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Spike sorting for large, dense electrode arrays

Rossant, Cyrille; Kadir, Shabnam N; Goodman, Dan F M; Schulman, John; Hunter, Maximilian L D; Saleem, Aman B; Grosmark, Andres; Belluscio, Mariano; Denfield, George H; Ecker, Alexander S; Tolias, Andreas S; Solomon, Samuel; Buzsaki, Gyorgy; Carandini, Matteo; Harris, Kenneth D
Developments in microfabrication technology have enabled the production of neural electrode arrays with hundreds of closely spaced recording sites, and electrodes with thousands of sites are under development. These probes in principle allow the simultaneous recording of very large numbers of neurons. However, use of this technology requires the development of techniques for decoding the spike times of the recorded neurons from the raw data captured from the probes. Here we present a set of tools to solve this problem, implemented in a suite of practical, user-friendly, open-source software. We validate these methods on data from the cortex, hippocampus and thalamus of rat, mouse, macaque and marmoset, demonstrating error rates as low as 5%.
PMCID:4817237
PMID: 26974951
ISSN: 1546-1726
CID: 2031872

Gene Expression Profiling of Evening Fatigue in Women Undergoing Chemotherapy for Breast Cancer

Kober, Kord M; Dunn, Laura; Mastick, Judy; Cooper, Bruce; Langford, Dale; Melisko, Michelle; Venook, Alan; Chen, Lee-May; Wright, Fay; Hammer, Marilyn; Schmidt, Brian L; Levine, Jon; Miaskowski, Christine; Aouizerat, Bradley E
Moderate-to-severe fatigue occurs in up to 94% of oncology patients undergoing active treatment. Current interventions for fatigue are not efficacious. A major impediment to the development of effective treatments is a lack of understanding of the fundamental mechanisms underlying fatigue. In the current study, differences in phenotypic characteristics and gene expression profiles were evaluated in a sample of breast cancer patients undergoing chemotherapy (CTX) who reported low (n = 19) and high (n = 25) levels of evening fatigue. Compared to the low group, patients in the high evening fatigue group reported lower functional status scores, higher comorbidity scores, and fewer prior cancer treatments. One gene was identified as upregulated and 11 as downregulated in the high evening fatigue group. Gene set analysis found 24 downregulated and 94 simultaneously up- and downregulated pathways between the two fatigue groups. Transcript origin analysis found that differential expression (DE) originated primarily from monocytes and dendritic cell types. Query of public data sources found 18 gene expression experiments with similar DE profiles. Our analyses revealed that inflammation, neurotransmitter regulation, and energy metabolism are likely mechanisms associated with evening fatigue severity; that CTX may contribute to fatigue seen in oncology patients; and that the patterns of gene expression may be shared with other models of fatigue (e.g., physical exercise and pathogen-induced sickness behavior). These results suggest that the mechanisms that underlie fatigue in oncology patients are multifactorial.
PMCID:5575784
PMID: 26957308
ISSN: 1552-4175
CID: 2046642

PP2A methylation controls sensitivity and resistance to beta-amyloid-induced cognitive and electrophysiological impairments

Nicholls, Russell E; Sontag, Jean-Marie; Zhang, Hong; Staniszewski, Agnieszka; Yan, Shijun; Kim, Carla Y; Yim, Michael; Woodruff, Caitlin M; Arning, Erland; Wasek, Brandi; Yin, Deqi; Bottiglieri, Teodoro; Sontag, Estelle; Kandel, Eric R; Arancio, Ottavio
Elevated levels of the beta-amyloid peptide (Abeta) are thought to contribute to cognitive and behavioral impairments observed in Alzheimer's disease (AD). Protein phosphatase 2A (PP2A) participates in multiple molecular pathways implicated in AD, and its expression and activity are reduced in postmortem brains of AD patients. PP2A is regulated by protein methylation, and impaired PP2A methylation is thought to contribute to increased AD risk in hyperhomocysteinemic individuals. To examine further the link between PP2A and AD, we generated transgenic mice that overexpress the PP2A methylesterase, protein phosphatase methylesterase-1 (PME-1), or the PP2A methyltransferase, leucine carboxyl methyltransferase-1 (LCMT-1), and examined the sensitivity of these animals to behavioral and electrophysiological impairments caused by exogenous Abeta exposure. We found that PME-1 overexpression enhanced these impairments, whereas LCMT-1 overexpression protected against Abeta-induced impairments. Neither transgene affected Abeta production or the electrophysiological response to low concentrations of Abeta, suggesting that these manipulations selectively affect the pathological response to elevated Abeta levels. Together these data identify a molecular mechanism linking PP2A to the development of AD-related cognitive impairments that might be therapeutically exploited to target selectively the pathological effects caused by elevated Abeta levels in AD patients.
PMCID:4812727
PMID: 26951658
ISSN: 1091-6490
CID: 2046532

Nutrient Non-equivalence: Does Restricting High-Potassium Plant Foods Help to Prevent Hyperkalemia in Hemodialysis Patients?

St-Jules, David E; Goldfarb, David S; Sevick, Mary Ann
Hemodialysis patients are often advised to limit their intake of high-potassium foods to help manage hyperkalemia. However, the benefits of this practice are entirely theoretical and not supported by rigorous randomized controlled trials. The hypothesis that potassium restriction is useful is based on the assumption that different sources of dietary potassium are therapeutically equivalent. In fact, animal and plant sources of potassium may differ in their potential to contribute to hyperkalemia. In this commentary, we summarize the historical research basis for limiting high-potassium foods. Ultimately, we conclude that this approach is not evidence-based and may actually present harm to patients. However, given the uncertainty arising from the paucity of conclusive data, we agree that until the appropriate intervention studies are conducted, practitioners should continue to advise restriction of high-potassium foods.
PMCID:5986180
PMID: 26975777
ISSN: 1532-8503
CID: 2031902

A RANKL Wrinkle: Denosumab-Induced Hypocalcemia

Laskowski, Larissa K; Goldfarb, David S; Howland, Mary Ann; Kavcsak, Kelly; Lugassy, Danny M; Smith, Silas W
The human monoclonal antibody denosumab inhibits osteoclast-mediated bone resorption by binding to receptor activator of nuclear factor kappaB ligand (RANKL), which is upregulated by tumor cells. Denosumab is indicated to prevent skeletal-related events (SREs) from osteoporosis and metastatic bone disease. We report a case of denosumab-induced hypocalcemia to highlight potential toxicity and treatment considerations. A 66-year-old man with prostate cancer, small cell lung cancer, and bone metastases presented with fatigue, weakness, and muscle spasm. Sixteen days prior, he received cycle 6 of cisplatin and etoposide, leuprolide, and denosumab (120 mg subcutaneously). His examination demonstrated a slight resting tremor, normal strength, and negative Chvostek sign. Laboratory analysis revealed hemoglobin, 8.0 g/dL; total calcium, 5.2 mg/dL (pre-denosumab, 8.9 mg/dL); and magnesium, 0.7 mg/dL. He initially received two units packed red blood cells, intravenous calcium and magnesium, and vitamin D. During his hospitalization, he required multiple doses of intravenous and oral calcium, magnesium, and vitamin D. Despite ongoing oral supplementation, his post-discharge serum calcium fluctuated significantly, requiring close monitoring and frequent dose adjustments. Denosumab's unique antiresorptive properties yield fewer SREs. The trade-off is increased hypocalcemia risk, which may be severe and require aggressive, prolonged supplementation and monitoring.
PMCID:4996783
PMID: 26987988
ISSN: 1937-6995
CID: 2032092

Consensus Paper: Cerebellar Development

Leto, Ketty; Arancillo, Marife; Becker, Esther B E; Buffo, Annalisa; Chiang, Chin; Ding, Baojin; Dobyns, William B; Dusart, Isabelle; Haldipur, Parthiv; Hatten, Mary E; Hoshino, Mikio; Joyner, Alexandra L; Kano, Masanobu; Kilpatrick, Daniel L; Koibuchi, Noriyuki; Marino, Silvia; Martinez, Salvador; Millen, Kathleen J; Millner, Thomas O; Miyata, Takaki; Parmigiani, Elena; Schilling, Karl; Sekerkova, Gabriella; Sillitoe, Roy V; Sotelo, Constantino; Uesaka, Naofumi; Wefers, Annika; Wingate, Richard J T; Hawkes, Richard
The development of the mammalian cerebellum is orchestrated by both cell-autonomous programs and inductive environmental influences. Here, we describe the main processes of cerebellar ontogenesis, highlighting the neurogenic strategies used by developing progenitors, the genetic programs involved in cell fate specification, the progressive changes of structural organization, and some of the better-known abnormalities associated with developmental disorders of the cerebellum.
PMCID:4846577
PMID: 26439486
ISSN: 1473-4230
CID: 2038182

A low-cost, multiplexed muECoG system for high-density recordings in freely moving rodents

Insanally, Michele; Trumpis, Michael; Wang, Charles; Chiang, Chia-Han; Woods, Virginia; Palopoli-Trojani, Kay; Bossi, Silvia; Froemke, Robert C; Viventi, Jonathan
OBJECTIVE: Micro-electrocorticography (muECoG) offers a minimally invasive neural interface with high spatial resolution over large areas of cortex. However, electrode arrays with many contacts that are individually wired to external recording systems are cumbersome and make recordings in freely behaving rodents challenging. We report a novel high-density 60-electrode system for muECoG recording in freely moving rats. APPROACH: Multiplexed headstages overcome the problem of wiring complexity by combining signals from many electrodes to a smaller number of connections. We have developed a low-cost, multiplexed recording system with 60 contacts at 406 mum spacing. We characterized the quality of the electrode signals using multiple metrics that tracked spatial variation, evoked-response detectability, and decoding value. Performance of the system was validated both in anesthetized animals and freely moving awake animals. MAIN RESULTS: We recorded muECoG signals over the primary auditory cortex, measuring responses to acoustic stimuli across all channels. Single-trial responses had high signal-to-noise ratios (SNR) (up to 25 dB under anesthesia), and were used to rapidly measure network topography within approximately 10 s by constructing all single-channel receptive fields in parallel. We characterized evoked potential amplitudes and spatial correlations across the array in the anesthetized and awake animals. Recording quality in awake animals was stable for at least 30 days. Finally, we used these responses to accurately decode auditory stimuli on single trials. SIGNIFICANCE: This study introduces (1) a muECoG recording system based on practical hardware design and (2) a rigorous analytical method for characterizing the signal characteristics of muECoG electrode arrays. This methodology can be applied to evaluate the fidelity and lifetime of any muECoG electrode array. Our muECoG-based recording system is accessible and will be useful for studies of perception and decision-making in rodents, particularly over the entire time course of behavioral training and learning.
PMCID:4894303
PMID: 26975462
ISSN: 1741-2552
CID: 2031892

Fiber ball imaging

Jensen, Jens H; Russell Glenn, G; Helpern, Joseph A
By modeling axons as thin cylinders, it is shown that the inverse Funk transform of the diffusion MRI (dMRI) signal intensity obtained on a spherical shell in q-space gives an estimate for a fiber orientation density function (fODF), where the accuracy improves with increasing b-value provided the signal-to-noise ratio is sufficient. The method is similar to q-ball imaging, except that the Funk transform of q-ball imaging is replaced by its inverse. We call this new approach fiber ball imaging. The fiber ball method is demonstrated for healthy human brain, and fODF estimates are compared to diffusion orientation distribution function (dODF) approximations obtained with q-ball imaging. The fODFs are seen to have sharper features than the dODFs, reflecting an enhancement of the higher degree angular frequencies. The inverse Funk transform of the dMRI signal intensity data provides a simple and direct method of estimating a fODF. In addition, fiber ball imaging leads to an estimate for the ratio of the fraction of MRI visible water confined to the intra-axonal space divided by the square root of the intra-axonal diffusivity. This technique may be useful for white matter fiber tractography, as well as other types of microstructural modeling of brain tissue.
PMCID:4651772
PMID: 26432187
ISSN: 1095-9572
CID: 2038062

Time Course and Size of Blood-Brain Barrier Opening in a Mouse Model of Blast-Induced Traumatic Brain Injury

Hue, Christopher D; Cho, Frances S; Cao, Siqi; Nicholls, Russell E; Vogel Iii, Edward W; Sibindi, Cosmas; Arancio, Ottavio; Dale Bass, Cameron R; Meaney, David F; Morrison Iii, Barclay
An increasing number of studies have reported blood-brain barrier (BBB) dysfunction after blast-induced traumatic brain injury (bTBI). Despite this evidence, there is limited quantitative understanding of the extent of BBB opening and the time course of damage after blast injury. In addition, many studies do not report kinematic parameters of head motion, making it difficult to separate contributions of primary and tertiary blast-loading. Detailed characterization of blast-induced BBB damage may hold important implications for serum constituents that may potentially cross the compromised barrier and contribute to neurotoxicity, neuroinflammation, and persistent neurologic deficits. Using an in vivo bTBI model, systemic administration of sodium fluorescein (NaFl; 376 Da), Evans blue (EB; 69 kDa when bound to serum albumin), and dextrans (3-500 kDa) was used to estimate the pore size of BBB opening and the time required for recovery. Exposure to blast with 272 +/- 6 kPa peak overpressure, 0.69 +/- 0.01 ms duration, and 65 +/- 1 kPa*ms impulse resulted in significant acute extravasation of NaFl, 3 kDa dextran, and EB. However, there was no significant acute extravasation of 70 kDa or 500 kDa dextrans, and minimal to no extravasation of NaFl, dextrans, or EB 1 day after exposure. This study presents a detailed analysis of the time course and pore size of BBB opening after bTBI, supported by a characterization of kinematic parameters associated with blast-induced head motion.
PMID: 26414212
ISSN: 1557-9042
CID: 2037772

Genetic upregulation of BK channel activity normalizes multiple synaptic and circuit defects in a mouse model of fragile X syndrome

Deng, Pan-Yue; Klyachko, Vitaly A
KEY POINTS: Single-channel recordings in CA3 pyramidal neurons revealed that large-conductance calcium-activated K(+) (BK) channel open probability was reduced by loss of fragile X mental retardation protein (FMRP) and that FMRP acts on BK channels by modulating the channel's gating kinetics. Fmr1/BKbeta4 double knockout mice were generated to genetically upregulate BK channel activity in the absence of FMRP. Deletion of the BKbeta4 subunit alleviated reduced BK channel open probability via increasing BK channel open frequency, but not through prolonging its open duration. Genetic upregulation of BK channel activity via deletion of BKbeta4 normalized action potential duration, excessive glutamate release and short-term synaptic plasticity during naturalistic stimulus trains in excitatory hippocampal neurons in the absence of FMRP. Genetic upregulation of BK channel activity via deletion of BKbeta4 was sufficient to normalize excessive epileptiform activity in an in vitro model of seizure activity in the hippocampal circuit in the absence of FMRP. ABSTRACT: Loss of fragile X mental retardation protein (FMRP) causes fragile X syndrome (FXS), yet the mechanisms underlying the pathophysiology of FXS are incompletely understood. Recent studies identified important new functions of FMRP in regulating neural excitability and synaptic transmission via both translation-dependent mechanisms and direct interactions of FMRP with a number of ion channels in the axons and presynaptic terminals. Among these presynaptic FMRP functions, FMRP interaction with large-conductance calcium-activated K(+) (BK) channels, specifically their auxiliary beta4 subunit, regulates action potential waveform and glutamate release in hippocampal and cortical pyramidal neurons. Given the multitude of ion channels and mechanisms that mediate presynaptic FMRP actions, it remains unclear, however, to what extent FMRP-BK channel interactions contribute to synaptic and circuit defects in FXS. To examine this question, we generated Fmr1/beta4 double knockout (dKO) mice to genetically upregulate BK channel activity in the absence of FMRP and determine its ability to normalize multilevel defects caused by FMRP loss. Single-channel analyses revealed that FMRP loss reduced BK channel open probability, and this defect was compensated in dKO mice. Furthermore, dKO mice exhibited normalized action potential duration, glutamate release and short-term dynamics during naturalistic stimulus trains in hippocampal pyramidal neurons. BK channel upregulation was also sufficient to correct excessive seizure susceptibility in an in vitro model of seizure activity in hippocampal slices. Our studies thus suggest that upregulation of BK channel activity normalizes multi-level deficits caused by FMRP loss.
PMCID:4704506
PMID: 26427907
ISSN: 1469-7793
CID: 2037962