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Brain Insulin Resistance at the Crossroads of Metabolic and Cognitive Disorders in Humans
Abstract
Ever since the brain was identified as an insulin-sensitive organ, evidence has rapidly accumulated that insulin action in the brain produces multiple behavioral and metabolic effects, influencing eating behavior, peripheral metabolism, and cognition. Disturbances in brain insulin action can be observed in obesity and type 2 diabetes (T2D), as well as in aging and dementia. Decreases in insulin sensitivity of central nervous pathways, i.e., brain insulin resistance, may therefore constitute a joint pathological feature of metabolic and cognitive dysfunctions. Modern neuroimaging methods have provided new means of probing brain insulin action, revealing the influence of insulin on both global and regional brain function. In this review, we highlight recent findings on brain insulin action in humans and its impact on metabolism and cognition. Furthermore, we elaborate on the most prominent factors associated with brain insulin resistance, i.e., obesity, T2D, genes, maternal metabolism, normal aging, inflammation, and dementia, and on their roles regarding causes and consequences of brain insulin resistance. We also describe the beneficial effects of enhanced brain insulin signaling on human eating behavior and cognition and discuss potential applications in the treatment of metabolic and cognitive disorders.
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Cites
Matthews, D. R., Hosker, J. P., Rudenski, A. S., Naylor, B. A., Treacher, D. F., & Turner, R. C. (1985) · Diabetologia · doi:10.1007/bf00280883 · Cited by 31,502
The Brain's Default Network: Anatomy, Function, and Relevance to Disease
Buckner, R. L., Andrews‐Hanna, J. R., & Schacter, D. L. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1440.011 · Cited by 9,761
Alzheimer's disease: the amyloid cascade hypothesis
Hardy, J. A., & Higgins, G. A. (1992) · Science · doi:10.1126/science.1566067 · Cited by 7,484
Hyperglycemia and adverse pregnancy outcomes
(2008) · New England Journal of Medicine · doi:10.1056/nejmoa0707943 · Cited by 5,563
Querfurth, H. W., & LaFerla, F. M. (2010) · New England Journal of Medicine · doi:10.1056/nejmra0909142 · Cited by 4,569
Guh, D. P., Zhang, W., Bansback, N., Amarsi, Z., Birmingham, C. L., & Anis, A. H. (2009) · BMC Public Health · doi:10.1186/1471-2458-9-88 · Cited by 3,855
Hotamisligil, G. S., Arner, P., Caro, J. F., Atkinson, R. L., & Spiegelman, B. M. (1995) · Journal of Clinical Investigation · doi:10.1172/jci117936 · Cited by 3,543
Subcutaneous and visceral adipose tissue: their relation to the metabolic syndrome
Wajchenberg, B. L. (2000) · Endocrine Reviews · doi:10.1210/edrv.21.6.0415 · Cited by 2,961
Beta-band oscillations—Signalling the status quo?
Engel, A. K., & Fries, P. (2010) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2010.02.015 · Cited by 2,953
Rasch, B., & Born, J. (2013) · Physiological Reviews · doi:10.1152/physrev.00032.2012 · Cited by 2,783 · cited 1×
“Since sleep plays a crucial role in the formation of memory traces, particularly in the declarative memory domain (286), the role of central nervous insulin in the sleep-related formation of memory contents was investigated in healthy men and women (102).”
BackgroundCritical nodes in signalling pathways: insights into insulin action
Taniguchi, C. M., Emanuelli, B., & Kahn, C. R. (2006) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm1837 · Cited by 2,760
Amyloid deposition as the central event in the aetiology of Alzheimer’s disease
Hardy, J., & Allsop, D. (1991) · Trends in Pharmacological Sciences · doi:10.1016/0165-6147(91)90609-v · Cited by 2,538
Central nervous system control of food intake and body weight
Morton, G. J., Cummings, D. E., Baskin, D. G., Barsh, G. S., & Schwartz, M. W. (2006) · Nature · doi:10.1038/nature05026 · Cited by 2,503
Talbot, K., Wang, H.-Y., Kazi, H., Han, L.-Y., Bakshi, K. P., Stucky, A., Fuino, R. L., Kawaguchi, K. R., Samoyedny, A. J., Wilson, R. S., et al. (2012) · Journal of Clinical Investigation · doi:10.1172/jci59903 · Cited by 1,871
Steen, E., Terry, B. M., J. Rivera, E., Cannon, J. L., Neely, T. R., Tavares, R., Xu, X. J., Wands, J. R., & de la Monte, S. M. (2005) · Journal of Alzheimer's Disease · doi:10.3233/jad-2005-7107 · Cited by 1,703
Brain foods: The effects of nutrients on brain function.
Gómez-Pinilla, F. (2008) · Nature Reviews Neuroscience · doi:10.1038/nrn2421 · Cited by 1,372
Reiman, E. M., Caselli, R. J., Yun, L. S., Chen, K., Bandy, D., Minoshima, S., Thibodeau, S. N., & Osborne, D. (1996) · New England Journal of Medicine · doi:10.1056/nejm199603213341202 · Cited by 1,366
Dabelea, D., Hanson, R. L., Lindsay, R. S., Pettitt, D. J., Imperatore, G., Gabir, M. M., Roumain, J., Bennett, P. H., & Knowler, W. C. (2000) · Diabetes · doi:10.2337/diabetes.49.12.2208 · Cited by 1,277 · cited 1×
“This increased risk is independent of genetic or environmental background (77).”
BackgroundChronic intracerebroventricular infusion of insulin reduces food intake and body weight of baboons
Woods, S. C., Lotter, E. C., McKay, L. D., & Porte, D. (1979) · Nature · doi:10.1038/282503a0 · Cited by 1,114
Hyperinsulinemia produces both sympathetic neural activation and vasodilation in normal humans.
Anderson, E. A., Hoffman, R. P., Balon, T. W., Sinkey, C. A., & Mark, A. L. (1991) · Journal of Clinical Investigation · doi:10.1172/jci115260 · Cited by 1,075
Identification and characterization of metabolically benign obesity in humans
Stefan, N. (2008) · Archives of Internal Medicine · doi:10.1001/archinte.168.15.1609 · Cited by 1,049
Functional brain abnormalities in young adults at genetic risk for late-onset Alzheimer's dementia
Reiman, E. M., Chen, K., Alexander, G. E., Caselli, R. J., Bandy, D., Osborne, D., Saunders, A. M., & Hardy, J. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2635903100 · Cited by 977
Age, Neuropathology, and Dementia
Savva, G. M., Wharton, S. B., Ince, P. G., Forster, G., Matthews, F. E., & Brayne, C. (2009) · New England Journal of Medicine · doi:10.1056/nejmoa0806142 · Cited by 900
Moloney, A. M., Griffin, R. J., Timmons, S., O’Connor, R., Ravid, R., & O’Neill, C. (2010) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2008.04.002 · Cited by 764
Brain insulin and insulin receptors in aging and sporadic Alzheimer’s disease
Frölich, L., Blum-Degen, D., Bernstein, H.-G., Engelsberger, S., Humrich, J., Laufer, S., Muschner, D., Thalheimer, A., Türk, A., Hoyer, S., et al. (1998) · Journal of Neural Transmission · doi:10.1007/s007020050068 · Cited by 748
Rivera, E. J., Goldin, A., Fulmer, N., Tavares, R., Wands, J. R., & de la Monte, S. M. (2005) · Journal of Alzheimer s Disease · doi:10.3233/jad-2005-8304 · Cited by 723 · cited 1×
“Compared with healthy controls, AD brains displayed lower insulin signaling and insulin receptors (294, 335).”
ResultDecreasing hypothalamic insulin receptors causes hyperphagia and insulin resistance in rats
Obici, S., Feng, Z., Karkanias, G., Baskin, D. G., & Rossetti, L. (2002) · Nature Neuroscience · doi:10.1038/nn0602-861 · Cited by 719
Synaptic mechanisms for plasticity in neocortex
Feldman, D. E. (2009) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.051508.135516 · Cited by 704
Intranasal insulin improves memory in humans
Benedict, C., Hallschmid, M., Hatke, A., Schultes, B., Fehm, H. L., Born, J., & Kern, W. (2004) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2004.04.003 · Cited by 699
Self-citationElevated body mass index is associated with executive dysfunction in otherwise healthy adults
Gunstad, J., Paul, R. H., Cohen, R. A., Tate, D. F., Spitznagel, M. B., & Gordon, E. (2007) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2006.05.001 · Cited by 668
De Felice, F. G., Vieira, M. N. N., Bomfim, T. R., Decker, H., Velasco, P. T., Lambert, M. P., Viola, K. L., Zhao, W.-Q., Ferreira, S. T., & Klein, W. L. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0809158106 · Cited by 657
Fetuses of obese mothers develop insulin resistance in utero
Catalano, P. M., Presley, L., Minium, J., & Hauguel-de Mouzon, S. (2009) · Diabetes Care · doi:10.2337/dc08-2077 · Cited by 655
Hypothalamic KATP channels control hepatic glucose production
Pocai, A., Lam, T. K. T., Gutierrez-Juarez, R., Obici, S., Schwartz, G. J., Bryan, J., Aguilar-Bryan, L., & Rossetti, L. (2005) · Nature · doi:10.1038/nature03439 · Cited by 645
Amyloid beta oligomers induce impairment of neuronal insulin receptors
Zhao, W., De Felice, F. G., Fernandez, S., Chen, H., Lambert, M. P., Quon, M. J., Krafft, G. A., & Klein, W. L. (2008) · The FASEB Journal · doi:10.1096/fj.06-7703com · Cited by 587
Craft, S., Peskind, E., Schwartz, M. W., Schellenberg, G. D., Raskind, M., & Porte, D. (1998) · Neurology · doi:10.1212/wnl.50.1.164 · Cited by 560
Memory improvement following induced hyperinsulinemia in Alzheimer’s disease
Craft, S., Newcomer, J., Kanne, S., Dagogo-Jack, S., Cryer, P., Sheline, Y., Luby, J., Dagogo-Jack, A., & Alderson, A. (1996) · Neurobiology of Aging · doi:10.1016/0197-4580(95)02002-0 · Cited by 538
Baura, G. D., Foster, D. M., Porte, D., Kahn, S. E., Bergman, R. N., Cobelli, C., & Schwartz, M. W. (1993) · Journal of Clinical Investigation · doi:10.1172/jci116773 · Cited by 489
The Diabetes Prevention Program Research Group (2005) · Diabetes · doi:10.2337/diabetes.54.8.2404 · Cited by 446
Hill, J. M., Lesniak, M. A., Pert, C. B., & Roth, J. (1986) · Neuroscience · doi:10.1016/0306-4522(86)90082-5 · Cited by 413
Efficacy of PPAR-γ agonist pioglitazone in mild Alzheimer disease
Sato, T., Hanyu, H., Hirao, K., Kanetaka, H., Sakurai, H., & Iwamoto, T. (2011) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2009.10.009 · Cited by 387
The Addictive Dimensionality of Obesity
Volkow, N. D., Wang, G.-J., Tomasi, D., & Baler, R. D. (2013) · Biological Psychiatry · doi:10.1016/j.biopsych.2012.12.020 · Cited by 380
Differential Sensitivity to Central Leptin and Insulin in Male and Female Rats
Clegg, D. J., Riedy, C. A., Smith, K. A. B., Benoit, S. C., & Woods, S. C. (2003) · Diabetes · doi:10.2337/diabetes.52.3.682 · Cited by 332
Soluble Aβ Inhibits Specific Signal Transduction Cascades Common to the Insulin Receptor Pathway
Townsend, M., Mehta, T., & Selkoe, D. J. (2007) · Journal of Biological Chemistry · doi:10.1074/jbc.m610390200 · Cited by 318
Dysregulation of insulin receptor substrate 2 in β cells and brain causes obesity and diabetes
Lin, X., Taguchi, A., Park, S., Kushner, J. A., Li, F., Li, Y., & White, M. F. (2004) · Journal of Clinical Investigation · doi:10.1172/jci22217 · Cited by 313
Effects of glucagon-like peptide 1 on appetite and body weight: focus on the CNS
van Bloemendaal, L., ten Kulve, J. S., la Fleur, S. E., Ijzerman, R. G., & Diamant, M. (2014) · Journal of Endocrinology · doi:10.1530/joe-13-0414 · Cited by 312
Intranasal Insulin Improves Memory in Humans: Superiority of Insulin Aspart
Benedict, C., Hallschmid, M., Schmitz, K., Schultes, B., Ratter, F., Fehm, H. L., Born, J., & Kern, W. (2007) · Neuropsychopharmacology · doi:10.1038/sj.npp.1301193 · Cited by 302
Self-citationBenedict, C., Kern, W., Schultes, B., Born, J., & Hallschmid, M. (2008) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2007-2606 · Cited by 296 · cited 3×
“Healthy young men were observed to consume fewer calories when they acutely received 160 U of regular human insulin via the intranasal pathway (25).”
BackgroundIntranasal Insulin Reduces Body Fat in Men but not in Women
Hallschmid, M., Benedict, C., Schultes, B., Fehm, H.-L., Born, J., & Kern, W. (2004) · Diabetes · doi:10.2337/diabetes.53.11.3024 · Cited by 281 · cited 3×
“Eight weeks of intranasal insulin treatment reduced body weight and body fat content in healthy men but not in women (144), whereas obese men did not lose body fat during intranasal insulin treatment but still showed improved declarative memory performance (FIGURE 8) (143).”
BackgroundSelf-citationKanaya, A. M., Barrett-Connor, E., Gildengorin, G., & Yaffe, K. (2004) · Archives of Internal Medicine · doi:10.1001/archinte.164.12.1327 · Cited by 255
Wolf, P., Beiser, A., Elias, M., Au, R., Vasan, R., & Seshadri, S. (2007) · Current Alzheimer Research · doi:10.2174/156720507780362263 · Cited by 254
Impaired insulin action in the human brain: causes and metabolic consequences
Heni, M., Kullmann, S., Preissl, H., Fritsche, A., & Häring, H.-U. (2015) · Nature Reviews Endocrinology · doi:10.1038/nrendo.2015.173 · Cited by 245
Self-citationMarks, D. R., Tucker, K., Cavallin, M. A., Mast, T. G., & Fadool, D. A. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.1350-09.2009 · Cited by 242
Intraventricular insulin reduces food intake and body weight of lean but not obese zucker rats
Ikeda, H., West, D. B., Pustek, J. J., Figlewicz, D. P., Greenwood, M. R. C., Porte, D., & Woods, S. C. (1986) · Appetite · doi:10.1016/s0195-6663(86)80006-x · Cited by 230
Tschritter, O., Preissl, H., Hennige, A. M., Stumvoll, M., Porubska, K., Frost, R., Marx, H., Klösel, B., Lutzenberger, W., Birbaumer, N., et al. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0604404103 · Cited by 223
Self-citationCirculating glucose levels modulate neural control of desire for high-calorie foods in humans
Page, K. A., Seo, D., Belfort-DeAguiar, R., Lacadie, C., Dzuira, J., Naik, S., Amarnath, S., Constable, R. T., Sherwin, R. S., & Sinha, R. (2011) · Journal of Clinical Investigation · doi:10.1172/jci57873 · Cited by 212 · cited 2×
“With the use of the glucose clamp technique, glucose ingestion, and intranasal insulin administration, all prefrontal regions were shown to be significantly responsive to insulin across all modalities (140, 164, 165, 197, 213, 216, 217, 269, 270).”
BackgroundMethodInsulin Regulates Brain Function, but How Does It Get There?
Gray, S. M., Meijer, R. I., & Barrett, E. J. (2014) · Diabetes · doi:10.2337/db14-0340 · Cited by 206
Insulin and insulin receptors in rodent brain
Havrankova, J., Brownstein, M., & Roth, J. (1981) · Diabetologia · doi:10.1007/bf00254492 · Cited by 201
Zhang, H., Hao, Y., Manor, B., Novak, P., Milberg, W., Zhang, J., Fang, J., & Novak, V. (2015) · Diabetes · doi:10.2337/db14-1000 · Cited by 176
Kullmann, S., Heni, M., Veit, R., Scheffler, K., Machann, J., Häring, H.-U., Fritsche, A., & Preissl, H. (2015) · Diabetes Care · doi:10.2337/dc14-2319 · Cited by 175
Self-citationObese men respond to cognitive but not to catabolic brain insulin signaling
Hallschmid, M., Benedict, C., Schultes, B., Born, J., & Kern, W. (2008) · International Journal of Obesity · doi:10.1038/sj.ijo.0803722 · Cited by 165
Self-citationEffect of Intranasal Insulin on Cognitive Function: A Systematic Review
Shemesh, E., Rudich, A., Harman-Boehm, I., & Cukierman-Yaffe, T. (2012) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2011-1802 · Cited by 162
McCaffery, J. M., Haley, A. P., Sweet, L. H., Phelan, S., Raynor, H. A., Del Parigi, A., Cohen, R., & Wing, R. R. (2009) · The American Journal of Clinical Nutrition · doi:10.3945/ajcn.2009.27924 · Cited by 161
Evidence for altered transport of insulin across the blood–brain barrier in insulin-resistant humans
Heni, M., Schöpfer, P., Peter, A., Sartorius, T., Fritsche, A., Synofzik, M., Häring, H.-U., Maetzler, W., & Hennige, A. M. (2014) · Acta Diabetologica · doi:10.1007/s00592-013-0546-y · Cited by 158
Self-citationThambisetty, M., Metter, E. J., Yang, A., Dolan, H., Marano, C., Zonderman, A. B., Troncoso, J. C., Zhou, Y., Wong, D. F., Ferrucci, L., et al. (2013) · JAMA Neurology · doi:10.1001/jamaneurol.2013.284 · Cited by 155
Transgenic rescue of insulin receptor–deficient mice
Okamoto, H., Nakae, J., Kitamura, T., Park, B.-C., Dragatsis, I., & Accili, D. (2004) · Journal of Clinical Investigation · doi:10.1172/jci200421645 · Cited by 151
Intraventricular insulin and leptin reduce food intake and body weight in C57BL/6J mice
Brown, L. M., Clegg, D. J., Benoit, S. C., & Woods, S. C. (2006) · Physiology & Behavior · doi:10.1016/j.physbeh.2006.08.008 · Cited by 139
Ott, V., Benedict, C., Schultes, B., Born, J., & Hallschmid, M. (2012) · Diabetes, Obesity and Metabolism · doi:10.1111/j.1463-1326.2011.01490.x · Cited by 139
Self-citationBenedict, C., Brede, S., Schiöth, H. B., Lehnert, H., Schultes, B., Born, J., & Hallschmid, M. (2011) · Diabetes · doi:10.2337/db10-0329 · Cited by 129
Self-citationDash, S., Xiao, C., Morgantini, C., Koulajian, K., & Lewis, G. F. (2015) · Diabetes · doi:10.2337/db14-0685 · Cited by 108
Amyloid-β Triggers the Release of Neuronal Hexokinase 1 from Mitochondria
Saraiva, L. M., Seixas da Silva, G. S., Galina, A., da-Silva, W. S., Klein, W. L., Ferreira, S. T., & De Felice, F. G. (2010) · PLoS ONE · doi:10.1371/journal.pone.0015230 · Cited by 94
Insulin Action in the Human Brain: Evidence from Neuroimaging Studies
Kullmann, S., Heni, M., Fritsche, A., & Preissl, H. (2015) · Journal of Neuroendocrinology · doi:10.1111/jne.12254 · Cited by 83
Self-citationEffects of Intranasal Insulin on Hepatic Fat Accumulation and Energy Metabolism in Humans
Gancheva, S., Koliaki, C., Bierwagen, A., Nowotny, P., Heni, M., Fritsche, A., Häring, H.-U., Szendroedi, J., & Roden, M. (2015) · Diabetes · doi:10.2337/db14-0892 · Cited by 81
Self-citationThe impact of diabetes on cerebral structure and function
Seaquist, E. R. (2015) · Psychosomatic Medicine · doi:10.1097/psy.0000000000000207 · Cited by 74
Hallschmid, M., Jauch-Chara, K., Korn, O., Mölle, M., Rasch, B., Born, J., Schultes, B., & Kern, W. (2010) · Diabetes · doi:10.2337/db09-1493 · Cited by 61
Self-citationImpaired glucose tolerance in midlife and longitudinal changes in brain function during aging
Thambisetty, M., Beason-Held, L. L., An, Y., Kraut, M., Metter, J., Egan, J., Ferrucci, L., O'Brien, R., & Resnick, S. M. (2013) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2013.03.025 · Cited by 54
Hennige, A. M., Sartorius, T., Lutz, S. Z., Tschritter, O., Preissl, H., Hopp, S., Fritsche, A., Rammensee, H.-G., Ruth, P., & Häring, H.-U. (2009) · Diabetologia · doi:10.1007/s00125-009-1522-5 · Cited by 41
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Petersen, M. C., & Shulman, G. I. (2018) · Physiological Reviews · doi:10.1152/physrev.00063.2017 · Cited by 3,028
The PI3K/AKT Pathway in Obesity and Type 2 Diabetes
Huang, X., Liu, G., Guo, J., & Su, Z. (2018) · International Journal of Biological Sciences · doi:10.7150/ijbs.27173 · Cited by 1,673
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BackgroundHallmarks of Brain Aging: Adaptive and Pathological Modification by Metabolic States
Mattson, M. P., & Arumugam, T. V. (2018) · Cell Metabolism · doi:10.1016/j.cmet.2018.05.011 · Cited by 1,242
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Metadata
- Authors
- Kullmann, S., Heni, M., Hallschmid, M., Fritsche, A., Preissl, H., & Häring, H.-U.
- Venue
- Physiological Reviews
- Publisher
- American Physiological Society
- Published
- 2016-10
- Volume
- 96
- Issue
- 4
- Pages
- 1169-1209
- ISSN
- 0031-9333 (ISSN-L)
- 1522-1210
- OpenAlex
- W2497601590
- Cited by
- 622
- References
- 76
- FWCI
- 4.55
- Type
- journal article
- Language
- en
- Open access
- closed
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