Abstract
Abnormal iron accumulation within the brain is associated with various neurodegenerative diseases; however, there is debate about whether milder disorders of systemic iron loading, such as haemochromatosis, affect the brain. Arguments on both sides of the debate are often based on some common assumptions that have not been rigorously tested by appropriate experimentation. Recent research from our lab has applied high-throughput molecular techniques such as microarray to models of dietary and genetic iron loading to identify subtle but important effects on molecular systems in the brain that may go undetected by other methods commonly used in the field. In this chapter, we review the existing research in animal models and human patients and discuss the strengths and limitations of the different approaches commonly used. Using our findings as an example, we argue that transcriptomic methods can provide unique insights into how systemic iron loading can affect the brain and suggest some basic guidelines for extracting the most robust and reliable information from microarray studies.
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References
Johnstone D, Milward EA (2010) Molecular genetic approaches to understanding the roles and regulation of iron in brain health and disease. J Neurochem 113:1387–1402
Jazwinska EC, Cullen LM, Busfield F, Pyper WR, Webb SI, Powell LW et al (1996) Haemochromatosis and HLA-H. Nat Genet 14:249–251
Brissot P, Moirand R, Jouanolle AM, Guyader D, Le Gall JY, Deugnier Y et al (1999) A genotypic study of 217 unrelated probands diagnosed as “genetic hemochromatosis” on “classical” phenotypic criteria. J Hepatol 30:588–593
Pietrangelo A (2006) Hereditary hemochromatosis. Annu Rev Nutr 26:251–270
Adams PC, Barton JC (2007) Haemochromatosis. Lancet 370:1855–1860
Ayonrinde OT, Milward EA, Chua AC, Trinder D, Olynyk JK (2008) Clinical perspectives on hereditary hemochromatosis. Crit Rev Clin Lab Sci 45:451–484
Sobotka TJ, Whittaker P, Sobotka JM, Brodie RE, Quander DY, Robl M et al (1996) Neurobehavioral dysfunctions associated with dietary iron overload. Physiol Behav 59:213–219
Fredriksson A, Schroder N, Eriksson P, Izquierdo I, Archer T (1999) Neonatal iron exposure induces neurobehavioural dysfunctions in adult mice. Toxicol Appl Pharmacol 159:25–30
Pinero D, Jones B, Beard J (2001) Variations in dietary iron alter behavior in developing rats. J Nutr 131:311–318
Maaroufi K, Ammari M, Jeljeli M, Roy V, Sakly M, Abdelmelek H (2009) Impairment of emotional behavior and spatial learning in adult Wistar rats by ferrous sulfate. Physiol Behav 96:343–349
Eroglu Y, Byrne WJ (2009) Hepatic encephalopathy. Emerg Med Clin N Am 27:401–414
Bridle KR, Crawford DH, Fletcher LM, Smith JL, Powell LW, Ramm GA (2003) Evidence for a sub-morphological inflammatory process in the liver in haemochromatosis. J Hepatol 38:426–433
Demougeot C, Methy D, Prigent-Tessier A, Garnier P, Bertrand N, Guilland JC et al (2003) Effects of a direct injection of liposoluble iron into rat striatum. Importance of the rate of iron delivery to cells. Free Radic Res 37:59–67
Junxia X, Hong J, Wenfang C, Ming Q (2003) Dopamine release rather than content in the caudate putamen is associated with behavioral changes in the iron rat model of Parkinson’s disease. Exp Neurol 182:483–489
Bueno-Nava A, Gonzalez-Pina R, Alfaro-Rodriguez A (2010) Iron-dextran injection into the substantia nigra in rats decreases striatal dopamine content ipsilateral to the injury site and impairs motor function. Metab Brain Dis 25:235–239
Pinero DJ, Li NQ, Connor JR, Beard JL (2000) Variations in dietary iron alter brain iron metabolism in developing rats. J Nutr 130:254–263
Moos T, Oates PS, Morgan EH (1999) Iron-independent neuronal expression of transferrin receptor mRNA in the rat. Brain Res Mol Brain Res 72:231–234
Kaur D, Peng J, Chinta SJ, Rajagopalan S, Di Monte DA, Cherny RA et al (2007) Increased murine neonatal iron intake results in Parkinson-like neurodegeneration with age. Neurobiol Aging 28:907–913
Wang Q, Luo W, Zheng W, Liu Y, Xu H, Zheng G et al (2007) Iron supplement prevents lead-induced disruption of the blood-brain barrier during rat development. Toxicol Appl Pharmacol 219:33–41
Becker JS, Zoriy M, Matusch A, Wu B, Salber D, Palm C (2010) Bioimaging of metals by laser ablation inductively coupled plasma mass spectrometry (LA-ICP-MS). Mass Spectrom Rev 29:156–175
Chang YZ, Qian ZM, Wang K, Zhu L, Yang XD, Du JR et al (2005) Effects of development and iron status on ceruloplasmin expression in rat brain. J Cell Physiol 204:623–631
Ke Y, Chang YZ, Duan XL, Du JR, Zhu L, Wang K et al (2005) Age-dependent and iron-independent expression of two mRNA isoforms of divalent metal transporter 1 in rat brain. Neurobiol Aging 26:739–748
Qian ZM, Chang YZ, Zhu L, Yang L, Du JR, Ho KP et al (2007) Development and iron-dependent expression of hephaestin in different brain regions of rats. J Cell Biochem 102:1225–1233
Crichton RR, Dexter DT, Ward RJ (2011) Brain iron metabolism and its perturbation in neurological diseases. J Neural Transm Suppl 118:301–314
Miyajima H, Nishimura Y, Mizoguchi K, Sakamoto M, Shimizu T, Honda N (1987) Familial apoceruloplasmin deficiency associated with blepharospasm and retinal degeneration. Neurology 37:761–767
Takahashi Y, Miyajima H, Shirabe S, Nagataki S, Suenaga A, Gitlin JD (1996) Characterization of a nonsense mutation in the ceruloplasmin gene resulting in diabetes and neurodegenerative disease. Hum Mol Genet 5:81–84
Lucato LT, Otaduy MC, Barbosa ER, Machado AA, McKinney A, Bacheschi LA et al (2005) Proton MR spectroscopy in Wilson disease: analysis of 36 cases. AJNR Am J Neuroradiol 26:1066–1071
Hellman NE, Gitlin JD (2002) Ceruloplasmin metabolism and function. Annu Rev Nutr 22:439–458
de Bie P, Muller P, Wijmenga C, Klomp LW (2007) Molecular pathogenesis of Wilson and Menkes disease: correlation of mutations with molecular defects and disease phenotypes. J Med Genet 44:673–688
McNeill A, Pandolfo M, Kuhn J, Shang H, Miyajima H (2008) The neurological presentation of ceruloplasmin gene mutations. Eur Neurol 60:200–205
Duce JA, Tsatsanis A, Cater MA, James SA, Robb E, Wikhe K et al (2010) Iron-export ferroxidase activity of beta-amyloid precursor protein is inhibited by zinc in Alzheimer’s disease. Cell 142:857–867
Rogers JT, Randall JD, Cahill CM, Eder PS, Huang X, Gunshin H et al (2002) An iron-responsive element type II in the 5'-untranslated region of the Alzheimer’s amyloid precursor protein transcript. J Biol Chem 277:45518–45528
Burdo JR, Simpson IA, Menzies S, Beard J, Connor JR (2004) Regulation of the profile of iron-management proteins in brain microvasculature. J Cereb Blood Flow Metab 24:67–74
Elseweidy MM, Abd El-Baky AE (2008) Effect of dietary iron overload in rat brain: oxidative stress, neurotransmitter level and serum metal ion in relation to neurodegenerative disorders. Indian J Exp Biol 46:855–858
Demarquay G, Setiey A, Morel Y, Trepo C, Chazot G, Broussolle E (2000) Clinical report of three patients with hereditary hemochromatosis and movement disorders. Mov Disord 15:1204–1209
Demarquay G, Thobois S, Latour P, Broussolle E (2006) Hereditary hemochromatosis and movement disorders: the still controversial relationship. Response to Russo et al. in J Neurol (2004) 251:849–852. J Neurol 253:261–262
Rutgers MP, Pielen A, Gille M (2007) Chronic cerebellar ataxia and hereditary hemochromatosis: causal or coincidental association? J Neurol 254:1296–1297
Russo N, Edwards M, Andrews T, O’Brien M, Bhatia KP (2004) Hereditary haemochromatosis is unlikely to cause movement disorders–a critical review. J Neurol 251:849–852
Fasano A, Bentivoglio AR, Colosimo C (2007) Movement disorder due to aceruloplasminemia and incorrect diagnosis of hereditary hemochromatosis. J Neurol 254:113–114
Golub MS, Germann SL, Araiza RS, Reader JR, Griffey SM, Lloyd KC (2005) Movement disorders in the Hfe knockout mouse. Nutr Neurosci 8:239–244
LaVaute T, Smith S, Cooperman S, Iwai K, Land W, Meyron-Holtz E et al (2001) Targeted deletion of the gene encoding iron regulatory protein-2 causes misregulation of iron metabolism and neurodegenerative disease in mice. Nat Genet 27:209–214
Galy B, Holter SM, Klopstock T, Ferring D, Becker L, Kaden S et al (2006) Iron homeostasis in the brain: complete iron regulatory protein 2 deficiency without symptomatic neurodegeneration in the mouse. Nat Genet 38:967–969
Liu M, Xiao DS, Qian ZM (2007) Identification of transcriptionally regulated genes in response to cellular iron availability in rat hippocampus. Mol Cell Biochem 300:139–147
Tefferi A, Bolander ME, Ansell SM, Wieben ED, Spelsberg TC (2002) Primer on medical genomics. Part III: Microarray experiments and data analysis. Mayo Clin Proc 77:927–940
Shi L, Reid LH, Jones WD, Shippy R, Warrington JA, Baker SC et al (2006) The MicroArray Quality Control (MAQC) project shows inter- and intraplatform reproducibility of gene expression measurements. Nat Biotechnol 24:1151–1161
Chen JJ, Hsueh HM, Delongchamp RR, Lin CJ, Tsai CA (2007) Reproducibility of microarray data: a further analysis of microarray quality control (MAQC) data. BMC Bioinforma 8:412
Quackenbush J (2001) Computational analysis of microarray data. Nat Rev Genet 2:418–427
Workman C, Jensen LJ, Jarmer H, Berka R, Gautier L, Nielser HB et al (2002) A new non-linear normalization method for reducing variability in DNA microarray experiments. Genome Biol 3:research0048
Shippy R, Fulmer-Smentek S, Jensen RV, Jones WD, Wolber PK, Johnson CD et al (2006) Using RNA sample titrations to assess microarray platform performance and normalization techniques. Nat Biotechnol 24:1123–1131
Reiner A, Yekutieli D, Benjamini Y (2003) Identifying differentially expressed genes using false discovery rate controlling procedures. Bioinformatics 19:368–375
Rothman KJ (1990) No adjustments are needed for multiple comparisons. Epidemiology 1:43–46
Bender R, Lange S (2001) Adjusting for multiple testing–when and how? J Clin Epidemiol 54:343–349
Shi L, Perkins RG, Fang H, Tong W (2008) Reproducible and reliable microarray results through quality control: good laboratory proficiency and appropriate data analysis practices are essential. Curr Opin Biotechnol 19:10–18
Maouche S, Poirier O, Godefroy T, Olaso R, Gut I, Collet JP et al (2008) Performance comparison of two microarray platforms to assess differential gene expression in human monocyte and macrophage cells. BMC Genomics 9:302
Clardy SL, Wang X, Zhao W, Liu W, Chase GA, Beard JL et al (2006) Acute and chronic effects of developmental iron deficiency on mRNA expression patterns in the brain. J Neural Transm Suppl 71:173–196
Beard JL, Connor JR (2003) Iron status and neural functioning. Annu Rev Nutr 23:41–58
Ortiz E, Pasquini JM, Thompson K, Felt B, Butkus G, Beard J et al (2004) Effect of manipulation of iron storage, transport, or availability on myelin composition and brain iron content in three different animal models. J Neurosci Res 77:681–689
Beard J, Han O (2009) Systemic iron status. Biochim Biophys Acta 1790:584–588
Fleming RE, Holden CC, Tomatsu S, Waheed A, Brunt EM, Britton RS et al (2001) Mouse strain differences determine severity of iron accumulation in Hfe knockout model of hereditary hemochromatosis. Proc Natl Acad Sci USA 98:2707–2711
Dupic F, Fruchon S, Bensaid M, Loreal O, Brissot P, Borot N et al (2002) Duodenal mRNA expression of iron related genes in response to iron loading and iron deficiency in four strains of mice. Gut 51:648–653
Drake SF, Morgan EH, Herbison CE, Delima R, Graham RM, Chua AC et al (2007) Iron absorption and hepatic iron uptake are increased in a transferrin receptor 2 (Y245X) mutant mouse model of hemochromatosis type 3. Am J Physiol Gastrointest Liver Physiol 292:G323–G328
Moos T, Trinder D, Morgan EH (2000) Cellular distribution of ferric iron, ferritin, transferrin and divalent metal transporter 1 (DMT1) in substantia nigra and basal ganglia of normal and beta2-microglobulin deficient mouse brain. Cell Mol Biol (Noisy-le-grand) 46:549–561
Lykkesfeldt J, Morgan E, Christen S, Skovgaard LT, Moos T (2007) Oxidative stress and damage in liver, but not in brain, of Fischer 344 rats subjected to dietary iron supplementation with lipid-soluble [(3,5,5-trimethylhexanoyl)ferrocene]. J Biochem Mol Toxicol 21:145–155
Zhou XY, Tomatsu S, Fleming RE, Parkkila S, Waheed A, Jiang J et al (1998) HFE gene knockout produces mouse model of hereditary hemochromatosis. Proc Natl Acad Sci USA 95:2492–2497
Johnstone D, Milward EA (2010) Genome-wide microarray analysis of brain gene expression in mice on a short-term high iron diet. Neurochem Int 56:856–863
Johnstone D, Acikyol B, Graham RM, Trinder D, Scott RJ, Olynyk JK et al (2010) Gene expression studies in three different mouse models support the case for neurologic sequelae in iron overload disorders and provide new insights into mechanism. Society for Neuroscience Meeting, San Diego, USA
Dong XP, Cheng X, Mills E, Delling M, Wang F, Kurz T et al (2008) The type IV mucolipidosis-associated protein TRPML1 is an endolysosomal iron release channel. Nature 455:992–996
Terman A, Brunk UT (2004) Lipofuscin. Int J Biochem Cell Biol 36:1400–1404
Hohn A, Jung T, Grimm S, Grune T (2010) Lipofuscin-bound iron is a major intracellular source of oxidants: role in senescent cells. Free Radic Biol Med 48:1100–1108
De Meyer GR, De Keulenaer GW, Martinet W (2010) Role of autophagy in heart failure associated with aging. Hear Fail Rev 15:423–430
Brunk UT, Jones CB, Sohal RS (1992) A novel hypothesis of lipofuscinogenesis and cellular aging based on interactions between oxidative stress and autophagocytosis. Mutat Res 275:395–403
Gray DA, Woulfe J (2005) Lipofuscin and aging: a matter of toxic waste. Sci Aging Knowledge Environ 2005:re1
Street VA, Bennett CL, Goldy JD, Shirk AJ, Kleopa KA, Tempel BL et al (2003) Mutation of a putative protein degradation gene LITAF/SIMPLE in Charcot-Marie-Tooth disease 1C. Neurology 60:22–26
Mortazavi A, Williams BA, McCue K, Schaeffer L, Wold B (2008) Mapping and quantifying mammalian transcriptomes by RNA-Seq. Nat Methods 5:621–628
Wilhelm BT, Marguerat S, Watt S, Schubert F, Wood V, Goodhead I et al (2008) Dynamic repertoire of a eukaryotic transcriptome surveyed at single-nucleotide resolution. Nature 453:1239–1243
Wang Z, Gerstein M, Snyder M (2009) RNA-Seq: a revolutionary tool for transcriptomics. Nat Rev Genet 10:57–63
Nagalakshmi U, Waern K, Snyder M (2010) RNA-Seq: a method for comprehensive transcriptome analysis. Curr Protoc Mol Biol Chapter 4:Unit 4.11.11–13
Morey JS, Ryan JC, Van Dolah FM (2006) Microarray validation: factors influencing correlation between oligonucleotide microarrays and real-time PCR. Biol Proced Online 8:175–193
Twine NA, Janitz K, Wilkins MR, Janitz M (2011) Whole transcriptome sequencing reveals gene expression and splicing differences in brain regions affected by Alzheimer’s disease. PLoS One 6:e16266
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Milward, E. et al. (2012). Brain changes in iron loading disorders. In: Linert, W., Kozlowski, H. (eds) Metal Ions in Neurological Systems. Springer, Vienna. https://doi.org/10.1007/978-3-7091-1001-0_2
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DOI: https://doi.org/10.1007/978-3-7091-1001-0_2
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