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In vivo electrophysiology recordings and computational modeling can predict octopus arm movement.
Pub Date : 2025-02-14 DOI: 10.1186/s42234-025-00166-9
Nitish Satya Sai Gedela, Ryan D Radawiec, Sachin Salim, Julianna Richie, Cynthia Chestek, Anne Draelos, Galit Pelled

The octopus has many features that make it advantageous for revealing principles of motor circuits and control and predicting behavior. Here, an array of carbon electrodes providing single-unit electrophysiology recordings were implanted into the octopus anterior nerve cord. The number of spikes and arm movements in response to stimulation at different locations along the arm were recorded. We observed that the number of spikes occurring within the first 100 ms after stimulation were predictive of the resultant movement response. Machine learning models showed that temporal electrophysiological features could be used to predict whether an arm movement occurred with 88.64% confidence, and if it was a lateral arm movement or a grasping motion with 75.45% confidence. Both supervised and unsupervised methods were applied to gain streaming measurements of octopus arm movements and how their motor circuitry produces rich movement types in real time. For kinematic analysis, deep learning models and unsupervised dimensionality reduction identified a consistent set of features that could be used to distinguish different types of arm movements. The neural circuits and the computational models identified here generated predictions for how to evoke a particular, complex movement in an orchestrated sequence for an individual motor circuit. This study demonstrates how real-time motor behaviors can be predicted and distinguished, contributing to the development of brain-machine interfaces. The ability to accurately model and predict complex movement patterns has broad implications for advancing technologies in robotics, neuroprosthetics, and artificial intelligence, paving the way for more sophisticated and adaptable systems.

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引用次数: 0
Advice for translational neuroscience: move deliberately and build things.
Pub Date : 2025-02-03 DOI: 10.1186/s42234-025-00165-w
Seth A Hays, Robert L Rennaker, Michael P Kilgard
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引用次数: 0
Advancing cancer therapy with custom-built alternating electric field devices.
Pub Date : 2025-01-30 DOI: 10.1186/s42234-024-00164-3
Isobel Jobson, Nguyen T N Vo, Edward Kujawinski, Chris Denning, Snow Stolnik, Veeren M Chauhan, Frankie Rawson
<p><strong>Background: </strong>In glioblastoma (GBM) therapy research, tumour treating fields by the company Novocure™, have shown promise for increasing patient overall survival. When used with the chemotherapeutic agent temozolomide, they extend median survival by five months. However, there is a space to design alternative systems that will be amenable for wider use in current research. Therefore, we sought to establish a custom-built alternating electric field device to investigate the effect of electrode design on the responsiveness of cancer cells to this therapy.</p><p><strong>Methods: </strong>A 96-well microtiter plate modified with an electrode array was fabricated to investigate its application as an in vitro alternating electric field device. This was initially performed with patient-derived GCE 31 and GIN 31 cell lines found in the core and invasive margin of the GBM tumour, respectively. We sought to establish the effect of the application of low-intensity (3 V/ cm) electric fields with an application duration of 4-48 h, using intermediate frequency (300 kHz) alternating currents (AC). To demonstrate that electric fields were entering the cell, GCE 31 and GIN 31 cells were treated with the inorganic, non-conductive zinc oxide (ZnO) nanoparticles (NP), previously demonstrated to enhance the efficacy of TTFs. After a 4-h exposure to NP, cells were then exposed to alternating electric fields or currents and their metabolic activity was assessed. To better understand how the position and morphology of cells can affect cell therapy responsiveness to alternating electric fields or currents, GBM results were compared to those from the semi-adherent brain tumour cell line, D425.</p><p><strong>Results: </strong>Contrary to previous findings, there was no significant difference between the GIN 31 and GCE 31 cells exposed to alternating electric fields or currents treated with or without NP compared to cells untreated and unstimulated. D425 cells exposed to alternating electric fields exhibited a pronounced metabolic increase (1.8-fold), while those exposed to alternating electric currents with or without ZnO had a reduced metabolism relative to the untreated control.</p><p><strong>Conclusions: </strong>The initial hypothesis for the lack of effect of electrical stimulation on the adherent cells was that, due to only a single pair of electrodes being used, the proportion of cells that were in the correct orientation for electric field effects was limited. However, the dramatic shift in cell behaviour of the semi-adherent cells shows that cell morphology plays an important role in the responsiveness of cancer cells to AC electric fields. This study highlights the lack of understanding of the complex mechanisms by which electric fields exert effects on cancer cells. We propose that, for the therapy to be enhanced for patients, research should first focus on the underlying mechanisms of action, specifically on how individual cancer cell types re
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引用次数: 0
Next generation bioelectronic medicine: making the case for non-invasive closed-loop autonomic neuromodulation. 下一代生物电子医学:无创闭环自主神经调节的案例。
Pub Date : 2025-01-21 DOI: 10.1186/s42234-024-00163-4
Imanuel Lerman, Yifeng Bu, Rahul Singh, Harold A Silverman, Anuj Bhardwaj, Alex J Mann, Alik Widge, Joseph Palin, Christopher Puleo, Hubert Lim

The field of bioelectronic medicine has advanced rapidly from rudimentary electrical therapies to cutting-edge closed-loop systems that integrate real-time physiological monitoring with adaptive neuromodulation. Early innovations, such as cardiac pacemakers and deep brain stimulation, paved the way for these sophisticated technologies. This review traces the historical and technological progression of bioelectronic medicine, culminating in the emerging potential of closed-loop devices for multiple disorders of the brain and body. We emphasize both invasive techniques, such as implantable devices for brain, spinal cord and autonomic regulation, while we introduce new prospects for non-invasive neuromodulation, including focused ultrasound and newly developed autonomic neurography enabling precise detection and titration of inflammatory immune responses. The case for closed-loop non-invasive autonomic neuromodulation (incorporating autonomic neurography and splenic focused ultrasound stimulation) is presented through its applications in conditions such as sepsis and chronic inflammation, illustrating its capacity to revolutionize personalized healthcare. Today, invasive or non-invasive closed-loop systems have yet to be developed that dynamically modulate autonomic nervous system function by responding to real-time physiological and molecular signals; it represents a transformative approach to therapeutic interventions and major opportunity by which the bioelectronic field may advance. Knowledge gaps remain and likely contribute to the lack of available closed loop autonomic neuromodulation systems, namely, (1) significant exogenous and endogenous noise that must be filtered out, (2) potential drift in the signal due to temporal change in disease severity and/or therapy induced neuroplasticity, and (3) confounding effects of exogenous therapies (e.g., concurrent medications that dysregulate autonomic nervous system functions). Leveraging continuous feedback and real-time adjustments may overcome many of these barriers, and these next generation systems have the potential to stand at the forefront of precision medicine, offering new avenues for individualized and adaptive treatment.

生物电子医学领域已经从基本的电疗法迅速发展到尖端的闭环系统,该系统集成了实时生理监测和自适应神经调节。早期的创新,如心脏起搏器和深部脑刺激,为这些复杂的技术铺平了道路。这篇综述追溯了生物电子医学的历史和技术进步,最终出现了用于治疗大脑和身体多种疾病的闭环装置的潜力。我们强调侵入性技术,如大脑、脊髓和自主调节的植入式装置,同时我们介绍了非侵入性神经调节的新前景,包括聚焦超声和新开发的能够精确检测和滴定炎症免疫反应的自主神经造影术。闭环非侵入性自主神经调节(结合自主神经造影和脾聚焦超声刺激)通过其在脓毒症和慢性炎症等疾病中的应用,展示了其彻底改变个性化医疗保健的能力。目前,通过响应实时生理和分子信号动态调节自主神经系统功能的侵入性或非侵入性闭环系统尚未开发出来;它代表了一种治疗干预的变革性方法,也是生物电子学领域可能向前发展的主要机会。知识差距仍然存在,并且可能导致缺乏可用的闭环自主神经调节系统,即:(1)必须过滤掉显著的外源性和内源性噪声,(2)由于疾病严重程度和/或治疗诱导的神经可塑性的时间变化而导致的信号的潜在漂移,以及(3)外源性治疗的混淆效应(例如,并发药物失调自主神经系统功能)。利用持续反馈和实时调整可以克服许多这些障碍,这些下一代系统有可能站在精准医学的前沿,为个性化和适应性治疗提供新的途径。
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引用次数: 0
Exploring the efficacy of Transcutaneous Auricular Vagus nerve stimulation (taVNS) in modulating local and systemic inflammation in experimental models of colitis. 探讨经皮耳迷走神经刺激(taVNS)对实验性结肠炎模型局部和全身炎症的调节作用。
Pub Date : 2024-12-09 DOI: 10.1186/s42234-024-00162-5
Fatemeh Hesampour, Diane M Tshikudi, Charles N Bernstein, Jean-Eric Ghia

Background: Current inflammatory bowel disease (IBD) treatments often fail to achieve lasting remission and have adverse effects. Vagus nerve stimulation (VNS) offers a promising therapy due to its anti-inflammatory effects. Its invasive nature, however, has led to the development of non-invasive methods like transcutaneous auricular VNS (taVNS). This study assesses taVNS's impact on acute colitis progression, inflammatory, anti-inflammatory, and apoptosis-related markers.

Methods: Male C57BL/6 mice (11-12 weeks) were used for dextran sulfate sodium (DSS)- and dinitrobenzene sulfonic acid (DNBS)-induced colitis studies. The administration of taVNS or no stimulation (anesthesia without stimulation) for 10 min per mouse began one day before colitis induction and continued daily until sacrifice. Ulcerative colitis (UC)-like colitis was induced by administering 5% DSS in drinking water for 5 days, after which the mice were sacrificed. Crohn's disease (CD)-like colitis was induced through a single intrarectal injection of DNBS/ethanol, with the mice sacrificed after 3 days. Disease activity index (DAI), macroscopic evaluations, and histological damage were assessed. Colon, spleen, and blood samples were analyzed via qRT-PCR and ELISA. One-way or two-way ANOVA with Bonferroni and Šídák tests were applied.

Results: taVNS improved DAI, macroscopic, and histological scores in DSS colitis mice, but only partially mitigated weight loss and DAI in DNBS colitis mice. In DSS colitis, taVNS locally decreased colonic inflammation by downregulating pro-inflammatory markers (IL-1β, TNF-α, Mip1β, MMP 9, MMP 2, and Nos2) at the mRNA level and upregulating anti-inflammatory TGF-β in non-colitic conditions at both mRNA and protein levels and IL-10 mRNA levels in both non-colitic and colitic conditions. Systemically, taVNS decreased splenic TNF-α in non-colitic mice and increased serum levels of TGF-β in colitic mice and splenic levels in non-colitic and colitic mice. Effects were absent in DNBS-induced colitis. Additionally, taVNS decreased pro-apoptotic markers (Bax, Bak1, and caspase 8) in non-colitic and colitic conditions and increased the pro-survival molecule Bad in non-colitic mice.

Conclusions: This study demonstrates that taVNS has model-dependent local and systemic effects, reducing inflammation and apoptosis in UC-like colitis while offering protective benefits in non-colitic conditions. These findings encourage further research into underlying mechanisms and developing adjunct therapies for UC.

背景:目前的炎症性肠病(IBD)治疗往往不能实现持久缓解,并有不良反应。迷走神经刺激(VNS)因其抗炎作用而成为一种很有前途的治疗方法。然而,它的侵入性导致了非侵入性方法的发展,如经皮耳VNS (taVNS)。本研究评估了taVNS对急性结肠炎进展、炎症、抗炎和细胞凋亡相关标志物的影响。方法:采用雄性C57BL/6小鼠(11-12周)进行葡聚糖硫酸钠(DSS)和二硝基苯磺酸(DNBS)诱导结肠炎的研究。在结肠炎诱导前一天开始,每只小鼠给予taVNS或无刺激(麻醉无刺激)10分钟,每天持续至牺牲。在饮水中给予5% DSS 5 d诱导溃疡性结肠炎样结肠炎,5 d后处死小鼠。通过单次直肠内注射DNBS/乙醇诱导克罗恩病(CD)样结肠炎,3天后处死小鼠。评估疾病活动指数(DAI)、宏观评价和组织学损害。通过qRT-PCR和ELISA分析结肠、脾脏和血液样本。采用Bonferroni和Šídák检验的单向或双向方差分析。结果:taVNS改善了DSS结肠炎小鼠的DAI、宏观和组织学评分,但仅部分减轻了DNBS结肠炎小鼠的体重减轻和DAI。在DSS结肠炎中,taVNS通过在mRNA水平上下调促炎标志物(IL-1β、TNF-α、Mip1β、MMP 9、MMP 2和Nos2),在mRNA和蛋白水平上上调非结肠炎和结肠炎条件下的抗炎TGF-β和IL-10 mRNA水平,局部减轻结肠炎症。在系统上,taVNS降低非结肠炎小鼠脾脏TNF-α,升高结肠炎小鼠血清TGF-β水平及非结肠炎和结肠炎小鼠脾脏水平。在dnbs诱导的结肠炎中没有效果。此外,taVNS在非结肠炎和结肠炎小鼠中降低促凋亡标志物(Bax、Bak1和caspase 8),并在非结肠炎小鼠中增加促生存分子Bad。结论:本研究表明,taVNS具有模型依赖的局部和全身作用,减少uc样结肠炎的炎症和细胞凋亡,同时在非结肠炎条件下提供保护作用。这些发现鼓励进一步研究UC的潜在机制和开发辅助治疗方法。
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引用次数: 0
Clinical trials in neuromodulatory treatment of drug-resistant hypertension and the need for spinal cord stimulation trials: a PRISMA systematic review. 神经调节治疗耐药高血压的临床试验和脊髓刺激试验的需要:一项PRISMA系统综述。
Pub Date : 2024-12-02 DOI: 10.1186/s42234-024-00160-7
Garrett W Thrash, Elijah Wang, Yifei Sun, Harrison C Walker, Prasad Shirvalkar, Bryan K Becker, Marshall T Holland

Background: Drug-resistant hypertension affects approximately 9-18% of the United States hypertensive population. Recognized as hypertension that is resistant to three or more medications, drug-resistant hypertension can lead to fatal sequelae, such as heart failure, aortic dissection, and other vast systemic disease. The disruption of the homeostatic mechanisms that stabilize blood pressure can be treated procedurally when medication fails. These procedures include carotid body stimulation, renal denervation, sympathectomies, dorsal root ganglia stimulation, and more recently spinal cord stimulation and have all been utilized in the treatment of drug-resistant hypertension.

Methods: To identify the clinical trials of neuromodulation in drug-resistant hypertension, a PubMed search was performed that included all original clinical trials of neuromodulation treating drug-resistant hypertension. The 838 articles found were sorted using Covidence to find 33 unique primary clinical trials. There were no methods used to assess risk of bias as a meta-analysis was not feasible due to heterogeneity.

Results: Renal denervation and carotid body stimulation have both shown promising results with multiple clinical trials, while sympathectomies have mostly been retired due to the irreversible adverse effects caused. Dorsal root ganglion stimulation showed varying success rates. Spinal cord stimulation is a novel treatment of drug-resistant hypertension that shows promising initial results but requires further investigation and prospective studies of the treatment to provide guidelines for future DRH treatment. The limitations of the review are reporting bias and absence of a meta-analysis that compares the treatment modality due to the heterogeneity of reported outcomes.

Conclusion: Innovation in neuromodulation is necessary to provide alternative avenues of treatment in the face of contraindications for standard treatment. Treatment of drug-resistant hypertension is essential to delay dangerous sequelae. This review's objective is to summarize the clinical trials for treatment of drug-resistant hypertension following PRISMA guidelines and suggests future directions in the treatment of drug-resistant hypertension.

背景:耐药高血压影响约9-18%的美国高血压人群。耐药高血压被认为是对三种或三种以上药物具有耐药性的高血压,可导致致命的后遗症,如心力衰竭、主动脉夹层和其他广泛的全身性疾病。当药物治疗失败时,可以对稳定血压的体内平衡机制的破坏进行程序性治疗。这些方法包括颈动脉体刺激、肾去神经支配、交感神经切除术、背根神经节刺激以及最近的脊髓刺激,这些方法都被用于治疗耐药高血压。方法:为了确定神经调节治疗耐药高血压的临床试验,检索PubMed,包括所有神经调节治疗耐药高血压的原始临床试验。使用covid - ence对发现的838篇文章进行了分类,找到了33项独特的主要临床试验。由于异质性,meta分析不可行,因此没有评估偏倚风险的方法。结果:经多次临床试验,肾去神经和颈动脉体刺激均显示出良好的效果,而交感神经切除术因其不良反应不可逆,大多已退出。刺激背根神经节有不同的成功率。脊髓刺激是一种治疗耐药高血压的新方法,初步效果良好,但需要进一步的调查和前瞻性研究,为未来的DRH治疗提供指导。由于报告结果的异质性,该综述的局限性是报告偏倚和缺乏比较治疗方式的荟萃分析。结论:面对标准治疗的禁忌症,神经调节的创新是必要的,以提供替代的治疗途径。治疗耐药高血压对于延缓危险的后遗症至关重要。本综述的目的是总结根据PRISMA指南治疗耐药高血压的临床试验,并提出耐药高血压治疗的未来方向。
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引用次数: 0
Comparisons of different electrical stimulation modalities for treating visceral pain in a rodent model of irritable bowel syndrome. 比较不同的电刺激模式在肠易激综合征啮齿动物模型中治疗内脏疼痛的效果。
Pub Date : 2024-11-11 DOI: 10.1186/s42234-024-00158-1
Md Jahangir Alam, Tingting Zhao, John W Wiley, Jiande D Z Chen

The purpose of this study was to investigate the effects of different electrical stimulation methods (bilateral electroacupuncture (BEA), unilateral EA (UEA), transcutaneous electrical acustimulation (TEA, stimulation via surface electrodes placed at acupoints), and sacral nerve stimulation (SNS)) on visceral pain in a rodent model of irritable bowel syndrome (IBS). Ten-day-old male and female pups were treated with 0.2 ml of 0.5% acetic acid (AA) solution. Visceral sensitivity was assessed using an electromyogram (EMG) in response to graded colorectal distension. In the first experiment, bilateral EA at ST36 acupoint was performed with different parameters in male rats to determine the best stimulation parameters. In the second experiment, male rats were randomly assigned into the Sham, BEA, UEA, TEA, and SNS groups to determine the best stimulation method. Lastly, the AA-treated female rats were randomly assigned into the BEA and sham groups to investigate a potential treatment difference between the sexes. Two distinct sets of stimulation parameters were used: Set 1 (100 Hz, 0.5 ms pulse width, 0.1 s ON, 0.4 s OFF, 0.4-3.0 mA current) and Set 2 (25 Hz, 0.5 ms pulse width, 2 s ON, 3 s OFF, 0.4-3.0 mA current).Results (1) The parameter set of 100Hz was found to be most effective in reducing visceral pain. (2) Both acute UEA and TEA effectively relieved visceral pain, whereas acute SNS did not exhibit such an effect. (3) Acute BEA improved visceral pain in both male and female rats.Conclusions These findings suggest that transcutaneous ST36 stimulation is as effective as direct ST36 stimulation and unilateral ST36 stimulation is comparable to bilateral stimulation. Development of a novel therapy using unilateral transcutaneous ST36 stimulation is warranted.

本研究旨在探讨不同电刺激方法(双侧电针(BEA)、单侧电针(UEA)、经皮电刺激(TEA,通过放置在穴位上的表面电极进行刺激)和骶神经刺激(SNS))对肠易激综合征(IBS)啮齿动物模型内脏疼痛的影响。用 0.5%醋酸(AA)溶液 0.2 毫升处理 10 天大的雌雄幼鼠。使用肌电图(EMG)评估内脏对分级结肠直肠胀气的敏感性。在第一项实验中,雄性大鼠在 ST36 穴位进行了不同参数的双侧 EA,以确定最佳刺激参数。在第二个实验中,雄性大鼠被随机分配到 Sham 组、BEA 组、UEA 组、TEA 组和 SNS 组,以确定最佳刺激方法。最后,经 AA 处理的雌性大鼠被随机分配到 BEA 组和假组中,以研究两性之间潜在的治疗差异。使用了两组不同的刺激参数:结果 (1) 100Hz 的参数集对减轻内脏疼痛最有效。(2)急性 UEA 和 TEA 均能有效缓解内脏疼痛,而急性 SNS 则没有这种效果。(结论 这些研究结果表明,经皮 ST36 刺激与直接 ST36 刺激同样有效,单侧 ST36 刺激与双侧刺激效果相当。有必要开发一种使用单侧经皮 ST36 刺激的新型疗法。
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引用次数: 0
Blue light stimulation of the blind spot in human: from melanopsin to clinically relevant biomarkers of myopia. 蓝光对人类盲点的刺激:从黑色素到临床相关的近视生物标志物。
Pub Date : 2024-11-04 DOI: 10.1186/s42234-024-00159-0
Ana Amorim-de-Sousa, Ranjay Chakraborty, Michael J Collins, Paulo Fernandes, José González-Méijome, Jens Hannibal, Hosein Hoseini-Yazdi, Scott A Read, Jens Ellrich, Tim Schilling

The protective effects of time spent outdoors emphasize the major role of daylight in myopia. Based on the pathophysiology of myopia, the impact of blue light stimulation on the signaling cascade, from melanopsin at the blind spot to clinically relevant biomarkers for myopia, was investigated. Parameters and site of light stimulation are mainly defined by the photopigment melanopsin, that is sensitive to blue light with a peak wavelength of 480 nm and localized on the intrinsically photosensitive retinal ganglion cells (ipRGC) whose axons converge to the optic disc, corresponding to the physiological blind spot. Blue light at the blind spot (BluSpot) stimulation provides the opportunity to activate the vast majority of ipRGC and avoids additional involvement of rods and cones which may exert incalculable effects on the signaling cascade.Experimental studies have applied anatomical, histochemical, electrophysiological, imaging, and psychophysical methods to unravel the mode of action of BluSpot stimulation. Results indicate activation of melanopsin, improvement of contrast sensitivity, gain in electrical retinal activity, and increase of choroidal thickness following BluSpot stimulation. Short-term changes of clinically relevant biomarkers lead to the hypothesis that BluSpot stimulation may exert antimyopic effects with long-term application.

户外活动的保护作用强调了日光在近视中的重要作用。基于近视的病理生理学,我们研究了蓝光刺激对信号级联的影响,包括从盲点处的黑色素到近视的临床相关生物标志物。光刺激的参数和部位主要由光敏色素黑素决定,黑素对峰值波长为480 nm的蓝光敏感,定位在轴突汇聚到视盘的固有光敏视网膜神经节细胞(ipRGC)上,与生理盲点相对应。实验研究采用解剖学、组织化学、电生理学、成像和心理物理学方法来揭示蓝斑刺激的作用模式。结果表明,刺激蓝斑后,黑色素活化、对比敏感度提高、视网膜电活动增强、脉络膜厚度增加。临床相关生物标志物的短期变化使人们假设,长期应用蓝斑刺激可能会产生抗近视效果。
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引用次数: 0
Machine learning-optimized non-invasive brain stimulation and treatment response classification for major depression. 针对重度抑郁症的机器学习优化非侵入性脑部刺激和治疗反应分类。
Pub Date : 2024-10-30 DOI: 10.1186/s42234-024-00157-2
Alejandro Albizu, Aprinda Indahlastari, Paulo Suen, Ziqian Huang, Jori L Waner, Skylar E Stolte, Ruogu Fang, Andre R Brunoni, Adam J Woods

Background/objectives: Transcranial direct current stimulation (tDCS) is a non-invasive brain stimulation intervention that shows promise as a potential treatment for depression. However, the clinical efficacy of tDCS varies, possibly due to individual differences in head anatomy affecting tDCS dosage. While functional changes in brain activity are more commonly reported in major depressive disorder (MDD), some studies suggest that subtle macroscopic structural differences, such as cortical thickness or brain volume reductions, may occur in MDD and could influence tDCS electric field (E-field) distributions. Therefore, accounting for individual anatomical differences may provide a pathway to optimize functional gains in MDD by formulating personalized tDCS dosage.

Methods: To address the dosing variability of tDCS, we examined a subsample of sixteen active-tDCS participants' data from the larger ELECT clinical trial (NCT01894815). With this dataset, individualized neuroimaging-derived computational models of tDCS current were generated for (1) classifying treatment response, (2) elucidating essential stimulation features associated with treatment response, and (3) computing a personalized dose of tDCS to maximize the likelihood of treatment response in MDD.

Results: In the ELECT trial, tDCS was superior to placebo (3.2 points [95% CI, 0.7 to 5.5; P = 0.01]). Our algorithm achieved over 90% overall accuracy in classifying treatment responders from the active-tDCS group (AUC = 0.90, F1 = 0.92, MCC = 0.79). Computed precision doses also achieved an average response likelihood of 99.981% and decreased dosing variability by 91.9%.

Conclusion: These findings support our previously developed precision-dosing method for a new application in psychiatry by optimizing the statistical likelihood of tDCS treatment response in MDD.

背景/目的:经颅直流电刺激(tDCS)是一种非侵入性的脑刺激干预措施,有望成为治疗抑郁症的潜在方法。然而,tDCS 的临床疗效各不相同,这可能是由于头部解剖结构的个体差异影响了 tDCS 的剂量。虽然大脑活动的功能性变化在重度抑郁症(MDD)中更常见,但一些研究表明,MDD 中可能存在微妙的宏观结构差异,如皮质厚度或脑容量减少,这可能会影响 tDCS 的电场(E-field)分布。因此,考虑个体解剖学差异可能为通过制定个性化的 tDCS 剂量来优化 MDD 的功能收益提供一条途径:为了解决 tDCS 剂量的可变性问题,我们研究了 ELECT 大型临床试验(NCT01894815)中 16 名主动 tDCS 参与者的子样本数据。通过该数据集,我们生成了个性化的神经影像学 tDCS 电流计算模型,用于:(1)对治疗反应进行分类;(2)阐明与治疗反应相关的基本刺激特征;(3)计算个性化的 tDCS 剂量,以最大限度地提高 MDD 治疗反应的可能性:在 ELECT 试验中,tDCS 优于安慰剂(3.2 分 [95% CI, 0.7 至 5.5; P = 0.01])。我们的算法在对活性 tDCS 组治疗应答者进行分类时,总体准确率超过 90%(AUC = 0.90,F1 = 0.92,MCC = 0.79)。计算出的精确剂量的平均应答可能性也达到了 99.981%,剂量变异性降低了 91.9%:这些研究结果支持我们之前开发的精确剂量方法在精神病学中的新应用,它优化了 tDCS 治疗 MDD 反应的统计可能性。
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引用次数: 0
Design and development of a machine-learning-driven opioid overdose risk prediction tool integrated in electronic health records in primary care settings. 设计和开发一种机器学习驱动的阿片类药物过量风险预测工具,并将其整合到初级医疗机构的电子健康记录中。
Pub Date : 2024-10-18 DOI: 10.1186/s42234-024-00156-3
Khoa Nguyen, Debbie L Wilson, Julie Diiulio, Bradley Hall, Laura Militello, Walid F Gellad, Christopher A Harle, Motomori Lewis, Siegfried Schmidt, Eric I Rosenberg, Danielle Nelson, Xing He, Yonghui Wu, Jiang Bian, Stephanie A S Staras, Adam J Gordon, Jerry Cochran, Courtney Kuza, Seonkyeong Yang, Weihsuan Lo-Ciganic

Background: Integrating advanced machine-learning (ML) algorithms into clinical practice is challenging and requires interdisciplinary collaboration to develop transparent, interpretable, and ethically sound clinical decision support (CDS) tools. We aimed to design a ML-driven CDS tool to predict opioid overdose risk and gather feedback for its integration into the University of Florida Health (UFHealth) electronic health record (EHR) system.

Methods: We used user-centered design methods to integrate the ML algorithm into the EHR system. The backend and UI design sub-teams collaborated closely, both informed by user feedback sessions. We conducted seven user feedback sessions with five UF Health primary care physicians (PCPs) to explore aspects of CDS tools, including workflow, risk display, and risk mitigation strategies. After customizing the tool based on PCPs' feedback, we held two rounds of one-on-one usability testing sessions with 8 additional PCPs to gather feedback on prototype alerts. These sessions informed iterative UI design and backend processes, including alert frequency and reappearance circumstances.

Results: The backend process development identified needs and requirements from our team, information technology, UFHealth, and PCPs. Thirteen PCPs (male = 62%, White = 85%) participated across 7 user feedback sessions and 8 usability testing sessions. During the user feedback sessions, PCPs (n = 5) identified flaws such as the term "high risk" of overdose potentially leading to unintended consequences (e.g., immediate addiction services referrals), offered suggestions, and expressed trust in the tool. In the first usability testing session, PCPs (n = 4) emphasized the need for natural risk presentation (e.g., 1 in 200) and suggested displaying the alert multiple times yearly for at-risk patients. Another 4 PCPs in the second usability testing session valued the UFHealth-specific alert for managing new or unfamiliar patients, expressed concerns about PCPs' workload when prescribing to high-risk patients, and recommended incorporating the details page into training sessions to enhance usability.

Conclusions: The final backend process for our CDS alert aligns with PCP needs and UFHealth standards. Integrating feedback from PCPs in the early development phase of our ML-driven CDS tool helped identify barriers and facilitators in the CDS integration process. This collaborative approach yielded a refined prototype aimed at minimizing unintended consequences and enhancing usability.

背景:将先进的机器学习(ML)算法整合到临床实践中具有挑战性,需要跨学科合作才能开发出透明、可解释且符合道德规范的临床决策支持(CDS)工具。我们的目标是设计一种 ML 驱动的 CDS 工具,用于预测阿片类药物过量的风险,并收集反馈意见,以便将其整合到佛罗里达大学健康中心(UFHealth)的电子健康记录(EHR)系统中:我们采用以用户为中心的设计方法,将 ML 算法集成到 EHR 系统中。后台和用户界面设计子团队密切合作,双方都从用户反馈会议中获得信息。我们与五位和睦家医疗集团的初级保健医生(PCP)进行了七次用户反馈会议,探讨 CDS 工具的各个方面,包括工作流程、风险显示和风险缓解策略。在根据初级保健医生的反馈定制工具后,我们又与另外 8 名初级保健医生进行了两轮一对一的可用性测试,以收集他们对原型警报的反馈意见。这些会议为迭代用户界面设计和后台流程(包括警报频率和再次出现情况)提供了依据:后台流程开发确定了我们团队、信息技术、UFHealth 和初级保健医生的需求和要求。13 名初级保健医生(男性占 62%,白人占 85%)参加了 7 次用户反馈会议和 8 次可用性测试会议。在用户反馈环节中,初级保健医生(n = 5)指出了一些缺陷,如用药过量的 "高风险 "一词可能会导致意想不到的后果(如立即转介成瘾服务),他们提出了建议,并表达了对该工具的信任。在第一次可用性测试中,初级保健医生(n = 4)强调了自然风险呈现的必要性(如 200 分之 1),并建议每年多次为高危患者显示警报。在第二次可用性测试中,另有 4 名初级保健医生重视 UFHealth 针对管理新患者或不熟悉患者的警报,对初级保健医生为高风险患者开处方时的工作量表示担忧,并建议将详情页纳入培训课程以提高可用性:我们的 CDS 警报的最终后台程序符合初级保健医生的需求和 UFHealth 的标准。在 ML 驱动的 CDS 工具的早期开发阶段,整合初级保健医生的反馈意见有助于识别 CDS 整合过程中的障碍和促进因素。这种合作方式产生了一个改进的原型,旨在最大限度地减少意外后果并提高可用性。
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Bioelectronic medicine
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