A correlation-matrix-based hierarchical clustering method for functional connectivity analysis.

Abstract:

:In this study, a correlation matrix based hierarchical clustering (CMBHC) method is introduced to extract multiple correlation patterns from resting-state functional magnetic resonance imaging (fMRI) data. It was applied to spontaneous fMRI signals acquired from anesthetized rats, and the results were then compared with those obtained using independent component analysis (ICA), one of the most popular multivariate analysis method for analyzing spontaneous fMRI signals. It was demonstrated that the CMBHC has a higher sensitivity than the ICA, particularly on a single run data, for identifying correlation structures with relatively weak connections, for instance, the thalamocortical connections. Compared to the seed-based correlation analysis, the CMBHC does not require a priori information and thus can avoid potential biases caused by seed selection, and multiple patterns can be extracted at one time. In contrast to other multivariate methods, the CMBHC is based on spatiotemporal correlations of fMRI signals and its analysis outcomes are easy to interpret as the strength of functional connectivity. Moreover, its sensitivity of detecting patterns remains relatively high even for a single dataset. In conclusion, the CMBHC method could be a useful tool for investigating resting-state brain connectivity and function.

journal_name

J Neurosci Methods

authors

Liu X,Zhu XH,Qiu P,Chen W

doi

10.1016/j.jneumeth.2012.08.016

subject

Has Abstract

pub_date

2012-10-15 00:00:00

pages

94-102

issue

1

eissn

0165-0270

issn

1872-678X

pii

S0165-0270(12)00327-5

journal_volume

211

pub_type

杂志文章
  • High throughput quantification of mutant huntingtin aggregates.

    abstract::Mutant protein aggregates are an important biomarker in Huntington's and other neurodegenerative diseases however their quantification has typically relied on manual imaging and counting, or cell-free assays, which do not allow for concurrent analysis of cell viability. Here we describe four automated high throughput ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2008.02.007

    authors: Scotter EL,Narayan P,Glass M,Dragunow M

    更新日期:2008-06-15 00:00:00

  • Effects of microwave pretreatment on immunocytochemical staining of vibratome sections and tissue blocks of human cerebral cortex stored in formaldehyde fixative for long periods.

    abstract::The effects of the microwave antigen-retrieval method were investigated for five antibodies commonly used in neurosciences, i.e., Parvalbumin, Calbindin D28-K, MAP-2, MAP-5 and SMI-32. Immunocytochemical stainings were performed on free-floating vibratome sections of tissue which had been stored in fixative for as lon...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(94)90208-9

    authors: Evers P,Uylings HB

    更新日期:1994-12-01 00:00:00

  • ADHD-like hyperactivity, with no attention deficit, in adult rats after repeated hypoxia during the equivalent of extreme prematurity.

    abstract::The most common behavioural disorder seen in children and adolescents born extremely prematurely is attention deficit hyperactivity disorder (ADHD). The hyperactive/impulsive sub-type of ADHD or the inattentive sub-type or the hyperactive/impulsive/inattentive sub-type can be evident. These sub-types of ADHD can persi...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2007.01.010

    authors: Oorschot DE,Voss L,Covey MV,Bilkey DK,Saunders SE

    更新日期:2007-11-30 00:00:00

  • Correction for the influence of background muscle activity on stretch reflex amplitudes.

    abstract::Background muscle activity (BGR) exerts a strong influence on stretch reflex amplitudes. While it is considered important to correct for this influence, which method best able to eliminate the effects of BGR remains unknown. We have therefore compared one previously described and one novel correction method which resp...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(93)90152-h

    authors: Bloem BR,van Dijk JG,Beckley DJ,Zwinderman AH,Remler MP,Roos RA

    更新日期:1993-02-01 00:00:00

  • Accurate quantitative RT-PCR for relative expression of Slo splice variants.

    abstract::Much interest has been shown in the use of multi-template reverse transcription-polymerase chain reaction (RT-PCR) as a quantitative instrument for low-abundance mRNAs. A desire to achieve finely-graded quantification of the stress- and hormone-related regulation of one splicing decision in an ion channel gene motivat...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/s0165-0270(02)00015-8

    authors: Mahmoud SF,Bezzerides AL,Riba R,Lai GJ,Lovell PV,Hara Y,McCobb DP

    更新日期:2002-04-15 00:00:00

  • Narrowband multivariate source separation for semi-blind discovery of experiment contrasts.

    abstract:BACKGROUND:Electrophysiological recordings contain mixtures of signals from distinct neural sources, impeding a straightforward interpretation of the sensor-level data. This mixing is particularly detrimental when distinct sources resonate in overlapping frequencies. Fortunately, the mixing is linear and instantaneous....

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2020.109063

    authors: Zuure MB,Cohen MX

    更新日期:2020-12-25 00:00:00

  • Non-contact eye-tracking on cats.

    abstract::The objective of visual systems neuroscience has shifted over the past few years from determining the receptive fields of cells towards the understanding of higher level cognition in awake animals viewing natural stimuli. In experiments with awake animals it is important to control the relevant aspects of behavior. Mo...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/s0165-0270(01)00423-x

    authors: Körding KP,Kayser C,Betsch BY,König P

    更新日期:2001-09-30 00:00:00

  • Revealing cell assemblies at multiple levels of granularity.

    abstract:BACKGROUND:Current neuronal monitoring techniques, such as calcium imaging and multi-electrode arrays, enable recordings of spiking activity from hundreds of neurons simultaneously. Of primary importance in systems neuroscience is the identification of cell assemblies: groups of neurons that cooperate in some form with...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2014.08.011

    authors: Billeh YN,Schaub MT,Anastassiou CA,Barahona M,Koch C

    更新日期:2014-10-30 00:00:00

  • Analysis of thick brain sections by obverse-reverse computer microscopy: application of a new, high clarity Golgi-Nissl stain.

    abstract::Exceptionally clear Golgi-Nissl sections of 300 micron thickness have been morphometrically studied by light microscopy using oil immersion objectives. The clarity results from a new variation of a staining procedure that combines Golgi and Nissl images in one section. A viewing technique has been developed that permi...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(81)90045-5

    authors: Glaser EM,Van der Loos H

    更新日期:1981-08-01 00:00:00

  • Recovering Wood and McCarthy's ERP-prototypes by means of ERP-specific procrustes-rotation.

    abstract:BACKGROUND:The misallocation of treatment-variance on the wrong component has been discussed in the context of temporal principal component analysis of event-related potentials. There is, until now, no rotation-method that can perfectly recover Wood and McCarthy's prototypes without making use of additional information...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2017.11.011

    authors: Beauducel A

    更新日期:2018-02-01 00:00:00

  • Cellular composition of human glial cultures from adult biopsy brain tissue.

    abstract::Microglia and astrocytes play vital roles in normal human brain function and in neurological disorders. To study their physiological and pathological roles it is desirable to establish in vitro systems that are derived from the adult human brain. Although several groups have successfully cultured cells from the human ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2007.07.005

    authors: Gibbons HM,Hughes SM,Van Roon-Mom W,Greenwood JM,Narayan PJ,Teoh HH,Bergin PM,Mee EW,Wood PC,Faull RL,Dragunow M

    更新日期:2007-10-15 00:00:00

  • Purification of peptides derived from proenkephalin A on Bio-Rex 70.

    abstract::The weakly acidic, cation-exchange resin Bio-Rex 70 was used at a low pH for chromatography of enkephalins and other peptides containing enkephalin sequences. Recoveries of various peptide standards and peptides in adrenal chromaffin cell extracts were greater than 85%. Catecholamines and other substances such as dens...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(85)90052-4

    authors: Wilson SP

    更新日期:1985-10-01 00:00:00

  • A culture model for neurite regeneration of human spinal cord neurons.

    abstract::Effective therapeutic interventions for injuries of the central nervous system such as spinal cord injury are still unavailable, having a great impact on the quality of life of victims and their families, as well as high costs in medical care. Animal models of spinal cord injury are costly, time-consuming and labor-in...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2011.08.024

    authors: Koechling T,Khalique H,Sundström E,Ávila J,Lim F

    更新日期:2011-10-15 00:00:00

  • A two-channel action-potential generator for testing neurophysiologic data acquisition/analysis systems.

    abstract::A 2-channel action-potential generator system was designed for use in testing neurophysiologic data acquisition/analysis systems. The system consists of a personal computer controlling an external hardware unit. This system is capable of generating 2 channels of simulated action potential (AP) waveshapes. The AP wavef...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(94)00002-x

    authors: Lisiecki RS,Voigt HF

    更新日期:1995-08-01 00:00:00

  • Fluorimetric determination of electrically evoked increase in intracellular calcium in cultured cerebellar granule cells.

    abstract::A technique is described to measure the electrically evoked increase in intracellular calcium in cerebellar granule cells cultured on glass coverslips and preloaded with FURA-2. To minimize light scattering, the coverslip containing the granules was placed in the fluorimeter cuvette at a 30 degrees angle to the exciti...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(94)90020-5

    authors: Beani L,Tomasini C,Govoni BM,Bianchi C

    更新日期:1994-01-01 00:00:00

  • An improved method for protecting and fixing the lumbar catheters placed in the spinal subarachnoid space of rats.

    abstract::The chronic intrathecal catheterization of the subarachnoid space in the rat is a very useful model in the research of neuroscience, anesthesiology, neurotoxicity, and etc. To avoid high postoperative mortality and neurological impairment, the catheterization from the lumbar interspace has been widely used in recent y...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2009.06.020

    authors: Xu F,Li T,Zhang B

    更新日期:2009-10-15 00:00:00

  • Laminin immunohistochemistry: a simple method to visualize and quantitate vascular structures in the mammalian brain.

    abstract::Immunohistochemistry using antiserum against the basement membrane glycoprotein laminin, was shown to be an excellent marker for brain blood vessels. Throughout the brain of mice, rats, guinea pigs, monkeys and humans, the basement membrane of the vascular structures were strongly laminin-positive. The neuropil itself...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(86)90128-7

    authors: Eriksdotter-Nilsson M,Björklund H,Olson L

    更新日期:1986-09-01 00:00:00

  • Automatic classification methods for detecting drowsiness using wavelet packet transform extracted time-domain features from single-channel EEG signal.

    abstract:BACKGROUND:Detecting human drowsiness during some critical works like vehicle driving, crane operating, mining blasting, etc. is one of the safeguards to prevent accidents. Among several drowsiness detection (DD) methods, a combination of neuroscience and computer science knowledge has a better ability to differentiate...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2020.108927

    authors: B VP,Chinara S

    更新日期:2021-01-01 00:00:00

  • Spike sorting based on discrete wavelet transform coefficients.

    abstract::Using the novel mathematical technique known as wavelet analysis, a new method (WSC) is presented to sort spikes according to a decomposition of neural signals in the time-frequency space. The WSC method is implemented by a pyramidal algorithm that acts upon neural signals as a bank of quadrature mirror filters. This ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/s0165-0270(00)00250-8

    authors: Letelier JC,Weber PP

    更新日期:2000-09-15 00:00:00

  • A reliable method for culture of dissociated mouse cerebellar cells enriched for Purkinje neurons.

    abstract::The cerebellar Purkinje neuron (PN) serves as an important model in studies of neuronal development in the mammalian central nervous system. Dissociated PN preparations maintained in an in-vitro environment with simplified cellular and biochemical conditions can facilitate molecular analyses of neuronal development. H...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/s0165-0270(00)00323-x

    authors: Tabata T,Sawada S,Araki K,Bono Y,Furuya S,Kano M

    更新日期:2000-12-15 00:00:00

  • A modified and highly sensitive Golgi-Cox method to enable complete and stable impregnation of embryonic neurons.

    abstract::The FD Rapid GolgiStain Kit (FD NeuroTechnologies, Inc., Ellicott City, MD) was developed using an improved Golgi-Cox impregnation method to provide stable, sensitive, and convenient staining of mature neurons. However, embryonic neurons cannot be clearly visualized using this method. We have further improved the Golg...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2012.06.007

    authors: Koyama Y,Tohyama M

    更新日期:2012-07-30 00:00:00

  • An improved HRP method for tracing axons in whole-mount preparations during early stages of regeneration in peripheral nerves of adult animals.

    abstract::An improved method using HRP for visualizing axons in whole-mount preparations is described. Application of this method to preparations of regenerating frog peripheral nerves maintained in organ culture was used to show that regeneration following nerve crush begins after about 3 days. ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(92)90110-y

    authors: Tonge D,Edbladh M,Edström A,Kanje M

    更新日期:1992-08-01 00:00:00

  • Antagonism of haloperidol-induced swim impairment in L-dopa and caffeine treated mice: a pre-clinical model to study Parkinson's disease.

    abstract::Parkinson's disease (PD) exhibits symptoms of motor dysfunction such as tremor, akinesia and rigidity. Agents that selectively disrupt or destroy catecholaminergic systems, such as reserpine, methamphetamine, 6-hydroxydopamine and 1-methyl-4-phenyl-1,2,5,6-tetrahydropyridine, have been used to develop PD models and to...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2008.12.019

    authors: Luthra PM,Barodia SK,Raghubir R

    更新日期:2009-04-15 00:00:00

  • Compensation of physiological motion enables high-yield whole-cell recording in vivo.

    abstract:BACKGROUND:Whole-cell patch-clamp recording in vivo is the gold-standard method for measuring subthreshold electrophysiology from single cells during behavioural tasks, sensory stimulations, and optogenetic manipulation. However, these recordings require a tight, gigaohm resistance, seal between a glass pipette electro...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2020.109008

    authors: Stoy WM,Yang B,Kight A,Wright NC,Borden PY,Stanley GB,Forest CR

    更新日期:2021-01-15 00:00:00

  • Numerical simulation of nonlinear feedback model of saccade generation circuit implemented in the LabView graphical programming language.

    abstract::The object-oriented graphical programming language LabView was used to implement the numerical solution to a computational model of saccade generation in primates. The computational model simulates the activity and connectivity of anatomical strictures known to be involved in saccadic eye movements. The LabView progra...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/s0165-0270(98)00171-x

    authors: Jackson ME,Gnadt JW

    更新日期:1999-03-01 00:00:00

  • Extracting burst and tonic components from surface electromyograms in dystonia using adaptive wavelet shrinkage.

    abstract::The compound surface electromyograms (EMGs) recorded from patients with dystonia commonly contains superimposed bursting and tonic activity representing various motor symptoms. It is desirable to differentially extract them from the compound EMGs so that different symptoms can be more specifically investigated and dif...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2004.04.024

    authors: Wang SY,Liu X,Yianni J,Aziz TZ,Stein JF

    更新日期:2004-10-30 00:00:00

  • A simplified method for the measurement of caffeine in plasma and brain: evidence for a cortical-subcortical caffeine concentration differential in brain.

    abstract::We describe a much simplified high-performance liquid chromatography (HPLC) method for the measurement of caffeine in plasma and brain. A particularly attractive feature of this method is that a simple methanol/water (60:40) mobile phase can be used both for plasma and brain samples. In addition, the method is compati...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(94)90139-2

    authors: Carey RJ,DePalma G

    更新日期:1994-07-01 00:00:00

  • Cleaning MEG artifacts using external cues.

    abstract::Using EEG, ECoG, MEG, and microelectrodes to record brain activity is prone to multiple artifacts. The main power line (mains line), video equipment, mechanical vibrations and activities outside the brain are the most common sources of artifacts. MEG amplitudes are low, and even small artifacts distort recordings. In ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2013.04.002

    authors: Tal I,Abeles M

    更新日期:2013-07-15 00:00:00

  • The overall rod performance test in the MPTP-treated-mouse model of Parkinsonism.

    abstract::We investigated the usefulness of the Overall Rotarod Performance (ORP) test for evaluating overall locomotory ability in the 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP)-injected-mouse model of Parkinson's disease (PD). For this procedure, the mice are pretrained on the rotarod and then tested at a series of i...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/s0165-0270(98)00078-8

    authors: Rozas G,López-Martín E,Guerra MJ,Labandeira-García JL

    更新日期:1998-09-01 00:00:00

  • Complexity in differentiating the expression of truncated or matured forms of MMP-2 and MMP-9 through zymography in rat brain tissues after acute ischaemic stroke.

    abstract::Matrix metalloproteinases (MMPs) play an important role in the pathogenesis of ischaemic stroke. In particular, the mature forms of MMPs 2 and 9 have similar sizes and share gelatine as a common substrate. Both MMPs are upregulated in ischaemic stroke and play detrimental roles during stroke pathogenesis. Throughout t...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2013.03.007

    authors: Alam M,Shuaib A

    更新日期:2013-05-30 00:00:00