Literature DB >> 31285793

Transcranial direct current stimulation (tDCS) in elderly with mild cognitive impairment: A pilot study.

Marcos Alvinair Gomes1, Henrique Teruo Akiba1, July Silveira Gomes1, Alisson Paulino Trevizol2, Acioly Luiz Tavares de Lacerda1, Álvaro Machado Dias1.   

Abstract

Transcranial direct current stimulation (tDCS) is a non-invasive, painless and easy-to use-technology. It can be used in depression, schizophrenia and other neurological disorders. There are no studies about longer usage protocols regarding the ideal duration and weekly frequency of tDCS.
OBJECTIVE: to study the use of tDCS twice a week for longer periods to improve memory in elderly with MCI.
METHODS: a randomized double-blind controlled trial of anodal tDCS on cognition of 58 elderly aged over 60 years was conducted. A current of 2.0 mA was applied for 30 minutes for 10 sessions, twice a week. The anode was placed over the left dorsolateral prefrontal cortex (LDLFC). Subjects were evaluated before and after 10 sessions by the following tests: CAMCOG, Mini-Mental State Examination (MMSE), Trail Making, Semantic Verbal Fluency (Animals), Boston naming, Clock Drawing Test, Word list memory (WLMT), Direct and Indirect Digit Order (WAIS-III and WMS-III) and N-back.
RESULTS: After 10 sessions of tDCS, significant group-time interactions were found for the CAMCOG - executive functioning (χ2 = 3.961, p = 0.047), CAMCOG - verbal fluency (χ2 = 3.869, p = 0.049), CAMCOG - Memory recall (χ2 = 9.749, p = 0.004), and WMLT - recall (χ2 = 7.254, p = 0.007). A decline in performance on the CAMCOG - constructional praxis (χ2 = 4.371, p = 0.037) was found in the tDCS group after intervention. No significant differences were observed between the tDCS and Sham groups for any other tasks.
CONCLUSION: tDCS at 2 mA for 30 min twice a week over 5 consecutive weeks proved superior to placebo (Sham) for improving memory recall, verbal fluency and executive functioning in elderly with MCI.

Entities:  

Keywords:  elderly; memory improvement; mild cognitive impairment; tDCS

Year:  2019        PMID: 31285793      PMCID: PMC6601303          DOI: 10.1590/1980-57642018dn13-020007

Source DB:  PubMed          Journal:  Dement Neuropsychol        ISSN: 1980-5764


Transcranial Direct Current Stimulation (tDCS) is associated with cognitive improvements in healthy individuals,1 , 2 modulating cortical excitability through synaptic long-term potentiation/depression rate.3 The most important objective of tDCS is to modulate neuronal activity of some specific brain areas in a polarity-dependent pathway.4 During stimulation, current flows into the brain between the electrodes, modulating the brain such that the region beneath the anode undergoes depolarization resulting in excitation, while the area beneath the cathode undergoes hyperpolarization and inhibition.5 Although many authors have studied the effects of tDCS for mental disorders,6 there is no clear consensus on applying this technique in dementia-related disorders.7 Mild Cognitive Impairment (MCI) may represent a prodromal stage of Alzheimer’s dementia.8 Many studies have suggested a progression rate of MCI to dementia averaging around 10% to 15% per year, particularly in amnestic MCI, where executive cognition disabilities are prevalent.9 In the complex physiopathology of MCI, many authors describe a dorsolateral prefrontal cortex (DLPFC) dysfunction. They suggest that there is altered DLPFC functional connectivity with various cortical and subcortical regions during the resting state.10 DLPFC function is very important for maintaining executive memory cognition and working memory. DLPFC dysfunction affects incoming sensory information, language comprehension, reasoning and learning. Neurophysiological and neuroimaging studies have shown altered DLPFC functioning as one of the possible neural bases responsible for the cognitive deficits, such as poor episodic memory retrieval and executive function, noted in MCI patients.11 Anode placement over the left DLPFC and cathode over the right supraorbital region is the most common tDCS protocol for improving working memory. There is a lack of effective treatments to prevent progression to dementia. Only a few studies have examined the efficacy of neuromodulation strategies for treatment of deficits associated to MCI or dementia. A single session of 1mA anodal tDCS improved word-retrieval of a group of 18 MCI patients in a study with a crossover design.12 Moreover, four sessions of 2mA anodal tDCS were also associated with cognitive improvement in mild vascular dementia.13 However, there are no studies about the effects of a longer protocol which might be suitable for current clinical practice, in terms of duration and weekly frequency.

METHODS

Participants

Figure 1 shows the general study design. Sixty individuals aged over 60 years with MCI were recruited, of which 58 (20 males and 38 females) completed the study. Participants were assigned in order of spontaneous arrival at a medical clinic by a geriatric specialist, until a total of 60 participants was reached. The participants were then randomized into an active or sham group. The trial started after 60 individuals had been recruited, in order to achieve a 95% confidence interval with 12.75% confidence interval. Clinical diagnosis was based on the Mayo Clinic Criteria.14 Two individuals, one from each group, dropped out due to medical conditions unrelated to the study. Patients with unstable medical conditions, dementia and axis I psychiatric disorders, as well as subjects on psychotropic or anticholinergic drugs, were not included in the study.
Figure 1

General study design.

Ethics

The present study was approved by the UNIFESP ethics committee under number CAAE: 54213115.7.0000.5505. The study was not registered on clinical trials.

Materials

Stimulation was delivered by a specialized device (brand Ibramed, model STRIAT GMES) with 25cm2 square rubber electrodes in a saline-soaked sponge. TDCS stimulation was administered by a trained biomedic, with no contact with the other evaluators. The instruments below were used for neuropsychological assessment. The Cambridge Cognitive Examination (CAMCOG) is a battery of psychological tests for cognitive assessment, comprised of several subscales to evaluate the following domains: orientation, language, memory, attention, praxis, perception, calculation and abstract thinking.15 The Mini-Mental State Examination test (MMSE) is a cognitive screening instrument assessing six dimensions: orientation, memory, attention, calculus, language and praxis.16 The Trail Making Test, comprising two versions, is a test which evaluates visual attention and task switching.17 The Semantic Verbal Fluency test (Animal word version) (SVF) evaluates verbal fluency by asking the individual to name as many different animals they can in one minute.18 The Boston naming test assesses verbal memory by presenting pictures of everyday objects and asking the subject to name them.19 The Clock Drawing Test entails a task where the individual is asked to draw a clock, used to assess visuospatial and praxis abilities.20 The Word List Memory Test (WLMT) comprises three phases, in which the individual is presented 10 words and has to recall them after 90 seconds and after 15 minutes from among 10 other distractors.21 The Digital Symbol-Coding test is a subtest from the Wechsler Adult Intelligence Scale which assesses processing speed, associative memory and graphomotor speed. The Forward and Backward Digit Span test is a subtest from the Wechsler Memory Scale which assesses verbal working memory and attention.22 The N-back test comprises a computer-test in which the individual is presented a sequence of stimuli, displayed one by one, and performs the task of matching the current stimulus with another presented n steps earlier in the sequence. We also applied the Hamilton Depression Rating Scale (HAM-D). These neuropsychological tests were administered by a blinded trained neuropsychologist who had no contact with the other evaluators.

Procedures

We report the results of a randomized double-blind controlled trial of anodal tDCS assessing cognition. A current of 2.0 mA was applied for 30 minutes for 10 sessions, twice a week. The anode was placed over the left dorsolateral prefrontal cortex (LDLFC) and the cathode in the right supraorbital area. Sham stimulation involved the same set-up, but the current was turned off after a 30-second ramp. Figure 1 depicts the patient allocation and procedure protocol.

Statistical analysis

Group comparisons were performed using the Mann-Whitney test and Pearson’s Chi square test. Differences between groups involving neuropsychological measures at baseline and after intervention were assessed with generalized estimating equations (GEE) (Gamma distribution and first-order autoregressive correlation matrix). Post-hoc pairwise comparison was corrected for multiple comparisons using least significant difference.

RESULTS

Groups were matched for age (u(56) = 455; p = 0.591), gender (χ2(1) = 0.605; p = 0.581) and education level (χ2(2) = 4.971; p = 0.083). No significant differences were found in blood pressure, laboratory blood measures, cranial MRI aspects or HAM-D scores. Table 1 shows the clinical characteristics of the tDCS and Sham groups. Table 2 shows comparisons involving neuropsychological parameters between baseline and after 10 sessions of tDCS/Sham stimulation. After 10 sessions of tDCS, significant group-time interactions for the CAMCOG - executive functioning (χ2 = 3.961, p = 0.047), CAMCOG - verbal fluency (χ2 = 3.869, p = 0.049), CAMCOG Memory - recall (χ2 = 9.749, p = 0.004), and WMLT - recall (χ2 = 7.254, p = 0.007) were evident. A decline in performance for the CAMCOG - constructional praxis (χ2 = 4.371, p = 0.037) was found in the tDCS group after intervention. No significant effects involving the interaction between time and group were found for any other tasks. Figure 2 shows effects on neuropsychological parameters after tDCS × Sham interventions
Table 1

Summary of clinical characteristics and test results for group comparison.

 Active group (29)SHAM group (29)Sig.
Age in years (mean ± SD)73.0 ± 9.271.6 ± 7.90.38
Sex – no. of women (%)20 (69.0)22 (75.9)0.42
Systolic arterial pressure (mean ± SD)127.3 ± 9.4129.3 ± 7.70.35
Diastolic arterial pressure (mean ± SD)79.2 ± 5.780.4 ± 4.60.54
Hemoglobin (mean ± SD)13.0 ± 0.913.5 ± 0.70.35
Blood glucose (mean ± SD)91.6 ± 11.489.7 ± 8.90.60
TSH (mean ± SD)2.5 ± 2.15.0 ± 0.20.06
Sodium (mean ± SD)140.7 ± 2.6141.3 ± 2.70.44
Vitamin B12 (mean ± SD)461.6 ± 216.5527.3 ± 391.60.52
PCR (mean ± SD)5.4 ± 5.72.88 ± 3.20.45
Cholesterol (mean ± SD)190.4 ± 47.9180.9 ± 36.20.82
HDL-C (mean ± SD)55.8 ± 14.551.6 ± 3.50.15
Educational level..0.11
Middle school. n (%)4 (13.8)9 (31.1).
High school. n (%)6 (20.6)6 (20.6).
University. n (%)19 (65.5)14 (48.3).
Cranial MRI..0.08
RMC 0 n (%)1 (3.4)7 (24.1).
RMC 1 n (%)23 (79.3)19 (65.5).
RMC 2 n (%)5 (17.3)3 (10.4).
BDNF polymorphism..0.05
Genotype G/G20 (69)19 (65.5).
Genotype A/G9 (31)10 (34.5).
Table 2

Summary of cognitive test results comparing pre and post-intervention for each group, derived from repeated measures GEE.

TestGroupPre-intervention Post-interventionPtime Pgroup Pgroup time
MeanStandard errorMeanStandard error
CAMCOG
Executive functioningSHAM113.551487 1161.2710.7090.0010.047
Active111.172130 115.312.334   
Constructional praxisSHAM2.280.137 2.690.1390.1460.6090.037
Active2.430.132 2.360.145   
Total languageSHAM27.450.27 27.280.3440.3740.9630.116
Active27.030.401 27.660.332   
Motor responseSHAM3.860.064 3.860.0640.3150.6320.315
Active3.830.098 3.970.034   
Verbal answerSHAM2.930.047 30.0490.7630.6980.362
Active2.970.059 2.930.047   
ReadingSHAM20 2.030.0340.9800.0960.150
Active1.970.034 1.930.047   
SettingsSHAM5.620.133 5.660.1320.1300.7330.215
Active5.410.192 5.760.093   
Picture namingSHAM7.860.08 7.760.180.5270.5190.750
Active7.90.057 7.860.064   
Verbal fluencySHAM4.170.162 3.90.1710.7720.8760.049
Active3.970.192 4.170.201   
MemorySHAM20.590.456 21.480.4320.0060.7310.766
Active20.240.666 21.340.655   
Memory recallSHAM40.213 3.320.2020.3030.3610.004
Active3.280.228 3.580.186   
Memory recognitionSHAM5.210.165 5.410.1340.4090.3940.560
Active5.140.181 5.170.169   
Remote MemorySHAM4.310.213 4.830.1760.0030.4340.345
Active4.620.198 4.90.209   
Recent memorySHAM3.690.139 3.790.1130.7520.1510.253
Active3.620.124 3.450.151   
Fixing addressSHAM3.610.234 4.280.145<0.0010.6960.881
Active3.720.219 4.340.164   
Heads upSHAM6.170.234 60.2180.9180.6210.321
Active5.830.32 6.030.251   
CalculationSHAM1.850.067 1.830.070.4780.9390.300
Active1.790.075 1.90.077   
PraxisSHAM10.790.185 11.140.1930.1250.1570.626
Active10.520.252 10.690.224   
Ideational praxisSHAM3.760.093 3.760.0790.8100.5840.810
Active3.830.07 3.790.09   
Constructional praxisSHAM2.280.137 2.690.1390.1460.6090.037
Active2.430.132 2.360.145   
Ideomotor praxisSHAM4.760.079 4.690.110.6940.0890.269
Active4.410.158 4.550.115   
Tactile perceptionSHAM20 1.970.0340.5650.5560.565
Active1.970.034 1.970.034   
Visual senseSHAM7.520.143 6.930.188<0.0010.8120.908
Active7.590.15 6.970.21   
Abstract thinkingSHAM6.10.317 6.380.3320.0110.6910.156
Active5.630.301 6.590.303   
Time orientationSHAM4.720.096 4.860.0640.9940.5100.112
Active4.790.075 4.660.132   
Spatial orientationSHAM4.830.07 4.90.0570.7010.9050.08
Active4.90.057 4.930.047   
TotalSHAM113.551.487 1161,271<0.0010.5360.295
Active111.172.130 115.312,334   
FinalSHAM93.930.979 95.830.6860.0010.5790.742
Active92.831.447 95.141,602   
Trail Making Test
Version A – timeSHAM0.56970.06614 0.64620.086330.6310.1040.09
Active0.82690.11021 0.77070.09325   
Version A – errorsSHAM1.130.117 1.120.1220.7800.6230.765
Active1.250.23 1.290.352   
Version B – timeSHAM24.8720.29003 24,5030.32880.8740.9620.929
Active24.5590.25994 24,4550.25501   
Version B – errorsSHAM30.403 2.490.8890.4970.6650.610
Active31,156 1.840.563   
Word List Memory Task
WLMT-A1SHAM4.90.241 5.050.2980.5030.4040.694
Active4.690.244 4.860.307   
WLMT-A2SHAM6.240.222 6.520.2790.0610.7240.310
Active6.10.29 6.170.289   
WLMT-A3SHAM6.790.282 7.170.2850.2630.8380.524
Active6.860.242 6.970.295   
WLMT-recallSHAM5.850.302 5.140.3610.9870.6940.007
Active4.970.351 5.660.451   
WLMT-recall test: intrusionsSHAM1.280.171 1.220.1390.9410.2050.851
Active1.570.396 1.60.357   
WLMT-recognition testSHAM9.10.171 8.930.2120.4120.6150.995
Active8.970.21 8.790.343   
WLMT-recognition test – intrusionsSHAM1.280.176 0.960.1030.3950.0210.091
Active1.650.284 1.810.363   
WLMT-totalSHAM17.930.589 18.590.6970.3730.5930.789
Active17.660.66 180.801   
Other tests
Semantic Verbal Fluency test(Animal word version)SHAM17.310.867 16.860.9030.810.8740.268
Active16.550.972 17.240.971   
Mini-Mental StateExamination test SHAM27.310.369 27.310.2970.7510.5780.751
Active26.930.5 27.140.48   
Boston Naming testSHAM13.310.342 13.480.340.1790.6820.816
Active13.10.31 13.340.273   
Hamilton Depression Rating Scale SHAM8.661.003 6.740.7120.0330.1170.459
Active10.311.394 9.131,259   
Clock Drawing TestSHAM8.7590.2881 9,2410.18830.0120.4010.743
Active8.3450.4059 8,9480.3957   
N-back SHAM5080 50800.3120.3120.312
Active500.487.386 5080   
WAIS III - CodeSHAM39.073.225 38.933.2760.70.6130.77
Active41.763.525 40.693.129   
WAIS III – Digit span DOSHAM7.380.403 7.450.4350.7850.7340.959
Active7.520.337 7.620.385   
WAIS III – Digit span IOSHAM4.170.201 3.790.2770.1840.450.595
Active4.310.316 4.140.283   
Figure 2

Boxplot showing results for both groups at pre and post intervention.

*Significant differences (corrected with LSD).

Boxplot showing results for both groups at pre and post intervention.

*Significant differences (corrected with LSD).

DISCUSSION

Our results suggest that tDCS can improve some aspects of memory impairment in elderly with MCI. We found significant changes in memory recall and long-term memory after administration of 10 sessions of tDCS twice a week. Some authors have demonstrated advantages with the use of tDCS in treatment of mental disorders, particularly depression and cognitive impairment.23 , 24 Although most studies demonstrate that tDCS is a safe and effective method in depression and possibly Alzheimer disease,25 there are important issues to be considered. First, there is a lack of studies on tDCS efficacy for Mild Cognitive Impairment in the elderly. There are also doubts about the best techniques relating to the intensity of current, stimulation time, electrode placement and number and frequency of sessions. When studying actual results, we note variability of findings and conclusions, suggesting that numerous different factors may affect the results. Besides the variability of protocols, there is evidence in literature that genetic factors, such as Brain-Derived Neurotrophic Factor (BDNF) polymorphism, may influence the improvement in cognition after brain stimulation.26 We believe that a better understanding of neuroplasticity genes will be important to predict outcomes in tDCS. Another important practical consideration is that trials usually involve daily sessions, which span a period of 4 weeks. This protocol is not affordable for most patients. In this sense, our premise in testing the efficacy of 30 min sessions, twice a week over 5 weeks was precisely to verify whether a more economical paradigm could also lead to positive results. Our results suggest that, using a current of 2 mA for 30 min twice a week over 5 consecutive weeks, tDCS is superior to placebo (Sham) for improvement of memory recall, verbal fluency and executive functioning in elderly with MCI. This study has some limitations: it was not possible to calculate the sample size because this was a pilot study. Nevertheless, the confidence interval was calculated for a sample of 60 individuals considering a 95% significance level and population of 209.3 million population. Although Fisher’s LSD was used, the statistical analysis did not employ more conservative methods for multiple comparison corrections such as Bonferroni or Sidak. The protocol was not registered in clinical trials, but was approved and followed by the Ethics Committee of the Unifesp (São Paulo Federal University). Despite other limitations of the study, including time and frequency of stimulation and number of subjects, results indicate a positive and promising therapeutic role for tDCS use in aging-related working memory dysfunction. Further research involving larger trials and comparing different clinical protocols for this cohort is needed until translation to clinical practice can occur. More systematic research into this treatment alternative might help improve cognitive dysfunction in aging and related disorders.
  22 in total

1.  Mild cognitive impairment: clinical characterization and outcome.

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Journal:  Arch Neurol       Date:  1999-03

2.  Excitability changes induced in the human motor cortex by weak transcranial direct current stimulation.

Authors:  M A Nitsche; W Paulus
Journal:  J Physiol       Date:  2000-09-15       Impact factor: 5.182

3.  [Portuguese adaptation of the Cambridge Cognitive Examination-Revised in a public geriatric outpatient clinic].

Authors:  Emylucy Martins Paiva Paradela; Claudia de Souza Lopes; Roberto Alves Lourenço
Journal:  Cad Saude Publica       Date:  2009-12       Impact factor: 1.632

4.  Naming facilitation induced by transcranial direct current stimulation.

Authors:  Anna Fertonani; Sandra Rosini; Maria Cotelli; Paolo Maria Rossini; Carlo Miniussi
Journal:  Behav Brain Res       Date:  2009-10-31       Impact factor: 3.332

5.  Predicting conversion to Alzheimer disease using standardized clinical information.

Authors:  E Daly; D Zaitchik; M Copeland; J Schmahmann; J Gunther; M Albert
Journal:  Arch Neurol       Date:  2000-05

6.  Transcranial direct current stimulation in severe, drug-resistant major depression.

Authors:  R Ferrucci; M Bortolomasi; M Vergari; L Tadini; B Salvoro; M Giacopuzzi; S Barbieri; A Priori
Journal:  J Affect Disord       Date:  2009-03-16       Impact factor: 4.839

Review 7.  Noninvasive techniques for probing neurocircuitry and treating illness: vagus nerve stimulation (VNS), transcranial magnetic stimulation (TMS) and transcranial direct current stimulation (tDCS).

Authors:  Mark S George; Gary Aston-Jones
Journal:  Neuropsychopharmacology       Date:  2010-01       Impact factor: 7.853

8.  A randomized, double-blind clinical trial on the efficacy of cortical direct current stimulation for the treatment of major depression.

Authors:  Paulo S Boggio; Sergio P Rigonatti; Rafael B Ribeiro; Martin L Myczkowski; Michael A Nitsche; Alvaro Pascual-Leone; Felipe Fregni
Journal:  Int J Neuropsychopharmacol       Date:  2007-06-11       Impact factor: 5.176

9.  The role of the DLPFC in inductive reasoning of MCI patients and normal agings: an fMRI study.

Authors:  YanHui Yang; PeiPeng Liang; ShengFu Lu; KunCheng Li; Ning Zhong
Journal:  Sci China C Life Sci       Date:  2009-08-29

10.  A common polymorphism in the brain-derived neurotrophic factor gene (BDNF) modulates human cortical plasticity and the response to rTMS.

Authors:  Binith Cheeran; Penelope Talelli; Francesco Mori; Giacomo Koch; Antonio Suppa; Mark Edwards; Henry Houlden; Kailash Bhatia; Richard Greenwood; John C Rothwell
Journal:  J Physiol       Date:  2008-10-09       Impact factor: 5.182

View more
  7 in total

Review 1.  Potential of Transcranial Direct Current Stimulation in Alzheimer's Disease: Optimizing Trials Toward Clinical Use.

Authors:  Giuseppina Pilloni; Leigh E Charvet; Marom Bikson; Nikhil Palekar; Min-Jeong Kim
Journal:  J Clin Neurol       Date:  2022-07       Impact factor: 2.566

Review 2.  Transcranial Direct Current Stimulation Enhances Cognitive Function in Patients with Mild Cognitive Impairment and Early/Mid Alzheimer's Disease: A Systematic Review and Meta-Analysis.

Authors:  Jiajie Chen; Zheng Wang; Qin Chen; Yu Fu; Kai Zheng
Journal:  Brain Sci       Date:  2022-04-27

3.  Combining Transcranial Direct Current Stimulation With Tai Chi to Improve Dual-Task Gait Performance in Older Adults With Mild Cognitive Impairment: A Randomized Controlled Trial.

Authors:  Ying-Yi Liao; Mu-N Liu; Han-Cheng Wang; Vincent Walsh; Chi Ieong Lau
Journal:  Front Aging Neurosci       Date:  2021-12-13       Impact factor: 5.750

4.  Exercise priming with transcranial direct current stimulation: a study protocol for a randomized, parallel-design, sham-controlled trial in mild cognitive impairment and Alzheimer's disease.

Authors:  Celina S Liu; Nathan Herrmann; Bing Xin Song; Joycelyn Ba; Damien Gallagher; Paul I Oh; Susan Marzolini; Tarek K Rajji; Jocelyn Charles; Purti Papneja; Mark J Rapoport; Ana C Andreazza; Danielle Vieira; Alex Kiss; Krista L Lanctôt
Journal:  BMC Geriatr       Date:  2021-12-04       Impact factor: 3.921

5.  Transcranial Direct Current Stimulation Ameliorates Cognitive Impairment via Modulating Oxidative Stress, Inflammation, and Autophagy in a Rat Model of Vascular Dementia.

Authors:  Tao Guo; Jia Fang; Zhong Y Tong; Shasha He; Yingying Luo
Journal:  Front Neurosci       Date:  2020-01-29       Impact factor: 4.677

6.  Repeated anodal high-definition transcranial direct current stimulation over the left dorsolateral prefrontal cortex in mild cognitive impairment patients increased regional homogeneity in multiple brain regions.

Authors:  Fangmei He; Youjun Li; Chenxi Li; Liming Fan; Tian Liu; Jue Wang
Journal:  PLoS One       Date:  2021-08-13       Impact factor: 3.240

7.  Home-Based Transcranial Direct Current Stimulation for the Treatment of Symptoms of Depression and Anxiety in Temporal Lobe Epilepsy: A Randomized, Double-Blind, Sham-Controlled Clinical Trial.

Authors:  Suelen Mandelli Mota; Luiza Amaral de Castro; Patrícia Gabriela Riedel; Carolina Machado Torres; José Augusto Bragatti; Rosane Brondani; Thais Leite Secchi; Paulo Roberto Stefani Sanches; Wolnei Caumo; Marino Muxfeldt Bianchin
Journal:  Front Integr Neurosci       Date:  2021-12-08
  7 in total

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