challenging. The aim of this study was to assess the functional results of reconstructing the CCLs with the Infinity-Lock Button System using validated outcome measures, patient satisfaction scores, return to pre-injury activity, and complications. Methods A total of 28 cases of CCL disruption were assessed over a seven-year period, which included 14 lateral end-of-clavicle fractures and 14 acromioclavicular joint (ACJ) dislocations. All patients underwent stabilisation of the CCLs using the Infinity-Lock Button System. Patients were assessed preoperatively and postoperatively using validated outcome measures such as visual analogue scale (VAS), Oxford Shoulder Score (OSS), Quick Disabilities of Arm, Shoulder & Hand (Q-DASH) scores, return to pre-injury level of activities, patient satisfaction scores, and complications were reviewed. Results The mean age of patients was 36.7 years (18-74 years). The mean follow-up was 38.6 months (8-68 months). The mean time to surgery was 75.8 days (3-619 days). There was a statistically significant improvement in postoperative VAS, OSS, and Q-DASH scores compared to the preoperative (p-value <0.001). Out of the 28 participants, 23 (82.1%) returned to pre-injury level of activities, 25 (89.7%) reported \'good\' or \'excellent\' outcomes following the intervention, and none of the patients reported functional instability postoperatively. None of the patients required revision surgery or implant removal. Conclusion CCL reconstruction is vital in the management of clavicular injuries. This study demonstrates the safe use of the Infinity-Lock Button System in these injuries with statistically significant improvement in early patient-reported outcome measures, return to pre-injury level of activities, and subjective patient satisfaction.
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  • 文章类型: Journal Article
    目前,使用自体移植物是替换许多受损生物组织的黄金标准。然而,这种做法的缺点,可以减轻通过组织工程植入物。本研究的目的是探索机器学习如何机械评估2D和3D聚乙烯醇(PVA)静电纺支架(一根扭曲的长丝,3种扭曲的细丝和3种扭曲/编织的细丝支架)用于不同的组织工程应用。制造交联和非交联支架并进行机械表征,在干/湿条件下和在纵向/横向载荷下,使用拉伸测试。使用28个机器学习模型(ML)来预测支架的机械性能。4个外生变量(结构,环境条件,交联和载荷方向)用于预测2个内生变量(杨氏模量和极限拉伸强度)。ML模型能够识别具有与韧带组织相当的杨氏模量和极限拉伸强度的6种结构和测试条件,皮肤组织,口腔和鼻腔组织,和肾组织。这项新颖的研究证明,分类和回归树(CART)模型是一种创新且易于解释的工具,可以识别仿生电纺结构;但是,立体派和支持向量机(SVM)模型是最准确的,R2为0.93和0.8,以预测极限抗拉强度和杨氏模量,分别。可以实施该方法以优化不同应用中的制造过程。
    Currently, the use of autografts is the gold standard for the replacement of many damaged biological tissues. However, this practice presents disadvantages that can be mitigated through tissue-engineered implants. The aim of this study is to explore how machine learning can mechanically evaluate 2D and 3D polyvinyl alcohol (PVA) electrospun scaffolds (one twisted filament, 3 twisted filament and 3 twisted/braided filament scaffolds) for their use in different tissue engineering applications. Crosslinked and non-crosslinked scaffolds were fabricated and mechanically characterised, in dry/wet conditions and under longitudinal/transverse loading, using tensile testing. 28 machine learning models (ML) were used to predict the mechanical properties of the scaffolds. 4 exogenous variables (structure, environmental condition, crosslinking and direction of the load) were used to predict 2 endogenous variables (Young\'s modulus and ultimate tensile strength). ML models were able to identify 6 structures and testing conditions with comparable Young\'s modulus and ultimate tensile strength to ligamentous tissue, skin tissue, oral and nasal tissue, and renal tissue. This novel study proved that Classification and Regression Trees (CART) models were an innovative and easy to interpret tool to identify biomimetic electrospun structures; however, Cubist and Support Vector Machine (SVM) models were the most accurate, with R2 of 0.93 and 0.8, to predict the ultimate tensile strength and Young\'s modulus, respectively. This approach can be implemented to optimise the manufacturing process in different applications.
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  • 文章类型: Journal Article
    背景:前交叉韧带(ACL)损伤在运动中很常见,是严重的膝关节损伤,需要及时诊断。磁共振成像(MRI)是一种很强的,用于检测ACL撕裂的非侵入性工具,这需要训练才能准确阅读。在阅读MR图像方面具有不同经验的临床医生需要不同的信息来诊断ACL撕裂。人工智能(AI)图像处理可能是诊断ACL撕裂的一种有前途的方法。
    目的:这项研究试图使用AI来(1)从完整的MR图像中诊断ACL撕裂,(2)从完整的MR图像中识别撕裂的ACL图像,并诊断为ACL撕裂,和(3)将完整ACL和撕裂ACLMR图像与所选择的MR图像区分开。
    方法:回顾性收集了800例撕裂的ACL(n=1205)和完整的ACL(n=1018)的矢状MR图像以及200例(100例撕裂的ACL和100例完整的ACL)20-40岁患者的完整膝关节MR图像。使用卷积神经网络的AI方法被应用于为目标构建模型。使用200个独立病例的MR图像(100个撕裂的ACL和100个完整的ACL)作为模型的测试集。从测试集中随机选择的40例的MR图像用于比较训练模型与具有不同经验水平的临床医生之间的ACL眼泪的读取准确性。
    结果:第一个区分撕裂ACL的模型,完整的ACL,以及来自完整MR图像的其他图像,精度为0.9946,灵敏度,特异性,精度,F1评分分别为0.9344、0.9743、0.8659和0.8980。ACL撕裂诊断的最终准确性为0.96。该模型显示出比经验不足的临床医生明显更高的阅读准确性。第二个模型从完整的MR图像中识别出撕裂的ACL图像,诊断ACL撕裂的准确度为0.9943,灵敏度为,特异性,精度,F1评分分别为0.9154、0.9660、0.8167和0.8632。第三个模型区分撕裂和完整的ACL图像,精度为0.9691,灵敏度,特异性,精度,F1评分分别为0.9827、0.9519、0.9632和0.9728。
    结论:这项研究证明了使用AI方法为需要MRI诊断ACL撕裂的不同信息的临床医生提供信息的可行性。
    BACKGROUND: Anterior cruciate ligament (ACL) injuries are common in sports and are critical knee injuries that require prompt diagnosis. Magnetic resonance imaging (MRI) is a strong, noninvasive tool for detecting ACL tears, which requires training to read accurately. Clinicians with different experiences in reading MR images require different information for the diagnosis of ACL tears. Artificial intelligence (AI) image processing could be a promising approach in the diagnosis of ACL tears.
    OBJECTIVE: This study sought to use AI to (1) diagnose ACL tears from complete MR images, (2) identify torn-ACL images from complete MR images with a diagnosis of ACL tears, and (3) differentiate intact-ACL and torn-ACL MR images from the selected MR images.
    METHODS: The sagittal MR images of torn ACL (n=1205) and intact ACL (n=1018) from 800 cases and the complete knee MR images of 200 cases (100 torn ACL and 100 intact ACL) from patients aged 20-40 years were retrospectively collected. An AI approach using a convolutional neural network was applied to build models for the objective. The MR images of 200 independent cases (100 torn ACL and 100 intact ACL) were used as the test set for the models. The MR images of 40 randomly selected cases from the test set were used to compare the reading accuracy of ACL tears between the trained model and clinicians with different levels of experience.
    RESULTS: The first model differentiated between torn-ACL, intact-ACL, and other images from complete MR images with an accuracy of 0.9946, and the sensitivity, specificity, precision, and F1-score were 0.9344, 0.9743, 0.8659, and 0.8980, respectively. The final accuracy for ACL-tear diagnosis was 0.96. The model showed a significantly higher reading accuracy than less experienced clinicians. The second model identified torn-ACL images from complete MR images with a diagnosis of ACL tear with an accuracy of 0.9943, and the sensitivity, specificity, precision, and F1-score were 0.9154, 0.9660, 0.8167, and 0.8632, respectively. The third model differentiated torn- and intact-ACL images with an accuracy of 0.9691, and the sensitivity, specificity, precision, and F1-score were 0.9827, 0.9519, 0.9632, and 0.9728, respectively.
    CONCLUSIONS: This study demonstrates the feasibility of using an AI approach to provide information to clinicians who need different information from MRI to diagnose ACL tears.
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