bone marrow adipose tissue

骨髓脂肪组织
  • 文章类型: Journal Article
    绝经后骨质疏松症(PMOP)是影响全球数百万妇女的主要健康问题。PMOP患者常伴有骨髓脂肪组织(BMAT)的异常积聚。BMAT是骨骼稳态的关键调节剂,BMAT体积的增加与骨量减少或骨折呈负相关。BMAT通过脂肪因子调节骨代谢,细胞因子和免疫系统,但具体机制在很大程度上是未知的。这篇综述强调了雌激素缺乏对骨稳态和BMAT扩张的影响。以及BMAT调节PMOP的机制,为靶向BMAT预防和治疗PMOP提供了有希望的策略。
    Postmenopausal osteoporosis (PMOP) is a major health problem affecting millions of women worldwide. PMOP patients are often accompanied by abnormal accumulation of bone marrow adipose tissue (BMAT). BMAT is a critical regulator of bone homeostasis, and an increasing BMAT volume is negatively associated with bone mass reduction or fracture. BMAT regulates bone metabolism via adipokines, cytokines and the immune system, but the specific mechanisms are largely unknown. This review emphasizes the impact of estrogen deficiency on bone homeostasis and BMAT expansion, and the mechanism by which BMAT regulates PMOP, providing a promising strategy for targeting BMAT in preventing and treating PMOP.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    骨-脂肪平衡对于维持骨稳态至关重要。作为成骨细胞和脂肪细胞的常见祖细胞,骨髓间充质干细胞(BMSCs)的分化承诺是微妙的平衡。然而,控制BMSC细胞命运的确切机制尚不清楚.在这项研究中,我们发现成纤维细胞生长因子9(Fgf9),在骨髓小生境中表达的细胞因子,通过影响BMSCs的细胞命运来控制骨脂平衡。组织形态学和细胞分化分析表明,Fgf9功能丧失突变(S99N)显着抑制成年小鼠骨髓脂肪组织(BMAT)的形成并减轻卵巢切除术引起的骨丢失和BMAT积累。此外,体外和体内研究表明,Fgf9改变了BMSCs的分化潜能,在细胞定型的早期阶段从成骨转变为脂肪形成。转录组和基因表达分析表明,FGF9上调了成脂基因的表达,同时在mRNA和蛋白质水平上下调了成骨基因的表达。机制研究表明,FGF9通过FGFR1通过PI3K/AKT/Hippo途径促进成脂基因表达,并通过MAPK/ERK途径抑制成骨基因表达。这项研究强调了Fgf9作为调节成人骨骼中骨-脂肪平衡的细胞因子的关键作用。提示FGF9是治疗骨质疏松症的潜在治疗靶点。
    Bone-fat balance is crucial to maintain bone homeostasis. As common progenitor cells of osteoblasts and adipocytes, bone marrow mesenchymal stem cells (BMSCs) are delicately balanced for their differentiation commitment. However, the exact mechanisms governing BMSC cell fate are unclear. In this study, we discovered that fibroblast growth factor 9 (Fgf9), a cytokine expressed in the bone marrow niche, controlled bone-fat balance by influencing the cell fate of BMSCs. Histomorphology and cytodifferentiation analysis showed that Fgf9 loss-of-function mutation (S99N) notably inhibited bone marrow adipose tissue (BMAT) formation and alleviated ovariectomy-induced bone loss and BMAT accumulation in adult mice. Furthermore, in vitro and in vivo investigations demonstrated that Fgf9 altered the differentiation potential of BMSCs, shifting from osteogenesis to adipogenesis at the early stages of cell commitment. Transcriptomic and gene expression analyses demonstrated that FGF9 upregulated the expression of adipogenic genes while downregulating osteogenic gene expression at both mRNA and protein levels. Mechanistic studies revealed that FGF9, through FGFR1, promoted adipogenic gene expression via PI3K/AKT/Hippo pathways and inhibited osteogenic gene expression via MAPK/ERK pathway. This study underscores the crucial role of Fgf9 as a cytokine regulating the bone-fat balance in adult bone, suggesting that FGF9 is a potentially therapeutic target in the treatment of osteoporosis.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    目标:除了对骨骼完整性的强烈影响外,骨髓脂肪组织(BMAT)是成人造血系统的重要调节剂。这篇综述将总结目前关于骨髓(BM)脂肪形成与血液系统恶性肿瘤的发生和发展之间的因果关系的知识。
    结果:BM脂肪细胞(BMAds)支持许多促进肿瘤发生的过程,包括克隆造血的进化,恶性细胞存活,扩散,血管生成,和化学抗性。此外,白血病细胞通过促进脂解和游离脂肪酸的释放来操纵周围的BMAds,然后通过β-氧化被白血病细胞利用。因此,限制BM脂肪生成,阻断BMAd衍生的脂肪因子,或脂质代谢障碍已被认为是血液系统恶性肿瘤的潜在治疗选择.白血病干细胞严重依赖于结构BM微环境内的BMAd以获得促进疾病进展的必要信号。在不同骨骼区域类似于BMAT的3D结构的进一步发展对于更好地理解几何空间中的这些关系至关重要,并且可能为BM生态位内血液恶性肿瘤的发展提供必要的见解。反过来,这些机制作为新的治疗策略靶向微环境的新方法提供了有希望的潜力.
    OBJECTIVE: Along with a strong impact on skeletal integrity, bone marrow adipose tissue (BMAT) is an important modulator of the adult hematopoietic system. This review will summarize the current knowledge on the causal relationship between bone marrow (BM) adipogenesis and the development and progression of hematologic malignancies.
    RESULTS: BM adipocytes (BMAds) support a number of processes promoting oncogenesis, including the evolution of clonal hematopoiesis, malignant cell survival, proliferation, angiogenesis, and chemoresistance. In addition, leukemic cells manipulate surrounding BMAds by promoting lipolysis and release of free fatty acids, which are then utilized by leukemic cells via β-oxidation. Therefore, limiting BM adipogenesis, blocking BMAd-derived adipokines, or lipid metabolism obstruction have been considered as potential treatment options for hematological malignancies. Leukemic stem cells rely heavily on BMAds within the structural BM microenvironment for necessary signals which foster disease progression. Further development of 3D constructs resembling BMAT at different skeletal regions are critical to better understand these relationships in geometric space and may provide essential insight into the development of hematologic malignancies within the BM niche. In turn, these mechanisms provide promising potential as novel approaches to targeting the microenvironment with new therapeutic strategies.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    热量限制(CR)是一种营养干预措施,可增加预期寿命,同时降低心脏代谢疾病的风险。它对骨骼健康的影响,然而,仍然有争议。例如,CR与长骨中骨髓脂肪组织(BMAT)的积累增加有关,一个被认为对骨骼产生有害影响的过程。据报道,BMAT在其特定解剖定位方面存在定性差异,将其细分为生理性和潜在病理性BMAT。我们在这里检查CR对骨成分的局部影响,衰老背景下的微观结构及其内分泌特征。
    年轻和年老的雄性C57Bl6J小鼠接受CR8周,并与年龄匹配的同窝动物进行比较,免费获得食物。我们通过显微CT评估骨微结构和BMAT,骨脂肪酸和转录组概况,骨愈合。
    CR增加了胫骨BMAT的积累和成脂基因的表达。CR还导致胫骨近端和中轴区域的脂肪酸去饱和升高,因此更接近于远端位置的生化脂质分布,生理BMAT。在老年小鼠中,CR减弱小梁骨丢失,提示CR可能逆转年龄相关性骨功能障碍的某些方面。皮质骨,然而,在CR的年轻小鼠中降低,在老年小鼠中保持降低,不考虑饮食干预。在年轻或老年小鼠中,CR对骨再生的负面影响均不明显。
    我们的发现表明,CR的时机至关重要,如果在活跃的骨骼生长阶段施用,可能会对骨骼生物学产生不利影响。相反,在衰老的背景下,CR对小梁骨结构产生积极影响,尽管BMAT大量积累,但仍发生这种情况。这些数据表明,BMAT的内分泌特征,而不是它的脂肪酸组成,有助于老年小鼠的健康骨骼维护。
    UNASSIGNED: Caloric restriction (CR) is a nutritional intervention that increases life expectancy while lowering the risk for cardio-metabolic disease. Its effects on bone health, however, remain controversial. For instance, CR has been linked to increased accumulation of bone marrow adipose tissue (BMAT) in long bones, a process thought to elicit detrimental effects on bone. Qualitative differences have been reported in BMAT in relation to its specific anatomical localization, subdividing it into physiological and potentially pathological BMAT. We here examine the local impact of CR on bone composition, microstructure and its endocrine profile in the context of aging.
    UNASSIGNED: Young and aged male C57Bl6J mice were subjected to CR for 8 weeks and were compared to age-matched littermates with free food access. We assessed bone microstructure and BMAT by micro-CT, bone fatty acid and transcriptomic profiles, and bone healing.
    UNASSIGNED: CR increased tibial BMAT accumulation and adipogenic gene expression. CR also resulted in elevated fatty acid desaturation in the proximal and mid-shaft regions of the tibia, thus more closely resembling the biochemical lipid profile of the distally located, physiological BMAT. In aged mice, CR attenuated trabecular bone loss, suggesting that CR may revert some aspects of age-related bone dysfunction. Cortical bone, however, was decreased in young mice on CR and remained reduced in aged mice, irrespective of dietary intervention. No negative effects of CR on bone regeneration were evident in either young or aged mice.
    UNASSIGNED: Our findings indicate that the timing of CR is critical and may exert detrimental effects on bone biology if administered during a phase of active skeletal growth. Conversely, CR exerts positive effects on trabecular bone structure in the context of aging, which occurs despite substantial accumulation of BMAT. These data suggest that the endocrine profile of BMAT, rather than its fatty acid composition, contributes to healthy bone maintenance in aged mice.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    骨关节炎(OA)是最常见的肌肉骨骼疾病,没有任何治疗。肥胖是OA的主要可改变的危险因素,许多注意力集中在脂肪组织(AT)的作用上。除了通过全身途径累及内脏和皮下AT外,许多论点也强调了当地AT的参与,存在于关节组织中。局部AT包括关节内AT(IAAT),与滑膜接壤,和骨髓AT(BMAT)位于骨骼的骨髓腔内。这篇综述描述了IAAT和BMAT在联合稳态和OA中的已知特征和参与。最近的发现表明,髌下脂肪垫的磁共振成像信号强度的改变可以预测膝关节OA的发生和发展。IAAT和滑膜是同一功能单元的合作伙伴;IAAT在滑膜炎症,纤维化和OA疼痛中起着早期和关键作用。BMAT,其功能最近才开始研究,与其微环境处于密切的功能相互作用。根据病理生理背景,BMAT的体积和分子谱发生变化,能够精细调节造血和骨代谢。虽然其在OA中的作用尚未被研究,BMAT的本地化,其功能和OA中发生的骨重塑过程的重要性支持BMAT在OA中的作用。
    Osteoarthritis (OA) is the most common musculoskeletal disease, without any curative treatment. Obesity being the main modifiable risk factor for OA, much attention focused on the role of adipose tissues (AT). In addition to the involvement of visceral and subcutaneous AT via systemic ways, many arguments also highlight the involvement of local AT, present in joint tissues. Local AT include intra-articular AT (IAAT), which border the synovium, and bone marrow AT (BMAT) localized within marrow cavities in the bones. This review describes the known features and involvement of IAAT and BMAT in joint homeostasis and OA. Recent findings evidence that alteration in magnetic resonance imaging signal intensity of infrapatellar fat pad can be predictive of the development and progression of knee OA. IAAT and synovium are partners of the same functional unit; IAAT playing an early and pivotal role in synovial inflammation and fibrosis and OA pain. BMAT, whose functions have only recently begun to be studied, is in close functional interaction with its microenvironment. The volume and molecular profile of BMAT change according to the pathophysiological context, enabling fine regulation of haematopoiesis and bone metabolism. Although its role in OA has not yet been studied, the localization of BMAT, its functions and the importance of the bone remodelling processes that occur in OA argue in favour of a role for BMAT in OA.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    在健康人中,骨髓脂肪组织(BMAT)占总脂肪量的>10%。它在不同的条件下增加,包括老化,肥胖,骨质疏松,糖皮质激素治疗和,特别是,在热量限制(CR)。BMAT可能会影响骨骼,代谢和免疫功能,但BMAT扩张的机制仍然知之甚少。我们的假设是,在CR期间,过度的糖皮质激素活性驱动BMAT扩张。酶11β-羟基类固醇脱氢酶1型(11β-HSD1)通过催化惰性11酮形式的活性糖皮质激素的细胞内再生来增强糖皮质激素活性。缺乏11β-HSD1的小鼠在外源性糖皮质激素过量期间抵抗代谢失调和骨丢失;因此,我们假设11β-HSD1敲除小鼠在CR期间也会抵抗过度的糖皮质激素作用,从而抑制BMAT扩张和骨丢失。为了测试这个,我们首先证实11β-HSD1在小鼠和人骨髓中表达。然后,我们研究了CR在9-15周龄的雄性和雌性对照和11β-HSD1敲除小鼠中的作用。CR增加脂肪组织和骨髓中的Hsd11b1mRNA。Hsd11b1的缺失不会改变喂食对照饮食的小鼠的骨骼或BMAT特征,并且在CR期间对胫骨骨微结构几乎没有影响。值得注意的是,Hsd11b1缺失减弱了CR诱导的BMAT增加,并阻止了男性而非女性的骨髓皮质酮增加。这与BM中糖皮质激素靶基因的抑制无关。相反,基因敲除的男性血浆和骨髓中的孕酮增加。一起,我们的研究结果表明,11β-HSD1基因敲除以性别特异性方式阻止CR诱导的BMAT扩增,并突出说明孕酮是BM肥胖的潜在新调节因子.
    Bone marrow adipose tissue (BMAT) comprises >10% of total adipose mass in healthy humans. It increases in diverse conditions, including ageing, obesity, osteoporosis, glucocorticoid therapy, and notably, during caloric restriction (CR). BMAT potentially influences skeletal, metabolic, and immune functions, but the mechanisms of BMAT expansion remain poorly understood. Our hypothesis is that, during CR, excessive glucocorticoid activity drives BMAT expansion. The enzyme 11β-hydroxysteroid dehydrogenase type 1 (11β-HSD1) amplifies glucocorticoid activity by catalysing intracellular regeneration of active glucocorticoids from inert 11-keto forms. Mice lacking 11β-HSD1 resist metabolic dysregulation and bone loss during exogenous glucocorticoid excess; thus, we hypothesised that 11β-HSD1 knockout mice would also resist excessive glucocorticoid action during CR, thereby restrining BMAT expansion and bone loss. To test this, we first confirmed that 11β-HSD1 is expressed in mouse and human bone marrow. We then investigated the effects of CR in male and female control and 11β-HSD1 knockout mice from 9 to 15 weeks of age. CR increased Hsd11b1 mRNA in adipose tissue and bone marrow. Deletion of Hsd11b1 did not alter bone or BMAT characteristics in mice fed a control diet and had little effect on tibial bone microarchitecture during CR. Notably, Hsd11b1 deletion attenuated the CR-induced increases in BMAT and prevented increases in bone marrow corticosterone in males but not females. This was not associated with suppression of glucocorticoid target genes in bone marrow. Instead, knockout males had increased progesterone in plasma and bone marrow. Together, our findings show that knockout of 11β-HSD1 prevents CR-induced BMAT expansion in a sex-specific manner and highlights progesterone as a potential new regulator of bone marrow adiposity.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    脂肪细胞暴露于身体周围经常发现的凉爽温度诱导硬脂酰辅酶A去饱和酶-1(Scd1)的表达,将饱和脂肪酸转化为单不饱和脂肪酸的酶。在这项研究中,我们采用了Scd1敲除细胞和小鼠模型,随着药理Scd1抑制,进一步研究Scd1在脂肪细胞中的作用。我们的研究表明,Scd1产生单不饱和脂质是自噬体与溶酶体融合所必需的,而Scd1缺乏时,自噬体积累。此外,Scd1缺乏会损害溶酶体和自溶酶体酸化,导致液泡积累和最终的细胞死亡。阻断自噬体形成或补充单不饱和脂肪酸可保持Scd1缺陷脂肪细胞的活力。一起来看,我们的结果表明,在脂肪细胞中体外抑制Scd1会导致自噬依赖性细胞死亡,和体内消耗导致骨髓脂肪细胞的损失。
    OBJECTIVE: Exposure of adipocytes to \'cool\' temperatures often found in the periphery of the body induces expression of Stearoyl-CoA Desaturase-1 (Scd1), an enzyme that converts saturated fatty acids to monounsaturated fatty acids. The goal of this study is to further investigate the roles of Scd in adipocytes.
    METHODS: In this study, we employed Scd1 knockout cells and mouse models, along with pharmacological Scd1 inhibition to dissect the enzyme\'s function in adipocyte physiology.
    RESULTS: Our study reveals that production of monounsaturated lipids by Scd1 is necessary for fusion of autophagosomes to lysosomes and that with a Scd1-deficiency, autophagosomes accumulate. In addition, Scd1-deficiency impairs lysosomal and autolysosomal acidification resulting in vacuole accumulation and eventual cell death. Blocking autophagosome formation or supplementation with monounsaturated fatty acids maintains vitality of Scd1-deficient adipocytes.
    CONCLUSIONS: This study demonstrates the indispensable role of Scd1 in adipocyte survival, with its inhibition in vivo triggering autophagy-dependent cell death and its depletion in vivo leading to the loss of bone marrow adipocytes.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    骨髓脂肪组织(BMAT)被认为是一种可扩张/可收缩的脂肪储库,在某种程度上,以最小化维持最佳造血功能的能量需求。我们调查了损伤后免疫重建是否需要BMAT。对雄性野生型(WBB6F1,WT)和BMAT缺陷型WBB6F1/J-KitW/KitW-v/J(KitW/W-v)小鼠进行致死性照射。照射之后是1000个纯化的WT造血干细胞(HSC)的过继转移。血液中免疫重建的程度,骨髓,使用来自绿色荧光蛋白(GFP)表达小鼠的HSC测定照射小鼠中的淋巴结。我们还评估了骨骼对治疗的反应。在过继转移后4周和9周时,在外周血中以及尸检后在骨髓和淋巴结中检测到GFP阳性B和T细胞,在WT和BMAT缺陷小鼠中均显示出出色的免疫重建。WT小鼠的股骨远端脂肪细胞很多,但在KitW/W-v小鼠中不存在或很少见。骨参数,包括长度,质量,密度,骨体积,微体系结构,和营业额余额,WT和BMAT缺陷小鼠之间几乎没有差异。最小差异表明,致命辐射后免疫系统的重建不需要BMAT,并且不是试剂盒信号传导缺陷型小鼠骨骼表型的主要贡献者。
    Bone marrow adipose tissue (BMAT) is hypothesized to serve as an expandable/contractible fat depot which functions, in part, to minimize energy requirements for sustaining optimal hematopoiesis. We investigated whether BMAT is required for immune reconstitution following injury. Male wild type (WBB6F1, WT) and BMAT-deficient WBB6F1/J-KitW/KitW-v/J (KitW/W-v) mice were lethally irradiated. Irradiation was followed by adoptive transfer of 1000 purified WT hematopoietic stem cells (HSCs). The extent of immune reconstitution in blood, bone marrow, and lymph nodes in the irradiated mice was determined using HSCs from green fluorescent protein (GFP)-expressing mice. We also evaluated skeletal response to treatment. Detection of GFP-positive B and T cells in peripheral blood at 4 and 9 weeks following adoptive transfer and in bone marrow and lymph nodes following necropsy revealed excellent immune reconstitution in both WT and BMAT-deficient mice. Adipocytes were numerous in the distal femur of WT mice but absent or rare in KitW/W-v mice. Bone parameters, including length, mass, density, bone volume, microarchitecture, and turnover balance, exhibited few differences between WT and BMAT-deficient mice. The minimal differences suggest that BMAT is not required for reconstitution of the immune system following lethal radiation and is not a major contributor to the skeletal phenotypes of kit signaling-deficient mice.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    基于磁共振脂肪分数(FF)图探讨2型糖尿病(T2DM)与身体成分之间的关联。
    总共341个科目,这项研究纳入了接受FF图腹部MRI检查的患者,其中T2DM患者68例,非T2DM患者273例。FFs和内脏脂肪组织面积(VAT),在L1-L2椎体水平测量皮下脂肪组织(SAT)和腹肌(AM)。通过在T12和L1椎体水平测量的平均FF值确定骨髓脂肪组织(BMAT)的FF,分别。基于FF映射的3D半自动分割测量整个肝脏脂肪分数(HFF)和胰腺脂肪分数(PFF)。所有数据均通过GraphPadPrism和MedCalc进行分析。
    增值税区,增值税FF,HFF,调整年龄和性别后,T2DM组的PFF高于非T2DM组(P<0.05)。然而,SAT面积没有差异,SATFF,BMATFF,两组间AM面积和AMFF(P>0.05)。VAT面积和PFF是2型糖尿病的独立危险因素(均P<0.05)。区分T2DM和非T2DM的VAT面积和PFF的受试者工作特征(ROC)曲线下面积(AUC)分别为0.685和0.787。PFF的AUC高于VAT区(P<0.05)。此外,在看似健康的个体中,SAT区,增值税区,发现AM面积与超重和/或肥胖(BMI≥25)显着相关(均P<0.05)。
    在这项研究中,发现T2DM和增值税地区之间存在显著关联,增值税FF,HFF和PFF。此外,VAT面积和PFF是T2DM的独立危险因素。尤其是,PFF在区分T2DM和非T2DM方面显示出较高的诊断性能。这些发现可能突出了PFF在T2DM病理生理学中的重要作用。它可能是T2DM预防和治疗的潜在影像学生物标志物。此外,在没有糖尿病的个体中,专注于SAT领域,增值税区和AM区可能有助于识别潜在的健康风险,并为有针对性的体重管理和预防措施提供依据。
    To explore the association between type 2 diabetes mellitus (T2DM) and body composition based on magnetic resonance fat fraction (FF) mapping.
    A total of 341 subjects, who underwent abdominal MRI examination with FF mapping were enrolled in this study, including 68 T2DM patients and 273 non-T2DM patients. The FFs and areas of visceral adipose tissue (VAT), subcutaneous adipose tissue (SAT) and abdominal muscle (AM) were measured at the level of the L1-L2 vertebral. The FF of bone marrow adipose tissue (BMAT) was determined by the averaged FF values measured at the level of T12 and L1 vertebral, respectively. The whole hepatic fat fraction (HFF) and pancreatic fat fraction (PFF) were measured based on 3D semi-automatic segmentation on the FF mapping. All data were analyzed by GraphPad Prism and MedCalc.
    VAT area, VAT FF, HFF, PFF of T2DM group were higher than those of non-T2DM group after adjusting for age and sex (P < 0.05). However, there was no differences in SAT area, SAT FF, BMAT FF, AM area and AM FF between the two groups (P > 0.05). VAT area and PFF were independent risk factors of T2DM (all P < 0.05). The area under the curve (AUC) of the receiver operating characteristic (ROC) for VAT area and PFF in differentiating between T2DM and non-T2DM were 0.685 and 0.787, respectively, and the AUC of PFF was higher than VAT area (P < 0.05). Additionally, in seemingly healthy individuals, the SAT area, VAT area, and AM area were found to be significantly associated with being overweight and/or obese (BMI ≥ 25) (all P < 0.05).
    In this study, it was found that there were significant associations between T2DM and VAT area, VAT FF, HFF and PFF. In addition, VAT area and PFF were the independent risk factors of T2DM. Especially, PFF showed a high diagnostic performance in discrimination between T2DM and non-T2DM. These findings may highlight the crucial role of PFF in the pathophysiology of T2DM, and it might be served as a potential imaging biomarker of the prevention and treatment of T2DM. Additionally, in individuals without diabetes, focusing on SAT area, VAT area and AM area may help identify potential health risks and provide a basis for targeted weight management and prevention measures.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    骨髓脂肪组织(BMAT)在健康人中代表>10%的脂肪量,并且可以通过磁共振成像(MRI)作为骨髓脂肪分数(BMFF)来测量。人类MRI研究已经确定了几种与BMFF相关的疾病,但规模相对较小。因此,人口规模研究具有揭示BMAT真正临床相关性的巨大潜力。英国生物银行(UKBB)正在对100,000名参与者进行MRI检查,为这种进步提供了理想的机会。
    从UKBBMRI数据中建立用于高通量多站点BMFF分析的深度学习。
    我们研究了60-69岁的男性和女性。使用新的轻量级基于注意力的3DU-Net卷积神经网络自动进行骨髓(BM)分割,该网络改进了从大体积数据中分割小结构的方法。使用61-64名受试者的手动分割,训练模型以分割四个感兴趣的BM区域:脊柱(胸椎和腰椎),股骨头,全髋关节和股骨干。使用每个地区另外10-12个数据集对模型进行了测试,并使用729名UKBB参与者的数据集进行了验证。然后对BMFF进行量化,并评估病理生理特征,包括取决于部位和性别的差异以及与年龄的关系,BMI,骨矿物质密度,外周肥胖,和骨质疏松症。
    模型精度匹配或超过常规U网,产生91.2%(脊柱)的骰子得分,94.5%(股骨头),91.2%(全髋关节)和86.6%(股骨干)。一例严重的脊柱侧凸阻止了脊柱的分割,而1例非霍奇金淋巴瘤阻止了脊柱的分割,由于T2信号耗尽,股骨头和全髋关节;然而,成功的分割没有被任何其他病理生理变量破坏.由此产生的BMFF测量结果证实了BMFF和年龄之间的预期关系,性别和骨密度,并确定了新的特定地点和性别特征。
    我们建立了一种新的深度学习方法,用于从大量体积数据中精确分割小结构,允许UKBB中的高通量多站点BMFF测量。我们的发现揭示了新的病理生理学见解,强调BMFF作为一种新型临床生物标志物的潜力。在整个UKBB队列中应用我们的方法将有助于揭示BMAT对人类健康和疾病的影响。
    UNASSIGNED: Bone marrow adipose tissue (BMAT) represents > 10% fat mass in healthy humans and can be measured by magnetic resonance imaging (MRI) as the bone marrow fat fraction (BMFF). Human MRI studies have identified several diseases associated with BMFF but have been relatively small scale. Population-scale studies therefore have huge potential to reveal BMAT\'s true clinical relevance. The UK Biobank (UKBB) is undertaking MRI of 100,000 participants, providing the ideal opportunity for such advances.
    UNASSIGNED: To establish deep learning for high-throughput multi-site BMFF analysis from UKBB MRI data.
    UNASSIGNED: We studied males and females aged 60-69. Bone marrow (BM) segmentation was automated using a new lightweight attention-based 3D U-Net convolutional neural network that improved segmentation of small structures from large volumetric data. Using manual segmentations from 61-64 subjects, the models were trained to segment four BM regions of interest: the spine (thoracic and lumbar vertebrae), femoral head, total hip and femoral diaphysis. Models were tested using a further 10-12 datasets per region and validated using datasets from 729 UKBB participants. BMFF was then quantified and pathophysiological characteristics assessed, including site- and sex-dependent differences and the relationships with age, BMI, bone mineral density, peripheral adiposity, and osteoporosis.
    UNASSIGNED: Model accuracy matched or exceeded that for conventional U-Nets, yielding Dice scores of 91.2% (spine), 94.5% (femoral head), 91.2% (total hip) and 86.6% (femoral diaphysis). One case of severe scoliosis prevented segmentation of the spine, while one case of Non-Hodgkin Lymphoma prevented segmentation of the spine, femoral head and total hip because of T2 signal depletion; however, successful segmentation was not disrupted by any other pathophysiological variables. The resulting BMFF measurements confirmed expected relationships between BMFF and age, sex and bone density, and identified new site- and sex-specific characteristics.
    UNASSIGNED: We have established a new deep learning method for accurate segmentation of small structures from large volumetric data, allowing high-throughput multi-site BMFF measurement in the UKBB. Our findings reveal new pathophysiological insights, highlighting the potential of BMFF as a novel clinical biomarker. Applying our method across the full UKBB cohort will help to reveal the impact of BMAT on human health and disease.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号