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Intracellular Lactate Dynamics in Drosophila Glutamatergic Neurons. 细胞内乳酸动态揭示果蝇谷氨酸能神经元代谢的多样性
Pub Date : 2025-01-23 DOI: 10.1101/2024.02.26.582095
Matthew S Price, Elham Rastegari, Richa Gupta, Katie Vo, Travis I Moore, Kartik Venkatachalam

Rates of lactate production and consumption reflect the metabolic state of many cell types, including neurons. Here, we investigate the effects of nutrient deprivation on lactate dynamics in Drosophila glutamatergic neurons by leveraging the limiting effects of the diffusion barrier surrounding cells in culture. We found that neurons constitutively consume lactate when availability of trehalose, the glucose disaccharide preferred by insects, is limited by the diffusion barrier. Acute mechanical disruption of the barrier reduced this reliance on lactate. Through kinetic modeling and experimental validation, we demonstrate that neuronal lactate consumption rates correlate inversely with their mitochondrial density. Further, we found that lactate levels in neurons exhibited temporal correlations that allowed prediction of cytosolic lactate dynamics after the disruption of the diffusion barrier from pre-perturbation lactate fluctuations. Collectively, our findings reveal the influence of diffusion barriers on neuronal metabolic preferences, and demonstrate the existence of temporal correlations between lactate dynamics under conditions of nutrient deprivation and those evoked by the subsequent restoration of nutrient availability.

乳酸是糖酵解和线粒体氧化磷酸化的中间产物,它反映了神经元的代谢状态。在这里,我们利用基因编码的乳酸盐 FRET 生物传感器发现了果蝇谷氨酸能神经元中不同代谢状态的亚群。特定亚群中的神经元表现出相关的乳酸盐通量模式,这种模式源于固有的细胞特性,而不是神经元之间的相互联系。此外,单个神经元的乳酸盐通量随时间变化呈现出一致的模式,因此刺激诱发的乳酸盐变化与处理前的波动相关。利用这些时间自相关性,深度学习模型可以根据刺激前的波动准确预测刺激后的反应。这些发现表明存在不同的神经元亚群,每个亚群都有独特的乳酸动态特征,并提出了具有相关代谢活动的神经元可能在不同神经回路中同步的可能性。这种植根于神经元代谢状态的同步可能会影响大脑的信息处理。
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引用次数: 0
Isolating Small Extracellular Vesicles from Small Volumes of Blood Plasma using size exclusion chromatography and density gradient ultracentrifugation: A Comparative Study. 用大小排斥色谱法和密度梯度超离心分离法从小体积血浆中分离细胞外小泡:一项比较研究。
Pub Date : 2025-01-22 DOI: 10.1101/2023.10.30.564707
Fang Kong, Megha Upadya, Andrew See Wong Weng, Rinkoo Dalan, Ming Dao

Small extracellular vesicles (sEVs) are heterogeneous biological vesicles released by cells under both physiological and pathological conditions. Due to their potential as valuable diagnostic and prognostic biomarkers in human blood, there is a pressing need to develop effective methods for isolating high-purity sEVs from the complex milieu of blood plasma, which contains abundant plasma proteins and lipoproteins. Size exclusion chromatography (SEC) and density gradient ultracentrifugation (DGUC) are two commonly employed isolation techniques that have shown promise in addressing this challenge. In this study, we aimed to determine the optimal combination and sequence of SEC and DGUC for isolating sEVs from small plasma volumes, in order to enhance both the efficiency and purity of the resulting isolates. To achieve this, we compared sEV isolation using two combinations: SEC-DGUC and DGUC-SEC, from unit volumes of 500 μl plasma. Both protocols successfully isolated high-purity sEVs; however, the SEC-DGUC combination yielded higher sEV protein and RNA content. We further characterized the isolated sEVs obtained from the SEC-DGUC protocol using flow cytometry and mass spectrometry to assess their quality and purity. In conclusion, the optimized SEC-DGUC protocol is efficient, highly reproducible, and well-suited for isolating high-purity sEVs from small blood volumes.

小细胞外囊泡(sev)是细胞在生理和病理条件下释放的异质生物囊泡。由于sev在人类血液中作为有价值的诊断和预后生物标志物的潜力,迫切需要开发从复杂的血浆环境中分离高纯度sev的有效方法,血浆中含有丰富的血浆蛋白和脂蛋白。粒径排除色谱(SEC)和密度梯度超离心(DGUC)是两种常用的分离技术,在解决这一挑战方面表现出了希望。在本研究中,我们旨在确定SEC和DGUC在小血浆体积中分离sev的最佳组合和序列,以提高分离得到的sev的效率和纯度。为了实现这一点,我们比较了两种组合:SEC-DGUC和DGUC-SEC,从单位体积的500 μl等离子体中分离sEV。两种方案都成功分离出高纯度sev;而SEC-DGUC组合sEV蛋白和RNA含量较高。我们进一步用流式细胞术和质谱法对SEC-DGUC方案获得的分离sev进行了表征,以评估其质量和纯度。综上所述,优化后的SEC-DGUC方案高效、可重复性高,适用于小血容量高纯度sev的分离。
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引用次数: 0
Excess neonatal testosterone causes male-specific social and fear memory deficits in wild-type mice. 在野生型小鼠中,过量的新生儿睾酮会导致雄性特定的社交和恐惧记忆缺陷。
Pub Date : 2025-01-21 DOI: 10.1101/2023.10.18.562939
Pravda Quiñones-Labernik, Kelsey L Blocklinger, Matthew R Bruce, Sarah L Ferri

Neurodevelopmental disorders disproportionately affect males compared to females. The biological mechanisms of this male susceptibility or female protection have not been identified. There is evidence that fetal/neonatal gonadal hormones, which play a pivotal role in many aspects of development, may contribute. Here, we investigate the effects of excess testosterone during a critical period of sex-specific brain organization on social approach and fear learning behaviors in C57BL/6J wild-type mice. Male, but not female, mice treated with testosterone on the day of birth (PN0) exhibited decreased social approach as juveniles and decreased contextual fear memory as adults, compared to vehicle-treated controls. These deficits were not driven by anxiety-like behavior or changes in locomotion or body weight. Mice treated with the same dose of testosterone on postnatal day 18 (PN18), which is outside of the critical period of brain masculinization, did not demonstrate impairments compared to the vehicle group. These findings indicate that excess testosterone during a critical period of early development, but not shortly after, induces long-term deficits relevant to the male sex bias in neurodevelopmental disorders.

与女性相比,神经发育障碍(ND)对男性的影响不成比例,尤其是自闭症谱系障碍(ASD)表现出4:1的男性偏见。这种女性保护或男性易感性的生物学机制尚未确定。有一些证据表明,在发育的许多方面发挥关键作用的胎儿/新生儿性腺激素可能会起作用。在这里,我们研究了睾酮在C57BL/6J野生型小鼠发育关键时期的作用,及其对社交方式和恐惧学习的影响。在出生当天(PN0)用睾酮治疗的雄性小鼠,而不是雌性小鼠,在社交行为和情境恐惧条件下都表现出缺陷,而在出生后第18天(PN18)用相同剂量的睾酮治疗的小鼠没有表现出这种损伤。与睾酮治疗组相比,睾酮给药没有引起焦虑效应或导致体重变化。这些损伤与ND相关,可能有助于确定新的治疗靶点。亮点:与使用车辆油治疗的小鼠相比,出生时使用睾酮治疗的雄性小鼠在幼年时表现出社交方式行为减少,成年后表现出情境恐惧调节障碍。产后第18天的睾酮治疗不会影响社交方式或恐惧记忆。与载体治疗的对照小鼠相比,PN0上的单剂量睾酮在睾酮治疗的小鼠中没有诱导焦虑样行为。与veh处理的小鼠相比,新生儿睾酮给药没有导致体重变化。
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引用次数: 0
Conditioning electrical stimulation fails to enhance sympathetic axon regeneration. 调节电刺激不能增强交感轴突的再生。
Pub Date : 2025-01-20 DOI: 10.1101/2023.02.03.527071
Tina Tian, Kevin Patel, David Kim, HaoMin SiMa, Alandrea R Harris, Jordan N Owyoung, Patricia J Ward

Peripheral nerve injuries are common, and there is a critical need for the development of novel treatments to complement surgical repair. Conditioning electrical stimulation (CES) is a novel variation of the well-studied perioperative electrical stimulation treatment paradigm. CES is a clinically attractive alternative because of its ability to be performed at the bedside prior to a scheduled nerve repair surgery. Although 60 minutes of CES has been shown to enhance motor and sensory axon regeneration, the effects of CES on sympathetic regeneration are unknown. We investigated how two clinically relevant CES paradigms (10 minutes and 60 minutes) impact sympathetic axon regeneration and distal target reinnervation. Our results indicate that the growth of sympathetic axons is inhibited by CES at acute time points, and at a longer survival time point post-injury, there is no difference between sham CES and the CES groups. We conclude sympathetic axons may retain some regenerative ability, but no enhancement is exhibited after CES, which may be accounted for by the inability of the electrical stimulation paradigm to recruit the small-caliber sympathetic axons into activity. Furthermore, 10-minute CES did not enhance motor and sensory regeneration with a direct repair, and neither 60-minute nor 10-minute CES enhanced motor and sensory regeneration through a graft. Further studies will be needed to optimize electrical stimulation parameters to enhance the regeneration of all neuron types.

周围神经损伤是常见的,迫切需要开发新的治疗方法来补充手术修复。条件反射电刺激(CES)是围手术期电刺激的一种新变体,这两种电刺激都成功地促进了受损周围神经运动和感觉轴突的再生。CES在临床上是一种有吸引力的选择,不仅因为它可以在预定的神经修复手术前在床边进行,而且在增强运动和感觉再生方面,它也被证明优于围手术期电刺激。然而,CES对交感神经再生的影响尚不清楚。因此,我们测试了两种临床相关的CES模式对交感神经轴突再生和远端目标神经再生的影响。由于长期以来有证据表明电刺激会增强运动和感觉轴突,因此我们假设CES也会增强交感轴突的再生。我们的研究结果表明,CES严重抑制了交感神经轴突的生长;然而,在损伤后较长的生存时间点,假CES组和CES组之间没有差异。有证据表明,交感轴突的生长受到条件反射损伤的抑制,并且交感轴突对电刺激的反应可能是发芽而不是伸长。我们的数据表明,在电刺激后,交感轴突可能保留了一些再生能力,但没有表现出增强,这可能是由于目前临床相关的电刺激模式无法使小直径交感轴突参与活动。进一步的研究将需要优化电刺激参数,以提高所有神经元类型的再生。
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引用次数: 0
Altered primary somatosensory neuron development in a Pten heterozygous model for autism spectrum disorder. Pten对DRG感觉神经元多样化的内在控制。
Pub Date : 2025-01-17 DOI: 10.1101/2023.08.04.552039
Alejandra Fernandez, Nick Sarn, Charis Eng, Kevin M Wright

Autism spectrum disorder (ASD) is a complex neurodevelopmental disorder characterized by deficits in social interactions, repetitive behaviors, and hyper- or hyposensitivity to sensory stimuli. The mechanisms underlying the emergence of sensory features in ASD are not fully understood, but recent studies in rodent models highlight that these may result from differences in primary sensory neurons themselves. We examined sensory behaviors in a Pten haploinsufficient mouse model ( Pten Het ) for syndromic ASD and identified elevated responses to mechanical stimuli and a higher threshold to thermal responses. Transcriptomic and in vivo anatomical analysis identified alterations in subtype-specific markers of primary somatosensory neurons in Pten Het dorsal root ganglia (DRG). These defects emerge early during DRG development and involve dysregulation of multiple signaling pathways downstream of Pten . Finally, we show that mice harboring an ASD-associated mutation ( Pten Y69H ) also show altered expression of somatosensory neuron subtype-specific markers. Together, these results show that precise levels of Pten are required for proper somatosensory development and provide insight into the molecular and cellular basis of sensory abnormalities in a model for syndromic ASD.

磷酸酶和紧张素同源物(PTEN)调节发育中的外周神经系统(PNS)中神经营养因子受体下游的细胞内生存和分化信号通路。尽管在大脑发育的背景下进行了充分的研究,但我们对PTEN在PNS中的体内作用的理解仅限于神经性疼痛和神经损伤模型。在这里,我们评估了PTEN信号的改变如何影响外周体感回路的发育。我们发现,在Pten杂合子(Pten-Het)小鼠的背根神经节(DRG)内的感觉神经元表现出神经元亚型多样化的缺陷。Pten-Het小鼠的DRG分化异常发生在发育早期,神经元亚群同时表达祖细胞和神经元标志物。Pten-Het小鼠的DRG显示Pten下游mTOR和GSK-3β信号通路的失调。最后,我们发现患有自闭症相关Pten突变(Pten Y68H/+)的小鼠表现出DRG发育异常。因此,我们发现PTEN信号在DRG发育过程中初级感觉神经元群体的内在多样化中起着至关重要的作用。
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引用次数: 0
Efficient coding in biophysically realistic excitatory-inhibitory spiking networks. 高效兴奋-抑制尖峰网络的结构、动力学、编码和最佳生物物理参数。
Pub Date : 2025-01-17 DOI: 10.1101/2024.04.24.590955
Veronika Koren, Simone Blanco Malerba, Tilo Schwalger, Stefano Panzeri

The principle of efficient coding posits that sensory cortical networks are designed to encode maximal sensory information with minimal metabolic cost. Despite the major influence of efficient coding in neuroscience, it has remained unclear whether fundamental empirical properties of neural network activity can be explained solely based on this normative principle. Here, we derive the structural, coding, and biophysical properties of excitatory-inhibitory recurrent networks of spiking neurons that emerge directly from imposing that the network minimizes an instantaneous loss function and a time-averaged performance measure enacting efficient coding. We assumed that the network encodes a number of independent stimulus features varying with a time scale equal to the membrane time constant of excitatory and inhibitory neurons. The optimal network has biologically-plausible biophysical features, including realistic integrate-and-fire spiking dynamics, spike-triggered adaptation, and a non-specific excitatory external input. The excitatory-inhibitory recurrent connectivity between neurons with similar stimulus tuning implements feature-specific competition, similar to that recently found in visual cortex. Networks with unstructured connectivity cannot reach comparable levels of coding efficiency. The optimal ratio of excitatory vs inhibitory neurons and the ratio of mean inhibitory-to-inhibitory vs excitatory-to-inhibitory connectivity are comparable to those of cortical sensory networks. The efficient network solution exhibits an instantaneous balance between excitation and inhibition. The network can perform efficient coding even when external stimuli vary over multiple time scales. Together, these results suggest that key properties of biological neural networks may be accounted for by efficient coding.

高效编码原则认为,感觉皮层网络旨在以最小的代谢成本编码最大的感觉信息。尽管高效编码在神经科学中具有重大影响,但神经网络活动的基本经验特性是否能仅根据这一规范性原则来解释,仍不清楚。在这里,我们严格推导出了兴奋-抑制性尖峰神经元递归网络的结构、编码、生物物理和动力学特性,这些特性直接来自于对网络施加最小化瞬时损失函数和时间平均性能指标的要求。最优网络具有生物学上可信的生物物理特征,包括逼真的整合-发射尖峰动态、尖峰触发适应以及调节代谢成本的非特定刺激性外部兴奋输入。这种高效网络在神经元之间具有兴奋-抑制递归连接,这些神经元具有相似的刺激调谐,实施特异性竞争,类似于最近在视觉皮层中发现的情况。无结构连接的网络无法达到可比的编码效率水平。最佳的生物物理参数包括兴奋神经元与抑制神经元的比例为 4:1,抑制神经元与抑制神经元的平均比例为 3:1,兴奋神经元与抑制神经元的连接比例为 3:1,这些参数与大脑皮层感觉网络的参数非常接近。高效网络具有生物学上合理的尖峰动态,具有紧密的瞬时E-I平衡,这使它们能够对在多个时间尺度上变化的外部刺激进行高效编码。这些结果共同解释了高效编码如何在大脑皮层网络中实现,并表明生物神经网络的关键特性可以用高效编码来解释。
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引用次数: 0
Gamma-burst cortical activity in awake behaving macaques. 氯胺酮最显著的电生理作用不足以引起麻醉。
Pub Date : 2025-01-17 DOI: 10.1101/2023.09.26.559594
Benjamin T Acland, Ben Julian A Palanca, Janine Bijsterbosch, Lawrence H Snyder

Electrophysiological recordings during ketamine anesthesia have revealed a slow alternating pattern of high- and low-frequency activity (a "gamma-burst" pattern) that develops along with the onset of general anesthesia. We examine the role of NMDA receptor antagonism in generating the gamma-burst pattern and the link between gamma-bursts and dissociative anesthesia by comparing the effects of ketamine with those of the highly selective NMDA receptor antagonist CGS 19755 on multi-site intracranial electrophysiology and behavior in rhesus macaques. The data show NMDA antagonism alone drives gamma-burst activity, and that it can do so without causing anesthesia. This underscores the involvement of mechanisms other than NMDA antagonism in the anesthetic effects of ketamine.

NMDA受体抑制已被确定为许多精神活性药物、麻醉剂和止痛药的关键功能特性,包括酒精、一氧化二氮、右美沙芬、苯环利定和氯胺酮。本报告通过比较全身注射氯胺酮和高选择性NMDA受体拮抗剂CGS 19755对恒河猴皮层内电生理活动和行为的影响,研究NMDA受体抑制在氯胺酮诱导的麻醉中的作用。亚麻醉剂量的CGS 19755后皮层电生理学的变化类似于麻醉剂量的氯胺酮引起的“伽玛暴”活动,而两种药物的行为效应差异很大。这表明,虽然NMDA拮抗作用足以引起氯胺酮麻醉的关键神经相关性,但其本身不足以引起麻醉。这些发现揭示了以前未被重视的全身NMDA拮抗作用,并阐明了氯胺酮引起的电生理变化与氯胺酮麻醉机制之间的关系。
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引用次数: 0
Contiguous and complete assemblies of Blastocystis gut microbiome-associated protists reveal evolutionary diversification to host ecology. 原生胚泡菌的杂交组合揭示了宿主生态的进化多样化。
Pub Date : 2025-01-15 DOI: 10.1101/2023.11.20.567959
Abigail L Lind, Nathan A McDonald, Elias R Gerrick, Ami S Bhatt, Katherine S Pollard

Blastocystis , an obligate host-associated protist, is the most common microbial eukaryote in the human gut and is widely distributed across vertebrate hosts. The evolutionary transition of Blastocystis from its free-living stramenopile ancestors to a radiation of host-associated organisms is poorly understood. To explore this, we cultured and sequenced eight strains representing the significant phylogenetic diversity of the genus using long-read, short-read, and Hi-C DNA sequencing, alongside gene annotation and RNA sequencing. Comparative genomic analyses revealed significant variation in gene content and genome structure across Blastocystis. Notably, three strains from herbivorous tortoises, phylogenetically distant from human subtypes, have markedly larger genomes with longer introns and intergenic regions, and retain canonical stop codons absent in the human-associated strains. Despite these genetic differences, all eight isolates exhibit gene losses linked to the reduced cellular complexity of Blastocystis, including losses of cilia and flagella genes, microtubule motor genes, and signal transduction genes. Isolates from herbivorous tortoises contained higher numbers of plant carbohydrate-metabolizing enzymes, suggesting that like gut bacteria, these protists ferment plant material in the host gut. We find evidence that some of these carbohydrate-metabolizing enzymes were horizontally acquired from bacteria, indicating that horizontal gene transfer is an ongoing process in Blastocystis that has contributed to host-related adaptation. Together, these results highlight substantial genetic and metabolic diversity within the Blastocystis genus, indicating different lineages of Blastocystis have varied ecological roles in the host gut.

人类肠道中最常见的真核微生物是囊虫,一种专性共生原生生物,在许多其他脊椎动物中也很常见。囊虫起源于自由生活的叠层虫祖先;目前尚不清楚它是如何适应在人类和各种宿主体内茁壮成长的。在这里,我们培养了6个囊胚菌株,跨越了属的多样性,并产生了高度连续的、带注释的基因组,具有长读DNA-seq、Hi-C和RNA-seq。这些菌株与蜥蜴肠道共生体乳酸原胞菌(Proteromonas lacertae)和自由生活的海洋鞭毛虫自助鞭毛虫科(自助鞭毛虫科burkhardae)这两种密切相关的不同生活方式的层纲动物的比较基因组学揭示了Blastocystis属的进化历史。我们发现囊胚菌株之间存在大量的基因含量差异。从食草陆龟中分离出的囊虫含有许多植物碳水化合物代谢酶,其中一些是水平获得的,可能反映了宿主肠道内的发酵。相比之下,人类分离的囊胚获得了许多热休克蛋白,我们发现了许多宿主界面基因的亚型特异性扩增,包括细胞粘附和细胞表面聚糖基因。此外,我们观察到人类分离的囊胚在基因结构上发生了实质性的变化,包括内含子和基因间区域的缩短,以及缺乏典型终止密码子的基因。最后,我们的数据表明,囊虫的共同祖先几乎失去了所有用于异源鞭毛形态的祖先基因,包括纤毛蛋白、微管运动蛋白和离子通道蛋白。总之,这些发现强调了囊虫属中巨大的功能变异性,并为这些谱系在不同脊椎动物的肠道微生物群中经历的适应性提供了候选基因。
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引用次数: 0
A Narrow Range of Transcript-error Rates Across the Tree of Life. 生命之树转录错误率的狭窄范围
Pub Date : 2025-01-14 DOI: 10.1101/2023.05.02.538944
Weiyi Li, Stephan Baehr, Michelle Marasco, Lauren Reyes, Danielle Brister, Craig S Pikaard, Jean-Francois Gout, Marc Vermulst, Michael Lynch

The expression of genomically-encoded information is not error-free. Transcript-error rates are dramatically higher than DNA-level mutation rates, and despite their transient nature, the steady-state load of such errors must impose some burden on cellular performance. However, a broad perspective on the degree to which transcript-error rates are constrained by natural selection and diverge among lineages remains to be developed. Here, we present a genome-wide analysis of transcript-error rates across the Tree of Life using a modified rolling-circle sequencing method, revealing that the range in error rates is remarkably narrow across diverse species. Transcript errors tend to be randomly distributed, with little evidence supporting local control of error rates associated with gene-expression levels. A majority of transcript errors result in missense errors if translated, and as with a fraction of nonsense transcript errors, these are underrepresented relative to random expectations, suggesting the existence of mechanisms for purging some such errors. To quantitatively understand how natural selection and random genetic drift might shape transcript-error rates across species, we present a model based on cell biology and population genetics, incorporating information on cell volume, proteome size, average degree of exposure of individual errors, and effective population size. However, while this model provides a framework for understanding the evolution of this highly conserved trait, as currently structured it explains only 20% of the variation in the data, suggesting a need for further theoretical work in this area.

在基因组中编码的信息表达并非没有错误。转录错误率大大高于dna水平的突变率,尽管它们是短暂的,但这种错误的稳态负荷对细胞性能造成了负担。然而,转录错误率在多大程度上受到自然选择的限制以及在谱系之间的分化仍有待进一步研究。在这里,我们对整个生命之树的转录错误率进行了全基因组分析,表明这些错误的影响很可能至少是部分显性的,并且可能是协同的,因此具有更多转录本的大细胞经历更大的错误负担。尽管与基因组突变率相比,转录错误率的系统发育变异范围要窄得多,但转录错误率的变化方式与先前作为基因组突变率进化的解释框架的漂障假说相一致。因此,自然选择能够降低转录错误率的程度是种群遗传和细胞环境(有效种群大小、细胞体积、蛋白质组大小和个体错误的平均适应度效应)的函数。转录错误率在高表达基因中适应性降低的观点在数据中找不到支持。
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引用次数: 0
Vectorized instructive signals in cortical dendrites during a brain-computer interface task. 脑机接口任务中皮质树突的矢量化指示信号。
Pub Date : 2025-01-13 DOI: 10.1101/2023.11.03.565534
Valerio Francioni, Vincent D Tang, Enrique H S Toloza, Norma J Brown, Mark T Harnett

Vectorization of teaching signals is a key element of virtually all modern machine learning algorithms, including backpropagation, target propagation and reinforcement learning. Vectorization allows a scalable and computationally efficient solution to the credit assignment problem by tailoring instructive signals to individual neurons. Recent theoretical models have suggested that neural circuits could implement single-phase vectorized learning at the cellular level by processing feedforward and feedback information streams in separate dendritic compartments1-5. This presents a compelling, but untested, hypothesis for how cortical circuits could solve credit assignment in the brain. We leveraged a neurofeedback brain-computer interface (BCI) task with an experimenter-defined reward function to test for vectorized instructive signals in dendrites. We trained mice to modulate the activity of two spatially intermingled populations (4 or 5 neurons each) of layer 5 pyramidal neurons in the retrosplenial cortex to rotate a visual grating towards a target orientation while we recorded GCaMP activity from somas and corresponding distal apical dendrites. We observed that the relative magnitudes of somatic versus dendritic signals could be predicted using the activity of the surrounding network and contained information about task-related variables that could serve as instructive signals, including reward and error. The signs of these putative teaching signals both depended on the causal role of individual neurons in the task and predicted changes in overall activity over the course of learning. Furthermore, targeted optogenetic perturbation of these signals disrupted learning. These results provide the first biological evidence of a vectorized instructive signal in the brain, implemented via semi-independent computation in cortical dendrites, unveiling a potential mechanism for solving credit assignment in the brain.

误差反向传播是人工神经网络中应用最广泛的学习算法,是现代机器学习和人工智能的主干1,2。反向传播提供了一种解决信用分配问题的方法,通过向量化为单个神经元定制的错误信号。最近的理论模型表明,神经回路可以通过在不同的树突隔室中半独立地处理前馈和反馈信息流来实现类似反向传播的学习。这提出了一个令人信服但未经检验的假设,即大脑皮层回路如何解决大脑中的信用分配问题。我们设计了一个具有实验者定义的奖励函数的神经反馈脑机接口(BCI)任务,以评估树突实现类似反向传播的学习的关键要求。我们训练小鼠调节脾后皮层第5层锥体神经元的两个空间混合群体(每个群体4或5个神经元)的活动,使视觉光栅向目标方向旋转,同时我们记录了体细胞和相应的远端根尖树突的GCaMP活动。我们观察到体细胞和树突信号的相对大小可以通过周围网络的活动来预测,并包含有关任务相关变量的信息,这些变量可以作为指导性信号,包括奖励和错误。这些假定的教学信号的信号既取决于单个神经元在任务中的因果作用,也预测了学习过程中整体活动的变化。这些结果为大脑中信用分配问题的反向传播式解决方案提供了第一个生物学证据。
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引用次数: 0
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