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Is the relationship between chronic pain and mortality causal? A propensity score analysis. 慢性疼痛与死亡率之间是否存在因果关系?倾向得分分析
IF 5.9 1区 医学 Q1 ANESTHESIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-07-09 DOI: 10.1097/j.pain.0000000000003336
Eva Ryan, Hanna Grol-Prokopczyk, Christopher R Dennison, Anna Zajacova, Zachary Zimmer

Abstract: Chronic pain is a serious and prevalent condition that can affect many facets of life. However, uncertainty remains regarding the strength of the association between chronic pain and death and whether the association is causal. We investigate the pain-mortality relationship using data from 19,971 participants aged 51+ years in the 1998 wave of the U.S. Health and Retirement Study. Propensity score matching and inverse probability weighting are combined with Cox proportional hazards models to investigate whether exposure to chronic pain (moderate or severe) has a causal effect on mortality over a 20-year follow-up period. Hazard ratios (HRs) with 95% confidence intervals (CIs) are reported. Before adjusting for confounding, we find a strong association between chronic pain and mortality (HR: 1.32, 95% CI: 1.26-1.38). After adjusting for confounding by sociodemographic and health variables using a range of propensity score methods, the estimated increase in mortality hazard caused by pain is more modest (5%-9%) and the results are often also compatible with no causal effect (95% CIs for HRs narrowly contain 1.0). This attenuation highlights the role of confounders of the pain-mortality relationship as potentially modifiable upstream risk factors for mortality. Posing the depressive symptoms variable as a mediator rather than a confounder of the pain-mortality relationship resulted in stronger evidence of a modest causal effect of pain on mortality (eg, HR: 1.08, 95% CI: 1.01-1.15). Future work is required to model exposure-confounder feedback loops and investigate the potentially cumulative causal effect of chronic pain at multiple time points on mortality.

摘要:慢性疼痛是一种严重而普遍的疾病,会影响生活的许多方面。然而,慢性疼痛与死亡之间的关联强度以及这种关联是否是因果关系仍存在不确定性。我们利用 1998 年美国健康与退休研究(U.S. Health and Retirement Study)中 19,971 名 51 岁以上参与者的数据,研究了疼痛与死亡之间的关系。倾向得分匹配和反概率加权与 Cox 比例危险模型相结合,研究在 20 年的随访期内,慢性疼痛(中度或重度)是否会对死亡率产生因果影响。报告了危险比 (HR) 和 95% 置信区间 (CI)。在调整混杂因素之前,我们发现慢性疼痛与死亡率之间存在密切联系(HR:1.32,95% CI:1.26-1.38)。在使用一系列倾向得分方法对社会人口学和健康变量的混杂因素进行调整后,疼痛导致的死亡率危险的估计增加幅度较小(5%-9%),而且结果通常也与无因果效应相符(HR 的 95% CIs 狭窄地包含 1.0)。这种衰减凸显了疼痛与死亡率关系的混杂因素作为潜在的可改变死亡率的上游风险因素的作用。将抑郁症状变量作为疼痛与死亡率关系的中介因素而非混杂因素,可以更有力地证明疼痛对死亡率的适度因果效应(例如,HR:1.08,95% CI:1.01-1.15)。今后的工作需要建立暴露-混杂因素反馈回路模型,并研究慢性疼痛在多个时间点对死亡率的潜在累积因果效应。
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引用次数: 0
Small molecule targeting Na V 1.7 via inhibition of CRMP2-Ubc9 interaction reduces pain-related outcomes in a rodent osteoarthritic model. 通过抑制 CRMP2-Ubc9 相互作用靶向 NaV1.7 的小分子可减少啮齿动物骨关节炎模型中与疼痛相关的结果。
IF 5.9 1区 医学 Q1 ANESTHESIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-07-26 DOI: 10.1097/j.pain.0000000000003357
Sara Hestehave, Heather N Allen, Kimberly Gomez, Paz Duran, Aida Calderon-Rivera, Santiago Loya-López, Erick J Rodríguez-Palma, Rajesh Khanna

Abstract: Osteoarthritis (OA) is a highly prevalent and disabling joint disease, characterized by pathological progressive joint deformation and clinical symptoms of pain. Disease-modifying treatments remain unavailable, and pain-mitigation is often suboptimal, but recent studies suggest beneficial effects by inhibition of the voltage-gated sodium channel Na V 1.7. We previously identified compound 194 as an indirect inhibitor of Na V 1.7 by preventing SUMOylation of the Na V 1.7-trafficking protein, collapsin response mediator protein 2. Compound 194 reduces the functional activity of Na V 1.7 channels and produces effective analgesia in a variety of acute and neuropathic pain models. However, its effectiveness has not yet been evaluated in models of OA. Here, we explore the effects of 194 on pain-related outcomes in the OA-like monoiodoacetate model using behavioral assessment, biochemistry, novel in vivo fiber photometry, and patch clamp electrophysiology. We found that the monoiodoacetate model induced (1) increased pain-like behaviors and calcium responses of glutamatergic neurons in the parabrachial nucleus after evoked cold and mechanical stimuli, (2) conditioned place aversion to mechanical stimulation, (3) functional weight bearing asymmetry, (4) increased sodium currents in dorsal root ganglia neurons, and (5) increased calcitonin gene-related peptide-release in the spinal cord. Crucially, administration of 194 improved all these pain-related outcomes. Collectively, these findings support indirect inhibition of Na V 1.7 as an effective treatment of OA-related pain through the inhibition of collapsin response mediator protein 2-SUMOylation via compound 194.

摘要:骨关节炎(OA)是一种发病率高、致残性强的关节疾病,其特点是病理性渐进性关节变形和临床疼痛症状。目前尚无改变疾病的治疗方法,疼痛缓解效果往往不理想,但最近的研究表明,抑制电压门控钠通道 NaV1.7 有益。化合物 194 可降低 NaV1.7 通道的功能活性,并在多种急性和神经病理性疼痛模型中产生有效的镇痛效果。然而,尚未对其在 OA 模型中的有效性进行评估。在这里,我们利用行为评估、生物化学、新型体内纤维光度计和膜片钳电生理学,探讨了 194 对类似 OA 的单碘乙酸盐模型中疼痛相关结果的影响。我们发现,单碘乙酸盐模型会诱发:(1)在诱发冷刺激和机械刺激后,疼痛样行为和胫骨旁核谷氨酸能神经元的钙离子反应增加;(2)对机械刺激的条件性场所厌恶;(3)功能性负重不对称;(4)背根神经节神经元的钠离子电流增加;(5)脊髓降钙素基因相关肽释放增加。最重要的是,服用 194 能改善所有这些与疼痛相关的结果。总之,这些研究结果支持通过化合物 194 抑制塌缩素反应介导蛋白 2-SUMOylation 间接抑制 NaV1.7,从而有效治疗 OA 相关疼痛。
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引用次数: 0
Rostral ventral medulla circuits regulate both the sensory and affective dimensions of neuropathic pain: a commentary on Dogrul et al. 脊髓腹侧环路同时调节神经性疼痛的感觉和情感维度:对 Dogrul 等人的评论。
IF 5.9 1区 医学 Q1 ANESTHESIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-09-18 DOI: 10.1097/j.pain.0000000000003375
Mariela Rosa-Casillas, Allan I Basbaum
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引用次数: 0
Cerebral hemodynamics as biomarkers for neuropathic pain in rats: a longitudinal study using a spinal nerve ligation model. 作为大鼠神经性疼痛生物标志物的脑血流动力学:使用脊神经结扎模型的纵向研究。
IF 5.9 1区 医学 Q1 ANESTHESIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-07-10 DOI: 10.1097/j.pain.0000000000003332
Seokha Jin, Hyung Joon Cho

Abstract: Neuropathic pain is one of the most challenging types of pain to diagnose and treat, a problem exacerbated by the lack of a quantitative biomarker. Recently, several clinical and preclinical studies have shown that neuropathic pain induces cerebral hemodynamic changes as a result of neuroplasticity in the brain. Our hypothesis in this study is that neuropathic pain leads to cerebral hemodynamic changes over postoperative time in a spinal nerve ligation (SNL) rat model, which has not been longitudinally explored previously. Furthermore, by identifying multiple regional hemodynamic features that are the most distinct between SNL and sham groups, where the sham group underwent only an incision without SNL, it may be possible to classify the SNL group regardless of when the onset of pain occurs. We investigate cerebral hemodynamic changes using dynamic susceptibility contrast magnetic resonance imaging in a rat model up to 28 days after ligating L5/L6 spinal nerves. We trained a linear support vector machine with relative cerebral blood volume data from different brain regions and found that the prediction model trained on the nucleus accumbens, motor cortex, pretectal area, and thalamus classified the SNL group and sham group at a 79.27% balanced accuracy, regardless of when the onset of pain occurred (SNL/sham: 60/45 data points). From the use of the SNL model without prior knowledge of the onset time of pain, the current findings highlight the potential of relative cerebral blood volume in the 4 highlighted brain regions as a biomarker for neuropathic pain.

摘要:神经性疼痛是诊断和治疗最具挑战性的疼痛类型之一,由于缺乏定量生物标志物,这一问题变得更加严重。最近,一些临床和临床前研究表明,神经病理性疼痛会诱发脑血流动力学变化,这是大脑神经可塑性的结果。本研究的假设是,在脊神经结扎(SNL)大鼠模型中,神经病理性疼痛会导致脑血流动力学随术后时间的变化而变化,而这在以前还没有进行过纵向探索。此外,通过识别 SNL 组和假组之间最明显的多个区域血流动力学特征(假组只进行了切口而没有进行 SNL),或许可以对 SNL 组进行分类,而不管疼痛何时发生。我们利用动态感性对比磁共振成像技术研究了大鼠模型在结扎 L5/L6 脊髓神经后 28 天内的脑血流动力学变化。我们利用来自不同脑区的相对脑血量数据训练了一个线性支持向量机,结果发现,无论疼痛何时发生(SNL/sham:60/45 个数据点),针对伏隔核、运动皮层、前直觉区和丘脑训练的预测模型都能以 79.27% 的均衡准确率对 SNL 组和假组进行分类。在不预先知道疼痛发作时间的情况下使用SNL模型,目前的研究结果凸显了4个突出脑区的相对脑血量作为神经病理性疼痛生物标志物的潜力。
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引用次数: 0
NaViGating arthritis pain. NaViGating 关节炎疼痛。
IF 5.9 1区 医学 Q1 ANESTHESIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-07-25 DOI: 10.1097/j.pain.0000000000003358
Jason J McDougall
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引用次数: 0
Molecular and cellular targets of GABAergic anesthetics in the mesopontine tegmentum that enable pain-free surgery. gaba能麻醉剂在中筋膜被中的分子和细胞靶点,使无痛手术成为可能。
IF 5.9 1区 医学 Q1 ANESTHESIOLOGY Pub Date : 2024-12-31 DOI: 10.1097/j.pain.0000000000003504
Mark Baron, Kristina Vaso, Angham Ibraheem, Anne Minert, Marshall Devor

Abstract: The mesopontine tegmental anesthesia area (MPTA) is a focal brainstem locus which, when exposed to GABAergic agents, induces brain-state transitioning from wakefulness to unconsciousness. Correspondingly, MPTA lesions render animals relatively insensitive to GABAergic anesthetics delivered systemically. Using chemogenetics, we recently identified a neuronal subpopulation within the MPTA whose excitation induces this same pro-anesthetic effect. However, very few of these "effector-neurons" express synaptic γ2-containing GABAA receptor isoforms and none express extrasynaptic δ-subunit containing receptors, suggesting that they are not the direct cellular target of GABAergic agents. Here we used pharmacological tools in rats to define the molecular target(s) of GABAergics in the MPTA. GABA microinjected into the MPTA at nanomolar concentrations, selective for GABAAδ-Rs, proved to be pro-anesthetic as was blocking GABA reuptake. Likewise, low-concentration gaboxadol/THIP, also selective for GABAAδ-Rs, was effective, whereas benzodiazepines and zolpidem, which selectively target GABAAγ2-Rs, were not. The GABAergic anesthetics pentobarbital and propofol proved pro-anesthetic when applied to the MPTA at the low concentrations present in the brain after systemic dosing. Glycinergic agonists which are inhibitory, but infective on GABAAδ-Rs, and other non-GABAergic agonists tested, were at most only marginally effective. We conclude that GABAAδ-Rs are the primary molecular target of GABAergic anesthetics in the MPTA. Immunolabeling revealed that this GABAA-R isoform is expressed exclusively by a distinct subpopulation of MPTA "δ-cells" that reside in close apposition to effector neurons. This suggests that during wakefulness, δ-cells serve as inhibitory interneurons which, when silenced by GABAergic agents, disinhibit (excite) the effector-neurons, triggering transition to unconsciousness.

摘要:中脑桥被盖麻醉区(MPTA)是脑干的一个局灶性部位,当暴露于gaba能药物时,可诱导大脑状态从清醒过渡到无意识。相应地,MPTA病变使动物对全身给予的gaba能麻醉剂相对不敏感。利用化学遗传学,我们最近确定了MPTA内的一个神经元亚群,其兴奋诱导了相同的前麻醉作用。然而,这些“效应神经元”中很少表达含有突触γ - 2的GABAA受体同种异构体,也没有表达含有突触外δ亚基的受体,这表明它们不是GABAA能药物的直接细胞靶点。在这里,我们在大鼠身上使用药理学工具来确定gaba能在MPTA中的分子靶点。以纳摩尔浓度的GABA微注射到MPTA中,选择性地选择GABA δ- rs,被证明是促进麻醉的,因为它可以阻止GABA的再摄取。同样,低浓度的加博沙多/THIP对gabaa γ - 2- rs也有选择性,而选择性靶向gabaa γ - 2- rs的苯二氮卓类药物和唑吡坦则没有效果。gaba能麻醉剂戊巴比妥和异丙酚在全身给药后以低浓度应用于MPTA时,证明是有麻醉作用的。甘氨酸能激动剂对GABAAδ-Rs有抑制作用,但对GABAAδ-Rs有感染作用,而其他非gaba能激动剂最多只能略微有效。我们得出结论,gaba δ- rs是gaba能麻醉剂在MPTA中的主要分子靶点。免疫标记显示,这种GABAA-R亚型仅由MPTA“δ细胞”的一个独特亚群表达,该亚群与效应神经元密切相关。这表明,在清醒期间,δ-细胞充当抑制性中间神经元,当被gaba能药物沉默时,δ-细胞解除抑制(激活)效应神经元,触发向无意识的过渡。
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引用次数: 0
Human cold pain: a randomized crossover trial. 人类冷痛:一项随机交叉试验。
IF 5.9 1区 医学 Q1 ANESTHESIOLOGY Pub Date : 2024-12-17 DOI: 10.1097/j.pain.0000000000003503
Felix J Resch, Stefan Heber, Farzin Shahi, Manuel Zauner, Cosmin I Ciotu, Andreas Gleiss, Sabine Sator, Michael J M Fischer

Abstract: The mechanism causing cold pain in humans is unresolved. Animal data suggest a nonredundant contribution to cold pain for transient receptor potential channels TRPM8 and TRPA1 for detection and voltage-gated sodium channels NaV1.7 and NaV1.8 for conduction at these temperatures. We established an intradermal injection-based cold pain model, which allows pharmacologically addressing molecular targets at the site of cooling. Lidocaine, added to the injection solution as positive control, largely reduced cold-induced pain in 36 volunteers. The 4 mentioned molecular targets were blocked by antagonists in a double-blinded crossover trial. Pain induced by 3°C intradermal fluid was not reduced to a relevant extent by any of the 4 antagonists alone or by the quadruple combination. However, the temperature threshold for cold pain appeared shifted by the inhibition of TRPA1, TRPM8, and NaV1.7 and to a lesser extent by NaV1.8 inhibition, 4-fold inhibition decreased the threshold by 5.8°C. Further mechanisms contributing to human cold pain need to be considered.

摘要:引起人类冷痛的机制尚不清楚。动物数据表明,在这些温度下,瞬时受体电位通道TRPM8和TRPA1用于检测,电压门控钠通道NaV1.7和NaV1.8用于传导,对冷痛的影响不是多余的。我们建立了一种基于皮内注射的冷痛模型,该模型允许从药理学上解决冷却部位的分子靶点。在注射溶液中加入利多卡因作为阳性对照,36名志愿者的冷致疼痛明显减轻。在一项双盲交叉试验中,上述4个分子靶点被拮抗剂阻断。4种拮抗剂中的任何一种单独使用或四联使用均不能相应程度地减轻3°C皮内液引起的疼痛。然而,由于TRPA1、TRPM8和NaV1.7的抑制,冷痛的温度阈值发生了变化,而NaV1.8的抑制程度较低,4倍的抑制使阈值降低了5.8°C。需要进一步考虑导致人类冷痛的机制。
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引用次数: 0
Autoantibodies cause nociceptive sensitization in a mouse model of degenerative osteoarthritis. 自身抗体引起退行性骨关节炎小鼠模型的伤害性致敏。
IF 5.9 1区 医学 Q1 ANESTHESIOLOGY Pub Date : 2024-12-17 DOI: 10.1097/j.pain.0000000000003500
Tian-Zhi Guo, Xiaoyou Shi, Xuanying Li, Wen-Wu Li, Tzuping Wei, Peyman Sahbaie, Tiffany N McAllister, Martin S Angst, J David Clark, Wade S Kingery

Abstract: Previous preclinical and translational studies suggest that tissue trauma related to bony fracture and intervertebral disk disruption initiates the formation of pronociceptive antibodies that support chronic musculoskeletal pain conditions. This study tested this hypothesis in the monosodium iodoacetate (MIA) mouse model of osteoarthritis (OA) and extended the findings using OA patient samples. Monosodium iodoacetate was injected unilaterally into the knees of male and female wild-type (WT) and muMT mice (lacking B cells) to induce articular cartilage damage. Repeated nociceptive behavioral testing was performed, and serum was collected for antibody isolation and passive transfer experiments. Serum antibodies collected from patients with OA were tested in MIA-treated muMT mice. Biochemical analyses were performed on knee joint tissues. Monosodium iodoacetate-treated WT mice developed chronic ipsilateral hindlimb allodynia, hyperalgesia, and unweighting, but these pain behaviors were absent in MIA-treated muMT mice, indicating that cartilage injury-induced pain is B-cell dependent. IgM accumulation was observed in the knee tissues of MIA-treated mice, and intra-articular injection of IgM from MIA-treated mice into MIA-treated muMT mice caused nociceptive sensitization. Similarly, intra-articular injection of IgM from patients with OA was pronociceptive in muMT MIA mice and control subject IgM had no effect. Monosodium iodoacetate-injected joints demonstrate elevated levels of complement component 5a (C5a) and C5a receptor blockade using intra-articular PMX-53-reduced sensitization. These data suggest that MIA-treated mice and patients with OA generate pronociceptive antibodies, and further support the pronociceptive autoimmunity hypothesis for the transition from tissue injury to chronic musculoskeletal pain.

摘要:以往的临床前研究和转化研究表明,与骨骨折和椎间盘破裂相关的组织创伤启动了支持慢性肌肉骨骼疼痛的前感觉抗体的形成。本研究在碘乙酸钠(MIA)骨关节炎(OA)小鼠模型中验证了这一假设,并使用OA患者样本扩展了研究结果。将碘乙酸钠单侧注射于雄性和雌性野生型(WT)和muMT小鼠膝关节(缺乏B细胞),诱导关节软骨损伤。反复进行伤害性行为测试,采集血清进行抗体分离和被动转移实验。从OA患者收集的血清抗体在mia治疗的muMT小鼠中进行检测。膝关节组织进行生化分析。碘乙酸钠处理的WT小鼠出现慢性同侧后肢异常性疼痛、痛觉过敏和体重减轻,但mia处理的muMT小鼠没有这些疼痛行为,表明软骨损伤引起的疼痛依赖于b细胞。在mia处理小鼠的膝关节组织中观察到IgM积累,并且将mia处理小鼠的IgM关节内注射到mia处理的muMT小鼠中会引起伤害性致敏。同样,骨性关节炎患者的IgM关节内注射在muMT MIA小鼠中具有前瞻性,而对照组的IgM没有影响。碘乙酸钠注射关节显示补体成分5a (C5a)水平升高,并通过关节内pmx -53减少致敏作用阻断C5a受体。这些数据表明,mia治疗的小鼠和OA患者产生前感觉性抗体,并进一步支持了从组织损伤到慢性肌肉骨骼疼痛转变的前感觉性自身免疫假说。
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引用次数: 0
Posttraumatic hyperalgesia and associated peripheral sensitization after temporomandibular joint injury in mice. 小鼠颞下颌关节损伤后创伤后痛觉过敏及相关外周致敏。
IF 5.9 1区 医学 Q1 ANESTHESIOLOGY Pub Date : 2024-12-17 DOI: 10.1097/j.pain.0000000000003498
Ishraq Alshanqiti, Hyeonwi Son, John Shannonhouse, Jiaxin Hu, Sinu Kumari, Ghazaal Parastooei, Swarnalakshmi Raman, Sheng Wang, Jin Y Ro, Yu Shin Kim, Man-Kyo Chung

Abstract: Temporomandibular disorder (TMD) is the most prevalent painful condition in the craniofacial area. Recent studies have suggested that external or intrinsic trauma to the temporomandibular joint (TMJ) is associated with the onset of painful TMD in patients. Here, we investigated the effects of TMJ trauma through forced-mouth opening (FMO) in mice to determine pain behaviors and peripheral sensitization of trigeminal nociceptors in both sexes. Forced-mouth opening increased mechanical pain as assessed by the von Frey test, with spontaneous pain-like behaviors assessed using the mouse grimace scale and anxiety-like behaviors assessed using the open-field test. Changes in pain-like behaviors were not different between male and female mice. However, in vivo GCaMP Ca2+ imaging of intact trigeminal ganglia (TG) showed modality- and sex-dependent changes. Forced-mouth opening increased spontaneous Ca2+ responses and mechanical hypersensitivity of TG neurons compared to the sham group, which was more pronounced in male mice. Forced-mouth opening also increased Ca2+ responses evoked by cold, heat, and capsaicin stimuli, which was not different between the sexes. In retrogradely labeled trigeminal TMJ afferents, FMO induced an increase in small-sized neuronal proportions with increased colocalization with calcitonin gene-related peptides and transient receptor potential vanilloid subtype 1, which was modestly sex dependent. These results suggest that TMJ injury leads to persistent posttraumatic hyperalgesia associated with peripheral sensitization of trigeminal nociceptors with distinct sex dependency.

摘要:颞下颌紊乱(Temporomandibular disorder, TMD)是颅面区最常见的疼痛症状。最近的研究表明,颞下颌关节(TMJ)的外部或内部创伤与患者疼痛性TMD的发病有关。在这里,我们通过强迫张嘴(FMO)研究了TMJ创伤对小鼠的影响,以确定男女三叉神经伤害感受器的疼痛行为和外周敏化。根据von Frey试验的评估,强迫张嘴会增加机械性疼痛,自发的疼痛样行为用老鼠鬼脸量表评估,焦虑样行为用空地试验评估。疼痛样行为的变化在雄性和雌性老鼠之间没有区别。然而,完整三叉神经节(TG)的体内GCaMP Ca2+成像显示模式和性别依赖性变化。与假手术组相比,强迫张嘴增加了自发的Ca2+反应和TG神经元的机械超敏反应,这在雄性小鼠中更为明显。强迫张嘴也增加了冷、热和辣椒素刺激引起的Ca2+反应,这在两性之间没有差异。在逆行标记的三叉神经TMJ事件中,FMO诱导小尺寸神经元比例增加,与降钙素基因相关肽和瞬时受体电位香草蛋白亚型1的共定位增加,这是适度的性别依赖。这些结果表明,TMJ损伤导致持续的创伤后痛觉过敏与三叉神经伤害感受器的外周敏化有关,具有明显的性别依赖性。
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引用次数: 0
Signatures of chronic pain in multiple sclerosis: a machine learning approach to investigate trigeminal neuralgia. 多发性硬化症慢性疼痛的特征:研究三叉神经痛的机器学习方法。
IF 5.9 1区 医学 Q1 ANESTHESIOLOGY Pub Date : 2024-12-13 DOI: 10.1097/j.pain.0000000000003497
Timur H Latypov, Abigail Wolfensohn, Rose Yakubov, Jerry Li, Patcharaporn Srisaikaew, Daniel Jörgens, Ashley Jones, Errol Colak, David Mikulis, Frank Rudzicz, Jiwon Oh, Mojgan Hodaie

Abstract: Chronic pain is a pervasive, disabling, and understudied feature of multiple sclerosis (MS), a progressive demyelinating and neurodegenerative disease. Current focus on motor components of MS disability combined with difficulties assessing pain symptoms present a challenge for the evaluation and management of pain in MS, highlighting the need for novel methods of assessment of neural signatures of chronic pain in MS. We investigate chronic pain in MS using MS-related trigeminal neuralgia (MS-TN) as a model condition focusing on gray matter structures as predictors of chronic pain. T1 imaging data from people with MS (n = 75) and MS-TN (n = 77) using machine learning (ML) was analyzed to derive imaging predictors at the level of cortex and subcortical gray matter. The ML classifier compared imaging metrics of patients with MS and MS-TN and distinguished between these conditions with 93.4% individual average testing accuracy. Structures within default-mode, somatomotor, salience, and visual networks (including hippocampus, primary somatosensory cortex, occipital cortex, and thalamic subnuclei) were identified as significant imaging predictors of trigeminal neuralgia pain. Our results emphasize the multifaceted nature of chronic pain and demonstrate the utility of imaging and ML in assessing and understanding MS-TN with greater objectivity.

摘要:慢性疼痛是多发性硬化症(MS)的一种普遍、致残且未被充分研究的特征,多发性硬化症是一种进行性脱髓鞘和神经退行性疾病。目前对多发性硬化症残疾的运动成分的关注,加上疼痛症状评估的困难,对多发性硬化症疼痛的评估和管理提出了挑战,强调需要新的方法来评估多发性硬化症慢性疼痛的神经特征。我们使用多发性硬化症相关三叉神经痛(MS- tn)作为模型条件,关注灰质结构作为慢性疼痛的预测因子来研究多发性硬化症慢性疼痛。使用机器学习(ML)分析MS (n = 75)和MS- tn (n = 77)患者的T1成像数据,以获得皮层和皮层下灰质水平的成像预测因子。ML分类器比较了MS和MS- tn患者的影像学指标,并以93.4%的个体平均检测准确率区分了这些疾病。默认模式、躯体运动、显著性和视觉网络(包括海马、初级体感觉皮层、枕皮质和丘脑亚核)中的结构被确定为三叉神经痛的重要影像学预测因子。我们的研究结果强调了慢性疼痛的多面性,并证明了成像和ML在更客观地评估和理解MS-TN方面的效用。
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