Analysis of brain metabolism by proton magnetic resonance spectroscopy (1H-MRS) in attention-deficit/hyperactivity disorder suggests a generalized differential ontogenic pattern from controls
Open accessAbstract
Attention-deficit/hyperactivity disorder (ADHD) is the most common behavioral disorder of childhood. Preliminary studies with proton magnetic resonance spectroscopy ((1)H-MRS) of the brain have reported differences in brain metabolite concentration-to-Cr ratios between individuals with ADHD and unaffected controls in several frontal brain regions including anterior cingulate cortex. Using multivoxel (1)H-MRS, we compared 14 individuals affected with ADHD to 20 individuals without ADHD from the same genetic isolate. After controlling by sex, age, and multiple testing, we found significant differences at the right posterior cingulate of the Glx/Cr ratio density distribution function between ADHD cases and controls (P < 0.05). Furthermore, we found several interactions of metabolite concentration-to-Cr ratio, age, and ADHD status: Ins/Cr and Glx/Cr ratios at the left posterior cingulate, and NAA/Cr at the splenius, right posterior cingulate, and at the left posterior cingulate. We also found a differential metabolite ratio interaction between ADHD cases and controls for Ins/Cr and NAA/Cr at the right striatum. These results show that: (1) NAA/Cr, Glx/Cr, and Ins/Cr ratios, as reported in other studies, exhibit significant differences between ADHD cases and controls; (2) differences of these metabolite ratios between ADHD cases and controls evolve in specific and recognizable patterns throughout age, a finding that replicates previous results obtained by structural MRI, where is demonstrated that brain ontogeny follows a different program in ADHD cases and controls; (3) Ins/Cr and NAA/Cr ratios, at the right striatum, interact in a differential way between ADHD cases and controls. As a whole, these results replicate previous 1H-MRS findings and add new intriguing differential metabolic and ontogeny patterns between ADHD cases and controls that warrant further pursue.
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Proton MRI studies have reported glutamatergic deficits in frontal cortical and striatal regions in individuals with ADHD that may be related to cognitive control and symptom severity.
“Studies examining neurometabolism using proton MRIs have reported glutamatergic deficits in the frontal cortical and striatal regions in individuals with ADHD that may be related to cognitive control and symptom severity (12, 222, 223).”
From The pharmacology of amphetamine and methylphenidate: Relevance to the neurobiology of attention-deficit/hyperactivity disorder and other psychiatric comorbidities (2018) · cites this paper as [223]
The Introduction (page unavailable) reports a lower Glx/Cr ratio in the right anterior cingulate cortex of adults with ADHD, supporting a frontal-region deficit in that population. But it reports higher Glx/Cr ratios in frontal-striatal regions in other studies, and the Results (page unavailable) do not establish a striatal glutamatergic deficit or a link to cognitive control or symptom severity. (LLM, conf=0.87)
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Cites
Swanson, J. M., Kinsbourne, M., Nigg, J., Lanphear, B., Stefanatos, G. A., Volkow, N., Taylor, E., Casey, B. J., Castellanos, F. X., & Wadhwa, P. D. (2007) · Neuropsychology Review · doi:10.1007/s11065-007-9019-9 · Cited by 580 · see citing works
Self-citationGenetics of population isolates
Arcos‐Burgos, M., & Muenke, M. (2002) · Clinical Genetics · doi:10.1034/j.1399-0004.2002.610401.x · Cited by 271 · see citing works
Self-citationProal, E. (2011) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2011.117 · Cited by 207 · see citing works
Pineda, D. A., Palacio, L. G., Puerta, I. C., Merchán, V., Arango, C. P., Galvis, A. Y., Gómez, M., Aguirre, D. C., Lopera, F., & Arcos-Burgos, M. (2007) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-007-0605-4 · Cited by 98 · see citing works
Latent class subtyping of attention-deficit/hyperactivity disorder and comorbid conditions
Acosta, M. T., Castellanos, F. X., Bolton, K. L., Balog, J. Z., Eagen, P., Nee, L., Jones, J., Palacio, L., Sarampote, C., Russell, H. F., et al. (2008) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/chi.0b013e318173f70b · Cited by 82 · see citing works
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Research works printed but not linked: 23
- Arcos-Burgos M Castellanos FX Lopera F Pineda D Palacio JD Garcia M Henao GC Palacio LG Berg K Bailey-Wilson JE Muenke M Attention-deficit/hyperactivity disorder (ADHD): feasibility of linkage analysis in a genetic isolate using extended and multigenerational pedigrees Clin Genet 2002 61 5 335 343 12081716
- Arcos-Burgos M Castellanos FX Pineda D Lopera F Palacio JD Palacio LG Rapoport JL Berg K Bailey-Wilson JE Muenke M Attention-deficit/hyperactivity disorder in a population isolate: linkage to loci at 4q13.2, 5q33.3, 11q22, and 17p11 Am J Hum Genet 2004 75 6 998 1014 15497111 PMC1182160
- Benjamini Y Drai D Elmer G Kafkafi N Golani I Controlling the false discovery rate in behavior genetics research Behav Brain Res 2001 125 1–2 279 284 11682119
- Benjamini Y Hochberg Y Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing Journal of the Royal Statisyical Society Series B (Methodological) 1995 57 1 289 300
- Biederman J Faraone SV Attention-deficit hyperactivity disorder Lancet 2005 366 9481 237 248 16023516
- Castillo M Smith JK Kwock L Correlation of myo-inositol levels and grading of cerebral astrocytomas AJNR Am J Neuroradiol 2000 21 9 1645 1649 11039343 PMC8174883
- Ellison-Wright I Ellison-Wright Z Bullmore E Structural brain change in Attention Deficit Hyperactivity Disorder identified by meta-analysis BMC Psychiatry 2008 8 51 18590567 PMC2453122
- Faraone SV Biederman J Mennin D Gershon J Tsuang MT A prospective four-year follow-up study of children at risk for ADHD: psychiatric, neuropsychological, and psychosocial outcome J Am Acad Child Adolesc Psychiatry 1996 35 11 1449 1459 8936911
- Hesslinger B Thiel T Tebartz van Elst L Hennig J Ebert D Attention-deficit disorder in adults with or without hyperactivity: where is the difference? A study in humans using short echo (1)H-magnetic resonance spectroscopy Neurosci Lett 2001 304 1–2 117 119 11335068
- Kadota T Horinouchi T Kuroda C Development and aging of the cerebrum: assessment with proton MR spectroscopy AJNR Am J Neuroradiol 2001 22 1 128 135 11158898 PMC7975536
- Krain AL Castellanos FX Brain development and ADHD Clin Psychol Rev 2006 26 4 433 444 16480802
- Lopera F Palacio LG Jimenez I Villegas P Puerta IC Pineda D Jimenez M Arcos-Burgos M Discrimination between genetic factors in attention deficit Rev Neurol 1999 28 7 660 664 10363289
- MacMaster FP Carrey N Sparkes S Kusumakar V Proton spectroscopy in medication-free pediatric attention-deficit/hyperactivity disorder Biol Psychiatry 2003 53 2 184 187 12547476
- Moore CM Biederman J Wozniak J Mick E Aleardi M Wardrop M Dougherty M Harpold T Hammerness P Randall E Renshaw PF Differences in brain chemistry in children and adolescents with attention deficit hyperactivity disorder with and without comorbid bipolar disorder: a proton magnetic resonance spectroscopy study Am J Psychiatry 2006 163 2 316 318 16449488 PMC4068129
- Palacio JD Castellanos FX Pineda DA Lopera F Arcos-Burgos M Quiroz YT Henao GC Puerta IC Ramirez DL Rapoport JL Bailey-Wilson J Berg K Muenke M Attention-deficit/hyperactivity disorder and comorbidities in 18 Paisa Colombian multigenerational families J Am Acad Child Adolesc Psychiatry 2004 43 12 1506 1515 15564820
- Pelham WE Foster EM Robb JA The economic impact of attention-deficit/hyperactivity disorder in children and adolescents J Pediatr Psychol 2007 32 6 711 727 17556402
- Perlov E Philipsen A Hesslinger B Buechert M Ahrendts J Feige B Bubl E Hennig J Ebert D Tebartz van Elst L Reduced cingulate glutamate/glutamine-to-creatine ratios in adult patients with attention deficit/hyperactivity disorder -- a magnet resonance spectroscopy study J Psychiatr Res 2007 41 11 934 941 17303167
- Perlov E Philipsen A Matthies S Drieling T Maier S Bubl E Hesslinger B Buechert M Henning J Ebert D Tebartz Van Elst L Spectroscopic findings in attention-deficit/hyperactivity disorder: review and meta-analysis World J Biol Psychiatry 2009 10 4 Pt 2 355 365 18609427
- Pineda DA Lopera F Puerta IC Trujillo-Orrego N Aguirre-Acevedo DC Hincapie-Henao L Arango CP Acosta MT Holzinger SI Palacio JD Pineda-Alvarez DE Velez JI Martinez AF Lewis JE Muenke M Arcos-Burgos M Potential cognitive endophenotypes in multigenerational families: segregating ADHD from a genetic isolate Atten Defic Hyperact Disord 2011 3 3 291 299 21779842 PMC4131930
- Provencher SW Automatic quantitation of localized in vivo 1H spectra with LCModel NMR Biomed 2001 14 4 260 264 11410943
- Shaw P Eckstrand K Sharp W Blumenthal J Lerch JP Greenstein D Clasen L Evans A Giedd J Rapoport JL Attention-deficit/hyperactivity disorder is characterized by a delay in cortical maturation Proc Natl Acad Sci U S A 2007 104 49 19649 19654 18024590 PMC2148343
- Smigielska-Kuzia J Sobaniec W Brain metabolic profile obtained by proton magnetic resonance spectroscopy HMRS in children with Down syndrome Adv Med Sci 2007 52 Suppl 1 183 187 18229661
- Sun L Jin Z Zang YF Zeng YW Liu G Li Y Seidman LJ Faraone SV Wang YF Differences between attention-deficit disorder with and without hyperactivity: a 1H-magnetic resonance spectroscopy study Brain Dev 2005 27 5 340 344 16023548
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Faraone, S. V. (2018) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2018.02.001 · Cited by 631 · see citing works
Ende, G., Cackowski, S., Van Eijk, J., Sack, M., Demirakca, T., Kleindienst, N., Bohus, M., Sobanski, E., Krause-Utz, A., & Schmahl, C. (2016) · Neuropsychopharmacology · doi:10.1038/npp.2015.153 · Cited by 163 · see citing works
Naaijen, J., Lythgoe, D. J., Amiri, H., Buitelaar, J. K., & Glennon, J. C. (2015) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2015.02.009 · Cited by 117 · see citing works
Vidor, M. V., Panzenhagen, A. C., Martins, A. R., Cupertino, R. B., Bandeira, C. E., Picon, F. A., da Silva, B. S., Vitola, E. S., Rohde, L. A., Rovaris, D. L., et al. (2022) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-022-01397-6 · Cited by 29 · see citing works
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Lewis, N., Villani, A., & Lagopoulos, J. (2025) · Neuroscience · doi:10.1016/j.neuroscience.2025.01.031 · Cited by 25 · see citing works
Wiguna, T., Guerrero, A. P. S., Wibisono, S., & Sastroasmoro, S. (2014) · Clinical Psychopharmacology and Neuroscience · doi:10.9758/cpn.2014.12.2.137 · Cited by 17 · see citing works
- Authors
- Arcos-Burgos, M., Londoño, A. C., Pineda, D. A., Lopera, F., Palacio, J. D., Arbelaez, A., Acosta, M. T., Vélez, J. I., Castellanos, F. X., & Muenke, M.
- Affiliations
- Universidad de Antioquia (CO)
- National Institutes of Health (US)
- Nathan Kline Institute for Psychiatric Research (US)
- Corresponding author
- Muenke, Maximilian
- ORCID
- Venue
- ADHD Attention Deficit and Hyperactivity Disorders
- Published
- 2012-07-20
- Volume
- 4
- Issue
- 4
- Pages
- 205-212
- ISSN
- 1866-6116 (ISSN-L)
- 1866-6647
- PMC
- PMC3508358
- OpenAlex
- W1982266128
- Cited by
- 26
- References
- 5
- Citations by year
- 2025: 2 · 2024: 3 · 2023: 1 · 2022: 2 · 2021: 1 · 2018: 2 · 2017: 1 · 2016: 2 · 2015: 4 · 2014: 5 · 2013: 3
- FWCI
- 2.74
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- ADHD Attention Deficit and Hyperactivity Disorders (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- ANU Open Research (Australian National University) (submittedVersion)
- Repositorio Digital - Academia Colombiana de Ciencias Exactas, Fisicas y Naturales (submittedVersion)
- Funders
- Universidad de Antioquia
- National Institutes of Health
- National Human Genome Research Institute (ZIAHG000175)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Attention Deficit Hyperactivity Disorder
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced MRI Techniques and Applications
- Life Sciences › Neuroscience › Cognitive Neuroscience › Autism Spectrum Disorder Research
- Keywords
- attention deficit hyperactivity disorder, brain metabolism, 1H NMR, NAA/Cr ratio, posterior cingulate cortex, striatum, brain ontogeny, age-related metabolic changes, genetic isolate
- MeSH terms
- Adolescent, Adult, Aspartic Acid, Attention Deficit Disorder with Hyperactivity, Brain, Choline, Creatine, Female, Glutamine, Humans, Inositol, Male, Middle Aged, Magnetic Resonance Spectroscopy, Protons, Linear Models, Case-Control Studies, Glutamic Acid, Statistics, Nonparametric, Functional Neuroimaging
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