References
- Association, A. P. (2000). Diagnostic and statistical manual of mental disorders.
- Babiloni, C., Frisoni, G., Steriade, M., Bresciani, L., Binetti, G., Del Percio, C., Geroldi, C., Miniussi, C., Nobili, F., Rodriguez, G., & Zappasodi, F. (2006). Frontal white matter volume and delta EEG sources negatively correlate in awake subjects with mild cognitive impairment and Alzheimer’s disease. Clinical Neurophysiology, 117(5), 1113–1129. https://doi.org/10.1016/j.clinph.2006.01.020
- Bangen, K. J., Werhane, M. L., Weigand, A. J., Edmonds, E. C., Delano-Wood, L., Thomas, K. R., Nation, D. A., Evangelista, N. D., Clark, A. L., Liu, T. T., & Bondi, M. W. (2018). Reduced regional cerebral blood flow relates to poorer cognition in older adults with Type 2 diabetes. Frontiers in Aging Neuroscience, 10, 270. https://doi.org/10.3389/fnagi.2018.00270
- Bian, Z., Li, Q., Wang, L., Lu, C., Yin, S., & Li, X. (2014). Relative power and coherence of EEG series are related to amnestic mild cognitive impairment in diabetes. Frontiers in Aging Neuroscience, 6, 11. https://doi.org/10.3389/fnagi.2014.00011
- Brands, A. M., Biessels, G. J., de Haan, E. H., Kappelle, L. J., & Kessels, R. P. (2005). The effects of type 1 diabetes on cognitive performance: A meta-analysis. Diabetes Care, 28(3), 726–735. https://doi.org/10.2337/diacare.28.3.726
- Brismar, T., Hyllienmark, L., Ekberg, K., & Johansson, B. L. (2002). Loss of temporal lobe beta power in young adults with type 1 diabetes mellitus. Neuroreport, 13(18), 2469–2473. https://doi.org/10.1097/00001756-200212200-00019
- Buzsaki, G. (2010). Neural syntax: Cell assemblies, synapsembles, and readers. Neuron, 68(3), 362–385. https://doi.org/10.1016/j.neuron.2010.09.023
- Cabeza, R., Nyberg, L., & Parck, D. (2005). Age-related changes in hemospheric organization cognitive neuroscience of ageing. Oxfor University Press.
- Campos, R. G. (2019). The XFT quadrature in discrete fourier analysis. Birkhäuser, Cham.
- Campos, R. G., Rico-Melgoza, J., & Chávez, E. (2012). A new formulation of the fast fractional Fourier transform. SIAM Journal on Scientific Computing, 34(2), A1110–A1125. https://doi.org/10.1137/100812677
- Cansino, S., Maquet, P., Dolan, R. J., & Rugg, M. D. (2002). Brain activity underlying encoding and retrieval of source memory. Cerebal Cortex, 12(10), 1048–1056. https://doi.org/10.1093/cercor/12.10.1048
- Cooray, G., Nilsson, E., Wahlin, A., Laukka, E. J., Brismar, K., & Brismar, T. (2011). Effects of intensified metabolic control on CNS function in type 2 diabetes. Psychoneuroendocrinology, 36(1), 77–86. https://doi.org/10.1016/j.psyneuen.2010.06.009
- Crochet, S., Fuentealba, P., Cisse, Y., Timofeev, I., & Steriade, M. (2006). Synaptic plasticity in local cortical network in vivo and its modulation by the level of neuronal activity. Cerebral Cortex, 16(5), 618–631. https://doi.org/10.1093/cercor/bhj008
- Desimone, R., & Duncan, J. (1995). Neural mechanisms of selective visual attention. Annual Review of Neuroscience, 18(1), 193–222. https://doi.org/10.1146/annurev.ne.18.030195.001205
- Elias, P. K., Elias, M. F., D’Agostino, R. B., Cupples, L. A., Wilson, P. W., Silbershatz, H., & Wolf, P. A. (1997). NIDDM and blood pressure as risk factors for poor cognitive performance. The Framingham study. Diabetes Care, 20(9), 1388–1395. https://doi.org/10.2337/diacare.20.9.1388
- Fischer, A. L., de Frias, C. M., Yeung, S. E., & Dixon, R. A. (2009). Short-term longitudinal trends in cognitive performance in older adults with type 2 diabetes. Journal of Clinical and Experimental Neuropsychology, 31(7), 809–822. https://doi.org/10.1080/13803390802537636
- Folstein, M. F., Folstein, S. E., & McHugh, P. R. (1975). “Mini-mental state”. A practical method for grading the cognitive state of patients for the clinician. Journal of Psychiatric Research, 12(3), 189–198. https://doi.org/10.1016/0022-3956(75)90026-6
- Gabrieli, J. D. (1996). Memory systems analyses of mnemonic disorders in aging and age-related diseases. Proceedings of the National Academy of Sciences, 93(24), 13534–13540. https://doi.org/10.1073/pnas.93.24.13534
- Gabrieli, J. D., Brewer, J. B., Desmond, J. E., & Glover, G. H. (1997). Separate neural bases of two fundamental memory processes in the human medial temporal lobe. Science, 276(5310), 264–266. https://doi.org/10.1126/science.276.5310.264
- Gmeindl, L., Chiu, Y. C., Esterman, M. S., Greenberg, A. S., Courtney, S. M., & Yantis, S. (2016). Tracking the will to attend: Cortical activity indexes self-generated, voluntary shifts of attention. Attention, Perception, & Psychophysics, 78(7), 2176–2184. https://doi.org/10.3758/s13414-016-1159-7
- Gruber, T., Tsivilis, D., Giabbiconi, C. M., & Muller, M. M. (2008). Induced electroencephalogram oscillations during source memory: Familiarity is reflected in the gamma band, recollection in the theta band. Journal of Cognitive Neuroscience, 20(6), 1043–1053. https://doi.org/10.1162/jocn.2008.20068
- Guerrero-Berroa, E., Ravona-Springer, R., Heymann, A., Schmeidler, J., Levy, A., Leroith, D., & Beeri, M. S. (2015). Haptoglobin genotype modulates the relationships of glycaemic control with cognitive function in elderly individuals with type 2 diabetes. Diabetologia, 58(4), 736–744. https://doi.org/10.1007/s00125-014-3487-2
- Hales, J. B., & Brewer, J. B. (2013). Parietal and frontal contributions to episodic encoding of location. Behavioural Brain Research, 243, 16–20. https://doi.org/10.1016/j.bbr.2012.12.048
- Hamed, S. A. (2017). Brain injury with diabetes mellitus: Evidence, mechanisms and treatment implications. Expert Review of Clinical Pharmacology, 10(4), 409–428. https://doi.org/10.1080/17512433.2017.1293521
- Hassing, L. B., Grant, M. D., Hofer, S. M., Pedersen, N. L., Nilsson, S. E., Berg, S., McClearn, G., & Johansson, B. (2004). Type 2 diabetes mellitus contributes to cognitive decline in old age: A longitudinal population-based study. Journal of the International Neuropsychological Society, 10(4), 599–607. https://doi.org/10.1017/S1355617704104165
- Hassing, L. B., Hofer, S. M., Nilsson, S. E., Berg, S., Pedersen, N. L., McClearn, G., & Johansson, B. (2004). Comorbid type 2 diabetes mellitus and hypertension exacerbates cognitive decline: Evidence from a longitudinal study. Age and Ageing, 33(4), 355–361. https://doi.org/10.1093/ageing/afh100
- Homan, R. W., Herman, J., & Purdy, P. (1987). Cerebral location of international 10-20 system electrode placement. Electroencephalography and Clinical Neurophysiology, 66(4), 376–382. https://doi.org/10.1016/0013-4694(87)90206-9
- Jackson, C. E., & Snyder, P. J. (2008). Electroencephalography and event-related potentials as biomarkers of mild cognitive impairment and mild Alzheimer’s disease. Alzheimer’s & Dementia, 4(1S1), S137–143. https://doi.org/10.1016/j.jalz.2007.10.008
- Jacobson, A. M., Musen, G., Ryan, C. M., Silvers, N., Cleary, P., Waberski, B., Burwood, A., Weinger, K., Bayless, M., Dahms, W., Hard, J. (2007). Long-term effect of diabetes and its treatment on cognitive function. The New England Journal of Medicine, 356(18), 1842–1852. https://doi.org/10.1056/NEJMoa066397
- Jensen, O., & Tesche, C. D. (2002). Frontal theta activity in humans increases with memory load in a working memory task. European Journal of Neuroscience, 15(8), 1395–1399. https://doi.org/10.1046/j.1460-9568.2002.01975.x
- Jurado, S., Villegas, E. M., Mendez, L., Rodríguez, F., Loperena, V., & Varela, R. (1998). La estandarización del inventario de depresión de Beck para los residentes de la ciudad de México.. Salud mental, 21(3), 26–31.
- Kessels, R. P., van den Berg, E., Ruis, C., & Brands, A. M. (2008). The backward span of the Corsi Block-Tapping Task and its association with the WAIS-III Digit Span. Assessment, 15(4), 426–434. https://doi.org/10.1177/1073191108315611
- Klimesch, W. (1996). Memory processes, brain oscillations and EEG synchronization. International Journal of Psychophysiology, 24(1–2), 61–100. https://doi.org/10.1016/S0167-8760(96)00057-8
- Klimesch, W. (1999). EEG alpha and theta oscillations reflect cognitive and memory performance: A review and analysis. Brain Research Reviews, 29(2–3), 169–195. https://doi.org/10.1016/S0165-0173(98)00056-3
- Klimesch, W., Freunberger, R., & Sauseng, P. (2010). Oscillatory mechanisms of process binding in memory. Neuroscience & Biobehavioral Reviews, 34(7), 1002–1014. https://doi.org/10.1016/j.neubiorev.2009.10.004
- Koenig, T., Prichep, L., Dierks, T., Hubl, D., Wahlund, L. O., John, E. R., & Jelic, V. (2005). Decreased EEG synchronization in Alzheimer’s disease and mild cognitive impairment. Neurobiology of Aging, 26(2), 165–171. https://doi.org/10.1016/j.neurobiolaging.2004.03.008
- Lara-Ramos, J. A., Zavala-Santoyo, F. L., Téllez-Anguiano, A. C., Díaz-Huerta, J. L., & Olvera-Cortés, M. E. 2019. Computational interface to automate cognitive memory tests and synchronize with measured EEG signals. 2019 16th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE) (pp. 1–6).
- Li, W., Huang, E., & Gao, S. (2017). Type 1 diabetes mellitus and cognitive impairments: A systematic review. Journal of Alzheimer’s Disease, 57(1), 29–36. https://doi.org/10.3233/JAD-161250
- Lopez-Loeza, E., Rangel-Argueta, A. R., Lopez-Vazquez, M. A., Cervantes, M., & Olvera-Cortes, M. E. (2016). Differences in EEG power in young and mature healthy adults during an incidental/spatial learning task are related to age and execution efficiency. Age (Dordr), 38(2), 37. https://doi.org/10.1007/s11357-016-9896-z
- Maguire, E. A. (1999). hippocampal and parietal involvement in human topographic memory: Evidence from functional neuroimaging. In K. J. J. A. J. O. K. N. Burgess (Ed.), The hippocampal and parietal foundations of spatial cognition (pp. 404–415). Oxford University Press.
- Makris, N., Preti, M. G., Wassermann, D., Rathi, Y., Papadimitriou, G. M., Yergatian, C., Dickerson, B. C., Shenton, M. E., & Kubicki, M. (2013). Human middle longitudinal fascicle: Segregation and behavioral-clinical implications of two distinct fiber connections linking temporal pole and superior temporal gyrus with the angular gyrus or superior parietal lobule using multi-tensor tractography. Brain Imaging and Behavior, 7(3), 335–352. https://doi.org/10.1007/s11682-013-9235-2
- Manschot, S. M., Biessels, G. J., de Valk, H., Algra, A., Rutten, G. E., van der Grond, J., & Kappelle, L. J. (2007). Metabolic and vascular determinants of impaired cognitive performance and abnormalities on brain magnetic resonance imaging in patients with type 2 diabetes. Diabetologia, 50(11), 2388–2397. https://doi.org/10.1007/s00125-007-0792-z
- Manschot, S. M., Brands, A. M., van der Grond, J., Kessels, R. P., Algra, A., Kappelle, L. J., & Biessels, G. J. (2006). Brain magnetic resonance imaging correlates of impaired cognition in patients with type 2 diabetes. Diabetes, 55(4), 1106–1113. https://doi.org/10.2337/diabetes.55.04.06.db05-1323
- Marseglia, A., Fratiglioni, L., Laukka, E. J., Santoni, G., Pedersen, N. L., Backman, L., & Xu, W. (2016). Early cognitive deficits in Type 2 diabetes: A population-based study. Journal of Alzheimer’s Disease, 53(3), 1069–1078. https://doi.org/10.3233/JAD-160266
- McAulay, V., Deary, I. J., Sommerfield, A. J., & Frier, B. M. (2006). Attentional functioning is impaired during acute hypoglycaemia in people with Type 1 diabetes. Diabetic Medicine, 23(1), 26–31. https://doi.org/10.1111/j.1464-5491.2005.01795.x
- McCrimmon, R. J., Ryan, C. M., & Frier, B. M. (2012). Diabetes and cognitive dysfunction. Lancet, 379(9833), 2291–2299. https://doi.org/10.1016/S0140-6736(12)60360-2
- Moran, C., Phan, T. G., Chen, J., Blizzard, L., Beare, R., Venn, A., Munch, G., Wood, A. G., Forbes, J., Greenaway, T. M., Pearson, S., & Srikanth, V. (2013). Brain atrophy in type 2 diabetes: Regional distribution and influence on cognition. Diabetes Care, 36(12), 4036–4042. https://doi.org/10.2337/dc13-0143
- Okamoto, M., Dan, H., Sakamoto, K., Takeo, K., Shimizu, K., Kohno, S., Oda, I., Isobe, S., Suzuki, T., Kohyama, K., & Dan, I. (2004). Three-dimensional probabilistic anatomical cranio-cerebral correlation via the international 10-20 system oriented for transcranial functional brain mapping. Neuroimage, 21(1), 99–111. https://doi.org/10.1016/j.neuroimage.2003.08.026
- Osipova, D., Takashima, A., Oostenveld, R., Fernandez, G., Maris, E., & Jensen, O. (2006). Theta and gamma oscillations predict encoding and retrieval of declarative memory. Journal of Neuroscience, 26(28), 7523–7531. https://doi.org/10.1523/JNEUROSCI.1948-06.2006
- Pfurtscheller, G., Neuper, C., Flotzinger, D., & Pregenzer, M. (1997). EEG-based discrimination between imagination of right and left hand movement. Electroencephalography and Clinical Neurophysiology, 103(6), 642–651. https://doi.org/10.1016/S0013-4694(97)00080-1
- Quinn, G. P., & Keouhg, M. J. (2002). Experimental design and data analysis for biologists. Cambridge University Press.
- Ravona-Springer, R., Heymann, A., Schmeidler, J., Guerrero-Berroa, E., Sano, M., Preiss, R., Koifman, K., Hoffman, H., Levy, A., Silverman, J. M., & Schnaider-Beeri, M. (2013). Haptoglobin 1-1 genotype is associated with poorer cognitive functioning in the elderly with type 2 diabetes. Diabetes Care, 36(10), 3139–3145. https://doi.org/10.2337/dc12-2250
- Rombouts, S. A., Machielsen, W. C., Witter, M. P., Barkhof, F., Lindeboom, J., & Scheltens, P. (1997). Visual association encoding activates the medial temporal lobe: A functional magnetic resonance imaging study. Hippocampus, 7(6), 594–601. https://doi.org/10.1002/(SICI)1098-1063(1997)7:6<594::AID-HIPO2>3.0.CO;2-F
- Rottschy, C., Caspers, S., Roski, C., Reetz, K., Dogan, I., Schulz, J. B., Zilles, K., Laird, A. R., Fox, P. T., & Eickhoff, S. B. (2013). Differentiated parietal connectivity of frontal regions for “what” and “where” memory. Brain Structure and Function, 218(6), 1551–1567. https://doi.org/10.1007/s00429-012-0476-4
- Rugg, M. D., Fletcher, P. C., Frith, C. D., Frackowiak, R. S., & Dolan, R. J. (1997). Brain regions supporting intentional and incidental memory: A PET study. Neuroreport, 8(5), 1283–1287. https://doi.org/10.1097/00001756-199703240-00045
- Samaras, K., Lutgers, H. L., Kochan, N. A., Crawford, J. D., Campbell, L. V., Wen, W., Slavin, M. J., Baune, B. T., Lipnicki, D. M., Brodaty, H., Trollor, J. N., & Sachdev, P. S. (2014). The impact of glucose disorders on cognition and brain volumes in the elderly: The Sydney memory and ageing study. Age (Dordr), 36(2), 977–993. https://doi.org/10.1007/s11357-013-9613-0
- Sauseng, P., Griesmayr, B., Freunberger, R., & Klimesch, W. (2010). Control mechanisms in working memory: A possible function of EEG theta oscillations. Neuroscience & Biobehavioral Reviews, 34(7), 1015–1022. https://doi.org/10.1016/j.neurobiorev.2009.12.006
- Schmidt, R., Launer, L. J., Nilsson, L. G., Pajak, A., Sans, S., Berger, K., Breteler, M. M., de Ridder, M., Dufouil, C., Fuhrer, R., Giampaoli, S., & Hofman, A. (2004). Magnetic resonance imaging of the brain in diabetes: The Cardiovascular Determinants of Dementia (CASCADE) study. Diabetes, 53(3), 687–692. https://doi.org/10.2337/diabetes.53.3.687
- Shih, S. I., Meadmore, K. L., & Liversedge, S. P. (2012). Aging, eye movements, and object-location memory. PLoS One, 7(3), e33485. https://doi.org/10.1371/journal.pone.0033485
- Siegel, M., Donner, T. H., Oostenveld, R., Fries, P., & Engel, A. K. (2008). Neuronal synchronization along the dorsal visual pathway reflects the focus of spatial attention. Neuron, 60(4), 709–719. https://doi.org/10.1016/j.neuron.2008.09.010
- Sinnott, J. D. (1986). Prospective/intentional and incidental everyday memory: Effects of age and passage of time. Psychology and Aging, 1(2), 110–116. https://doi.org/10.1037/0882-7974.1.2.110
- Sommer, T., Rose, M., Weiller, C., & Buchel, C. (2005). Contributions of occipital, parietal and parahippocampal cortex to encoding of object-location associations. Neuropsychologia, 43(5), 732–743. https://doi.org/10.1016/j.neuropsychologia.2004.08.002
- Steriade, M. (2006). Grouping of brain rhythms in corticothalamic systems. Neuroscience, 137(4), 1087–1106. https://doi.org/10.1016/j.neuroscience.2005.10.029
- Stern, C. E., Corkin, S., Gonzalez, R. G., Guimaraes, A. R., Baker, J. R., Jennings, P. J., Carr, C. A., Sugiura, R. M., Vedantham, V., & Rosen, B. R. (1996). The hippocampal formation participates in novel picture encoding: Evidence from functional magnetic resonance imaging. Proceedings of the National Academy of Sciences, 93(16), 8660–8665. https://doi.org/10.1073/pnas.93.16.8660
- Strachan, M. W., Reynolds, R. M., Marioni, R. E., & Price, J. F. (2011). Cognitive function, dementia and type 2 diabetes mellitus in the elderly. Nature Reviews Endocrinology, 7(2), 108–114. https://doi.org/10.1038/nrendo.2010.228
- Thiel, C. M., Zilles, K., & Fink, G. R. (2004). Cerebral correlates of alerting, orienting and reorienting of visuospatial attention: An event-related fMRI study. Neuroimage, 21(1), 318–328. https://doi.org/10.1016/j.neuroimage.2003.08.044
- Tiehuis, A. M., Van der Graaf, Y., Visseren, F. L., Vincken, K. L., Biessels, G. J., Appelman, A. P., Kappelle, L. J., & Mali, W. P. (2008). Diabetes increases atrophy and vascular lesions on brain MRI in patients with symptomatic arterial disease. Stroke, 39(5), 1600–1603. https://doi.org/10.1161/STROKEAHA.107.506089
- Tiehuis, A. M., Vincken, K. L., van den Berg, E., Hendrikse, J., Manschot, S. M., Mali, W. P., Kappelle, L. J., & Biessels, G. J. (2008). Cerebral perfusion in relation to cognitive function and type 2 diabetes. Diabetologia, 51(7), 1321–1326. https://doi.org/10.1007/s00125-008-1041-9
- Tulving, E., Kapur, S., Craik, F. I., Moscovitch, M., & Houle, S. (1994). Hemispheric encoding/retrieval asymmetry in episodic memory: Positron emission tomography findings. Proceedings of the National Academy of Sciences, 91(6), 2016–2020. https://doi.org/10.1073/pnas.91.6.2016
- Uttl, B., & Graf, P. (1993). Episodic spatial memory in adulthood. Psychology and Aging, 8(2), 257–273. https://doi.org/10.1037/0882-7974.8.2.257
- Van den Berg, E., Reijmer, Y. D., De Bresser, J., Kessels, R. P., Kappelle, L. J., & Biessels, G. J. (2010). A 4 year follow-up study of cognitive functioning in patients with type 2 diabetes mellitus. Diabetologia, 53(1), 58–65. https://doi.org/10.1007/s00125-009-1571-9
- Wessels, A. M., Scheltens, P., Barkhof, F., & Heine, R. J. (2008). Hyperglycaemia as a determinant of cognitive decline in patients with type 1 diabetes. European Journal of Pharmacology, 585(1), 88–96. https://doi.org/10.1016/j.ejphar.2007.11.080
- West, R. K., Ravona-Springer, R., Schmeidler, J., Leroith, D., Koifman, K., Guerrero-Berroa, E., Preiss, R., Hoffman, H., Silverman, J. M., Heymann, A., & Schnaider-Beeri, M. (2014). The association of duration of type 2 diabetes with cognitive performance is modulated by long-term glycemic control. The American Journal of Geriatric Psychiatry, 22(10), 1055–1059. https://doi.org/10.1016/j.jagp.2014.01.010
- Wright, R. J., Frier, B. M., & Deary, I. J. (2009). Effects of acute insulin-induced hypoglycemia on spatial abilities in adults with type 1 diabetes. Diabetes Care, 32(8), 1503–1506. https://doi.org/10.2337/dc09-0212
- Yeung, S. E., Fischer, A. L., & Dixon, R. A. (2009). Exploring effects of type 2 diabetes on cognitive functioning in older adults. Neuropsychology, 23(1), 1–9. https://doi.org/10.1037/a0013849
- Yuval-Greenberg, S., Tomer, O., Keren, A. S., Nelken, I., & Deouell, L. Y. (2008). Transient induced gamma-band response in EEG as a manifestation of miniature saccades. Neuron, 58(3), 429–441. https://doi.org/10.1016/j.neuron.2008.03.027
- Zago, L., & Tzourio-Mazoyer, N. (2002). Distinguishing visuospatial working memory and complex mental calculation areas within the parietal lobes. Neuroscience Letters, 331(1), 45–49. https://doi.org/10.1016/S0304-3940(02)00833-9
- Zeng, K., Wang, Y., Ouyang, G., Bian, Z., Wang, L., & Li, X. (2015). Complex network analysis of resting state EEG in amnestic mild cognitive impairment patients with type 2 diabetes. Frontiers in Computational Neuroscience, 9, 133. https://doi.org/10.3389/fncom.2015.00133
- Zumer, J. M., Scheeringa, R., Schoffelen, J. M., Norris, D. G., & Jensen, O. (2014). Occipital alpha activity during stimulus processing gates the information flow to object-selective cortex. PLoS Biology, 12(10), e1001965. https://doi.org/10.1371/journal.pbio.1001965