1
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Alamin M, Sultana MH, Xu H, Mollah MNH. Robustification of Linear Regression and Its Application in Genome-Wide Association Studies. Front Genet 2020; 11:549. [PMID: 32582288 PMCID: PMC7295010 DOI: 10.3389/fgene.2020.00549] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2019] [Accepted: 05/07/2020] [Indexed: 11/13/2022] Open
Abstract
Regression analysis is one of the most popular statistical techniques that attempt to explore the relationships between a response (dependent) variable and one or more explanatory (independent) variables. To test the overall significance of regression, F-statistic is used if the parameters are estimated by the least-squares estimators (LSEs), while if the parameters are estimated by the maximum likelihood estimators (MLEs), the likelihood ratio test (LRT) statistic is used. However, both procedures produce misleading results and often fail to provide good fits to the reasonable space of the dataset in the presence of outlying observations. Moreover, outliers occur very frequently in any real datasets as well as in the molecular OMICS datasets. Hence, an effort is made in this study to robustify MLE based regression analysis by maximizing the β-likelihood function. The tuning parameter β is selected by cross-validation. For β = 0, the proposed method reduces to the classical MLE based regression analysis. We inspect the performance of the proposed method using both synthetic and real data analysis. The results of simulations indicate that the proposed method performs better than traditional methods in both outliers and high leverage points to estimate the parameters and mean square errors. The results of relative efficiency analysis show that the proposed estimator is relatively less affected than the popular estimators, including S, MM, and fast-S for normal error distribution in case high dimension and outliers. Also, real data analysis results demonstrated that the proposed method shows robust properties with respect to data contaminations, overcome the drawback of the traditional methods. Genome-wide association studies (GWAS) by the proposed method identify the vital gene influencing hypertension and iron level in the liver and spleen of mice. Furthermore, we have identified 15 and 21 significant SNPs for chalkiness degree and chalkiness percentage, respectively, by GWAS based on the proposed method. The variant of the SNPs might be provided the new resources for grain quality traits and could be used for further molecular and physiological analysis to enhance the better quality of rice grain. These results offer an important basis for further understanding of the robust regression analysis, which might be applied in various fields, including business, genetics, and bioinformatics.
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Affiliation(s)
- Md Alamin
- Institute of Crop Science and Institute of Bioinformatics, College of Agriculture and Biotechnology, Zhejiang University, Hangzhou, China.,Bioinformatics Lab, Department of Statistics, University of Rajshahi, Rajshahi, Bangladesh
| | - Most Humaira Sultana
- Institute of Crop Science and Institute of Bioinformatics, College of Agriculture and Biotechnology, Zhejiang University, Hangzhou, China
| | - Haiming Xu
- Institute of Crop Science and Institute of Bioinformatics, College of Agriculture and Biotechnology, Zhejiang University, Hangzhou, China
| | - Md Nurul Haque Mollah
- Bioinformatics Lab, Department of Statistics, University of Rajshahi, Rajshahi, Bangladesh
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2
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An P, Wang J, Wang H, Jiang L, Wang J, Min J, Wang F. Gnpat does not play an essential role in systemic iron homeostasis in murine model. J Cell Mol Med 2020; 24:4118-4126. [PMID: 32108988 PMCID: PMC7171407 DOI: 10.1111/jcmm.15068] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Revised: 01/14/2020] [Accepted: 01/16/2020] [Indexed: 12/13/2022] Open
Abstract
The GNPAT variant rs11558492 (p.D519G) was identified as a novel genetic factor that modifies the iron‐overload phenotype in homozygous carriers of the HFE p.C282Y variant. However, the reported effects of the GNPAT p.D519G variant vary among study populations. Here, we investigated the role of GNPAT in iron metabolism using Gnpat‐knockout (Gnpat−/−), Gnpat/Hfe double‐knockout (Gnpat−/−Hfe−/− or DKO) mice and hepatocyte‐specific Gnpat‐knockout mice (Gnpatfl/fl;Alb‐Cre). Our analysis revealed no significant difference between wild‐type (Gnpat+/+) and Gnpat−/− mice, between Hfe−/− and DKO mice, or between Gnpatfl/fl and Gnpatfl/fl;Alb‐Cre with respect to serum iron and tissue iron. In addition, the expression of hepcidin was not affected by deleting Gnpat expression in the presence or absence of Hfe. Feeding Gnpat−/− and DKO mice a high‐iron diet had no effect on tissue iron levels compared with wild‐type and Hfe−/− mice, respectively. Gnpat knockdown in primary hepatocytes from wild‐type or Hfe−/− mice did not alter hepcidin expression, but it repressed BMP6‐induced hepcidin expression. Taken together, these results support the hypothesis that deleting Gnpat expression has no effect on either systemic iron metabolism or the iron‐overload phenotype that develops in Hfe−/− mice, suggesting that GNPAT does not directly mediate iron homeostasis under normal or high‐iron dietary conditions.
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Affiliation(s)
- Peng An
- Beijing Advanced Innovation Center for Food Nutrition and Human Health, China Agricultural University, Beijing, China
| | - Jiaming Wang
- School of Public Health, The First Affiliated Hospital, Institute of Translational Medicine, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, School of Medicine, Zhejiang University, Hangzhou, China
| | - Hao Wang
- Precision Nutrition Innovation Center, School of Public Health, Zhengzhou University, Zhengzhou, China
| | - Li Jiang
- School of Public Health, The First Affiliated Hospital, Institute of Translational Medicine, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, School of Medicine, Zhejiang University, Hangzhou, China
| | - Jia Wang
- Precision Nutrition Innovation Center, School of Public Health, Zhengzhou University, Zhengzhou, China
| | - Junxia Min
- School of Public Health, The First Affiliated Hospital, Institute of Translational Medicine, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, School of Medicine, Zhejiang University, Hangzhou, China
| | - Fudi Wang
- Beijing Advanced Innovation Center for Food Nutrition and Human Health, China Agricultural University, Beijing, China.,School of Public Health, The First Affiliated Hospital, Institute of Translational Medicine, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, School of Medicine, Zhejiang University, Hangzhou, China.,Precision Nutrition Innovation Center, School of Public Health, Zhengzhou University, Zhengzhou, China
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3
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McLachlan S, Page KE, Lee SM, Loguinov A, Valore E, Hui ST, Jung G, Zhou J, Lusis AJ, Fuqua B, Ganz T, Nemeth E, Vulpe CD. Hamp1 mRNA and plasma hepcidin levels are influenced by sex and strain but do not predict tissue iron levels in inbred mice. Am J Physiol Gastrointest Liver Physiol 2017; 313:G511-G523. [PMID: 28798083 PMCID: PMC5792216 DOI: 10.1152/ajpgi.00307.2016] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2016] [Revised: 07/17/2017] [Accepted: 07/24/2017] [Indexed: 01/31/2023]
Abstract
Iron homeostasis is tightly regulated, and the peptide hormone hepcidin is considered to be a principal regulator of iron metabolism. Previous studies in a limited number of mouse strains found equivocal sex- and strain-dependent differences in mRNA and serum levels of hepcidin and reported conflicting data on the relationship between hepcidin (Hamp1) mRNA levels and iron status. Our aim was to clarify the relationships between strain, sex, and hepcidin expression by examining multiple tissues and the effects of different dietary conditions in multiple inbred strains. Two studies were done: first, Hamp1 mRNA, liver iron, and plasma diferric transferrin levels were measured in 14 inbred strains on a control diet; and second, Hamp1 mRNA and plasma hepcidin levels in both sexes and iron levels in the heart, kidneys, liver, pancreas, and spleen in males were measured in nine inbred/recombinant inbred strains raised on an iron-sufficient or high-iron diet. Both sex and strain have a significant effect on both hepcidin mRNA (primarily a sex effect) and plasma hepcidin levels (primarily a strain effect). However, liver iron and diferric transferrin levels are not predictors of Hamp1 mRNA levels in mice fed iron-sufficient or high-iron diets, nor are the Hamp1 mRNA and plasma hepcidin levels good predictors of tissue iron levels, at least in males. We also measured plasma erythroferrone, performed RNA-sequencing analysis of liver samples from six inbred strains fed the iron-sufficient, low-iron, or high-iron diets, and explored differences in gene expression between the strains with the highest and lowest hepcidin levels.NEW & NOTEWORTHY Both sex and strain have a significant effect on both hepcidin mRNA (primarily a sex effect) and plasma hepcidin levels (primarily a strain effect). Liver iron and diferric transferrin levels are not predictors of Hamp1 mRNA levels in mice, nor are the Hamp1 mRNA and plasma hepcidin levels good predictors of tissue iron levels, at least in males.
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Affiliation(s)
- Stela McLachlan
- Centre for Population Health Sciences, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, United Kingdom;
| | - Kathryn E. Page
- 2Department of Nutritional Science & Toxicology, University of California, Berkeley, California;
| | - Seung-Min Lee
- 3Department of Food and Nutrition, College of Human Ecology, Yonsei University, Seoul, Korea;
| | - Alex Loguinov
- 5Department of Physiological Sciences, College of Veterinary Medicine, University of Florida, Gainesville, Florida
| | - Erika Valore
- 4Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, California; and
| | - Simon T. Hui
- 4Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, California; and
| | - Grace Jung
- 4Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, California; and
| | - Jie Zhou
- 5Department of Physiological Sciences, College of Veterinary Medicine, University of Florida, Gainesville, Florida
| | - Aldons J. Lusis
- 4Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, California; and
| | - Brie Fuqua
- 4Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, California; and
| | - Tomas Ganz
- 4Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, California; and
| | - Elizabeta Nemeth
- 4Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, California; and
| | - Chris D. Vulpe
- 2Department of Nutritional Science & Toxicology, University of California, Berkeley, California; ,5Department of Physiological Sciences, College of Veterinary Medicine, University of Florida, Gainesville, Florida
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4
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Pilati N, Linley DM, Selvaskandan H, Uchitel O, Hennig MH, Kopp-Scheinpflug C, Forsythe ID. Acoustic trauma slows AMPA receptor-mediated EPSCs in the auditory brainstem, reducing GluA4 subunit expression as a mechanism to rescue binaural function. J Physiol 2016; 594:3683-703. [PMID: 27104476 PMCID: PMC4929335 DOI: 10.1113/jp271929] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2015] [Accepted: 04/13/2016] [Indexed: 12/19/2022] Open
Abstract
KEY POINTS Lateral superior olive (LSO) principal neurons receive AMPA receptor (AMPAR) - and NMDA receptor (NMDAR)-mediated EPSCs and glycinergic IPSCs. Both EPSCs and IPSCs have slow kinetics in prehearing animals, which during developmental maturation accelerate to sub-millisecond decay time-constants. This correlates with a change in glutamate and glycine receptor subunit composition quantified via mRNA levels. The NMDAR-EPSCs accelerate over development to achieve decay time-constants of 2.5 ms. This is the fastest NMDAR-mediated EPSC reported. Acoustic trauma (AT, loud sounds) slow AMPAR-EPSC decay times, increasing GluA1 and decreasing GluA4 mRNA. Modelling of interaural intensity difference suggests that the increased EPSC duration after AT shifts interaural level difference to the right and compensates for hearing loss. Two months after AT the EPSC decay times recovered to control values. Synaptic transmission in the LSO matures by postnatal day 20, with EPSCs and IPSCs having fast kinetics. AT changes the AMPAR subunits expressed and slows the EPSC time-course at synapses in the central auditory system. ABSTRACT Damaging levels of sound (acoustic trauma, AT) diminish peripheral synapses, but what is the impact on the central auditory pathway? Developmental maturation of synaptic function and hearing were characterized in the mouse lateral superior olive (LSO) from postnatal day 7 (P7) to P96 using voltage-clamp and auditory brainstem responses. IPSCs and EPSCs show rapid acceleration during development, so that decay kinetics converge to similar sub-millisecond time-constants (τ, 0.87 ± 0.11 and 0.77 ± 0.08 ms, respectively) in adult mice. This correlated with LSO mRNA levels for glycinergic and glutamatergic ionotropic receptor subunits, confirming a switch from Glyα2 to Glyα1 for IPSCs and increased expression of GluA3 and GluA4 subunits for EPSCs. The NMDA receptor (NMDAR)-EPSC decay τ accelerated from >40 ms in prehearing animals to 2.6 ± 0.4 ms in adults, as GluN2C expression increased. In vivo induction of AT at around P20 disrupted IPSC and EPSC integration in the LSO, so that 1 week later the AMPA receptor (AMPAR)-EPSC decay was slowed and mRNA for GluA1 increased while GluA4 decreased. In contrast, GlyR IPSC and NMDAR-EPSC decay times were unchanged. Computational modelling confirmed that matched IPSC and EPSC kinetics are required to generate mature interaural level difference functions, and that longer-lasting EPSCs compensate to maintain binaural function with raised auditory thresholds after AT. We conclude that LSO excitatory and inhibitory synaptic drive matures to identical time-courses, that AT changes synaptic AMPARs by expression of subunits with slow kinetics (which recover over 2 months) and that loud sounds reversibly modify excitatory synapses in the brain, changing synaptic function for several weeks after exposure.
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Affiliation(s)
- Nadia Pilati
- Autifony Srl Laboratories, Medicines Research Centre, 37135, Verona, Italy.,MRC Toxicology Unit, Hodgkin Bldg, University of Leicester, Leicester, LE1 9HN, UK
| | - Deborah M Linley
- Department of Neuroscience, Psychology & Behaviour, University of Leicester, Leicester, LE1 9HN, UK
| | - Haresh Selvaskandan
- Department of Neuroscience, Psychology & Behaviour, University of Leicester, Leicester, LE1 9HN, UK
| | - Osvaldo Uchitel
- Instituto de Fisiología y Biología Molecular y Neurociencias, Universidad de Buenos Aires-CONICET, Facultad de Ciencias Exactas y Naturales, Ciudad Universitaria, C1428-Buenos Aires, Argentina
| | - Matthias H Hennig
- Institute for Adaptive and Neural Computation, School of Informatics, University of Edinburgh, Edinburgh, EH8 9AB, UK.,SynthSys, C. H. Waddington Building, The Kings Buildings Campus, Edinburgh, UK
| | - Cornelia Kopp-Scheinpflug
- MRC Toxicology Unit, Hodgkin Bldg, University of Leicester, Leicester, LE1 9HN, UK.,Department of Biology II, Ludwig-Maximilians-Universität München, Planegg-Martinsried, D-82152, Munich, Germany
| | - Ian D Forsythe
- MRC Toxicology Unit, Hodgkin Bldg, University of Leicester, Leicester, LE1 9HN, UK.,Department of Neuroscience, Psychology & Behaviour, University of Leicester, Leicester, LE1 9HN, UK
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5
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Redina OE, Smolenskaya SE, Abramova TO, Markel AL. Genetic loci for spleen weight and blood pressure in ISIAH rats with inherited stress-induced arterial hypertension. Mol Biol 2014. [DOI: 10.1134/s0026893314030169] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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6
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Unbiased RNAi screen for hepcidin regulators links hepcidin suppression to proliferative Ras/RAF and nutrient-dependent mTOR signaling. Blood 2014; 123:1574-85. [PMID: 24385536 DOI: 10.1182/blood-2013-07-515957] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
The hepatic hormone hepcidin is a key regulator of systemic iron metabolism. Its expression is largely regulated by 2 signaling pathways: the "iron-regulated" bone morphogenetic protein (BMP) and the inflammatory JAK-STAT pathways. To obtain broader insights into cellular processes that modulate hepcidin transcription and to provide a resource to identify novel genetic modifiers of systemic iron homeostasis, we designed an RNA interference (RNAi) screen that monitors hepcidin promoter activity after the knockdown of 19 599 genes in hepatocarcinoma cells. Interestingly, many of the putative hepcidin activators play roles in signal transduction, inflammation, or transcription, and affect hepcidin transcription through BMP-responsive elements. Furthermore, our work sheds light on new components of the transcriptional machinery that maintain steady-state levels of hepcidin expression and its responses to the BMP- and interleukin-6-triggered signals. Notably, we discover hepcidin suppression mediated via components of Ras/RAF MAPK and mTOR signaling, linking hepcidin transcriptional control to the pathways that respond to mitogen stimulation and nutrient status. Thus using a combination of RNAi screening, reverse phase protein arrays, and small molecules testing, we identify links between the control of systemic iron homeostasis and critical liver processes such as regeneration, response to injury, carcinogenesis, and nutrient metabolism.
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7
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Delaby C, Oustric V, Schmitt C, Muzeau F, Robreau AM, Letteron P, Couchi E, Yu A, Lyoumi S, Deybach JC, Puy H, Karim Z, Beaumont C, Grandchamp B, Demant P, Gouya L. Epistasis in iron metabolism: complex interactions between Cp, Mon1a, and Slc40a1 loci and tissue iron in mice. Mamm Genome 2013; 24:427-38. [PMID: 24121729 DOI: 10.1007/s00335-013-9479-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2013] [Accepted: 08/29/2013] [Indexed: 11/29/2022]
Abstract
Disorders of iron metabolism are among the most common acquired and constitutive diseases. Hemochromatosis has a solid genetic basis and in Northern European populations it is usually associated with homozygosity for the C282Y mutation in the HFE protein. However, the penetrance of this mutation is incomplete and the clinical presentation is highly variable. The rare and common variants identified so far as genetic modifiers of HFE-related hemochromatosis are unable to account for the phenotypic heterogeneity of this disorder. There are wide variations in the basal iron status of common inbred mouse strains, and this diversity may reflect the genetic background of the phenotypic diversity under pathological conditions. We therefore examined the genetic basis of iron homeostasis using quantitative trait loci mapping applied to the HcB-15 recombinant congenic strains for tissue and serum iron indices. Two highly significant QTL containing either the N374S Mon1a mutation or the Ferroportin locus were found to be major determinants in spleen and liver iron loading. Interestingly, when considering possible epistatic interactions, the effects of Mon1a on macrophage iron export are conditioned by the genotype at the Slc40a1 locus. Only mice that are C57BL/10ScSnA homozygous at both loci display a lower spleen iron burden. Furthermore, the liver-iron lowering effect of the N374S Mon1a mutation is observed only in mice that display a nonsense mutation in the Ceruloplasmin (Cp) gene. This study highlights the existence of genetic interactions between Cp, Mon1a, and the Slc40a1 locus in iron metabolism, suggesting that epistasis may be a crucial determinant of the variable biological and clinical presentations in iron disorders.
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8
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Guo X, Zhang Z, Zhang F, Tao Y, An P, Wu Q, Wang CY, Knutson MD, Wang F. Fine-mapping and genetic analysis of the loci affecting hepatic iron overload in mice. PLoS One 2013; 8:e63280. [PMID: 23675470 PMCID: PMC3651197 DOI: 10.1371/journal.pone.0063280] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2012] [Accepted: 03/29/2013] [Indexed: 12/12/2022] Open
Abstract
The liver, as the major organ for iron storage and production of hepcidin, plays pivotal roles in maintaining mammalian iron homeostasis. A previous study showed that Quantitative Trait Loci (QTLs) on chromosome 7 (Chr7) and 16 (Chr16) may control hepatic non-heme iron overload in an F2 intercross derived from C57BL/6J (B6) and SWR/J (SWR) mice. In this study, we aimed to validate the existence of these loci and identify the genes responsible for the phenotypic variations by generating congenic mice carrying SWR chromosome segments expanding these QTLs (D7Mit68-D7Mit71 and D16Mit125-D16Mit185, respectively). We excluded involvement of Chr7 based on the lack of iron accumulation in congenic mice. In contrast, liver iron accumulation was observed in Chr16 congenic mice. Through use of a series of subcongenic murine lines the interval on Chr16 was further fine-mapped to a 0.8 Mb segment spanning 11 genes. We found that the mRNA expression pattern in the liver remained unchanged for all 11 genes tested. Most importantly, we detected 4 missense mutations in 3 candidate genes including Sidt1 (P172R), Spice1(R708S), Boc (Q1051R) and Boc (S450-insertion in B6 allele) in the liver of SWR homozygous congenic mice. To further delineate potential modifier gene(s), we reconstituted seven candidate genes, Sidt1, Boc, Zdhhc23, Gramd1c, Atp6v1a, Naa50 and Gtpbp8, in mouse liver through hydrodynamic transfection. However, we were unable to detect significant changes in liver iron levels upon reconstitution of these candidate genes. Taken together, our work provides strong genetic evidence of the existence of iron modifiers on Chr16. Moreover, we were able to delineate the phenotypically responsible region to a 0.8 Mb region containing 11 coding genes, 3 of which harbor missense mutations, using a series of congenic mice.
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Affiliation(s)
- Xin Guo
- Key Laboratory of Nutrition and Metabolism, Shanghai Key Laboratory of Pediatric Gastroenterology and Nutrition, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Graduate School of the Chinese Academy of Sciences, Shanghai, China
- Department of Nutrition, Institute of
Nutrition and Food Safety, School of Public Health, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou,
P.R. China
| | - Zhuzhen Zhang
- Key Laboratory of Nutrition and Metabolism, Shanghai Key Laboratory of Pediatric Gastroenterology and Nutrition, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Graduate School of the Chinese Academy of Sciences, Shanghai, China
- Department of Nutrition, Institute of
Nutrition and Food Safety, School of Public Health, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou,
P.R. China
| | - Fan Zhang
- Key Laboratory of Nutrition and Metabolism, Shanghai Key Laboratory of Pediatric Gastroenterology and Nutrition, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Graduate School of the Chinese Academy of Sciences, Shanghai, China
- Department of Nutrition, Institute of
Nutrition and Food Safety, School of Public Health, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou,
P.R. China
| | - Yunlong Tao
- Key Laboratory of Nutrition and Metabolism, Shanghai Key Laboratory of Pediatric Gastroenterology and Nutrition, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Graduate School of the Chinese Academy of Sciences, Shanghai, China
- Department of Nutrition, Institute of
Nutrition and Food Safety, School of Public Health, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou,
P.R. China
| | - Peng An
- Key Laboratory of Nutrition and Metabolism, Shanghai Key Laboratory of Pediatric Gastroenterology and Nutrition, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Graduate School of the Chinese Academy of Sciences, Shanghai, China
- Department of Nutrition, Institute of
Nutrition and Food Safety, School of Public Health, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou,
P.R. China
| | - Qian Wu
- Key Laboratory of Nutrition and Metabolism, Shanghai Key Laboratory of Pediatric Gastroenterology and Nutrition, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Graduate School of the Chinese Academy of Sciences, Shanghai, China
- Department of Nutrition, Institute of
Nutrition and Food Safety, School of Public Health, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou,
P.R. China
| | - Chia-Yu Wang
- Department of Food Science and Human Nutrition, University of Florida, Gainesville, Florida, United States of America
| | - Mitchell D. Knutson
- Department of Food Science and Human Nutrition, University of Florida, Gainesville, Florida, United States of America
| | - Fudi Wang
- Department of Nutrition, Institute of
Nutrition and Food Safety, School of Public Health, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou,
P.R. China
- * E-mail:
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9
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Gibson JN, Jellen LC, Unger EL, Morahan G, Mehta M, Earley CJ, Allen RP, Lu L, Jones BC. Genetic analysis of iron-deficiency effects on the mouse spleen. Mamm Genome 2011; 22:556-62. [PMID: 21732193 PMCID: PMC3179527 DOI: 10.1007/s00335-011-9344-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2011] [Accepted: 06/08/2011] [Indexed: 10/18/2022]
Abstract
Iron homeostasis is crucial to many biological functions in nearly all organisms, with roles ranging from oxygen transport to immune function. Disruption of iron homeostasis may result in iron overload or iron deficiency. Iron deficiency may have severe consequences, including anemia or changes in immune or neurotransmitter systems. Here we report on the variability of phenotypic iron tissue loss and splenomegaly and the associated quantitative trait loci (QTLs), polymorphic areas in the mouse genome that may contain one or more genes that play a role in spleen iron concentration or spleen weight under each dietary treatment. Mice from 26 BXD/Ty recombinant inbred strains, including the parent C57BL/6 and DBA/2 strains, were randomly assigned to adequate iron or iron-deficient diets at weaning. After 120 days, splenomegaly was measured by spleen weight, and spleen iron was assessed using a modified spectrophotometry technique. QTL analyses and gene expression comparisons were then conducted using the WebQTL GeneNetwork. We observed wide, genetic-based variability in splenomegaly and spleen iron loss in BXD/Ty recombinant inbred strains fed an iron-deficient diet. Moreover, we identified several suggestive QTLs. Matching our QTLs with gene expression data from the spleen revealed candidate genes. Our work shows that individual differences in splenomegaly response to iron deficiency are influenced at least partly by genetic constitution. We propose mechanistic hypotheses by which splenomegaly may result from iron deficiency.
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Affiliation(s)
- Jennifer N. Gibson
- Department of Biobehavioral Health, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Leslie C. Jellen
- Department of Biobehavioral Health, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Erica L. Unger
- Department of Nutritional Sciences, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Grant Morahan
- Centre for Diabetes Research, The Western Australia Institute for Medical Research, The University of Western Australia, Perth, WA Australia
| | - Munish Mehta
- Centre for Diabetes Research, The Western Australia Institute for Medical Research, The University of Western Australia, Perth, WA Australia
| | | | | | - Lu Lu
- Department of Anatomy and Neurobiology, University of Tennessee Health Sciences Center, Memphis, TN 38163, USA
| | - Byron C. Jones
- Department of Biobehavioral Health, The Pennsylvania State University, University Park, PA, 16802, USA
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10
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McLachlan S, Lee SM, Steele TM, Hawthorne PL, Zapala MA, Eskin E, Schork NJ, Anderson GJ, Vulpe CD. In silico QTL mapping of basal liver iron levels in inbred mouse strains. Physiol Genomics 2010; 43:136-47. [PMID: 21062905 DOI: 10.1152/physiolgenomics.00025.2010] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Both iron deficiency and iron excess are detrimental in many organisms, and previous studies in both mice and humans suggest that genetic variation may influence iron status in mammals. However, these genetic factors are not well defined. To address this issue, we measured basal liver iron levels in 18 inbred strains of mice of both sexes on a defined iron diet and found ∼4-fold variation in liver iron in males (lowest 153 μg/g, highest 661 μg/g) and ∼3-fold variation in females (lowest 222 μg/g, highest 658 μg/g). We carried out a genome-wide association mapping to identify haplotypes underlying differences in liver iron and three other related traits (copper and zinc liver levels, and plasma diferric transferrin levels) in a subset of 14 inbred strains for which genotype information was available. We identified two putative quantitative trait loci (QTL) that contain genes with a known role in iron metabolism: Eif2ak1 and Igf2r. We also identified four putative QTL that reside in previously identified iron-related QTL and 22 novel putative QTL. The most promising putative QTL include a 0.22 Mb region on Chromosome 7 and a 0.32 Mb region on Chromosome 11 that both contain only one candidate gene, Adam12 and Gria1, respectively. Identified putative QTL are good candidates for further refinement and subsequent functional studies.
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Affiliation(s)
- Stela McLachlan
- Department of Nutritional Science and Toxicology, University of California Berkeley, Berkeley, CA 94720, USA
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11
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Smith AG, Elder GH. Complex Gene−Chemical Interactions: Hepatic Uroporphyria As a Paradigm. Chem Res Toxicol 2010; 23:712-23. [DOI: 10.1021/tx900298k] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Affiliation(s)
- Andrew G. Smith
- MRC Toxicology Unit, Hodgkin Building, University of Leicester, Lancaster Road, Leicester LE1 9HN, U.K., and Department of Medical Biochemistry and Immunology, School of Medicine, Cardiff University, Cardiff CF14 4XN, U.K
| | - George H. Elder
- MRC Toxicology Unit, Hodgkin Building, University of Leicester, Lancaster Road, Leicester LE1 9HN, U.K., and Department of Medical Biochemistry and Immunology, School of Medicine, Cardiff University, Cardiff CF14 4XN, U.K
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McCreedy RA, Fleet JC. Forward genetics used to identify new gene Mon1a with critical role in controlling macrophage iron metabolism and iron recycling from erythrocytes. Nutr Rev 2009; 67:607-10. [PMID: 19785692 DOI: 10.1111/j.1753-4887.2009.00233.x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
A recent study used a forward genetics approach to identify a new gene whose protein product controls erythrocyte iron recycling mediated through macrophages in the spleen. Initially the investigators found a genetic region on chromosome 9 accounting for one third of the variation in spleen iron level in mice. Additional approaches to narrow the genomic region identified the gene Mon1a, which codes for a protein that acts as a novel regulator of spleen iron release. Cell-based studies showed that Mon1a is necessary for vesicular trafficking of proteins, including the iron-export protein ferroportin, to the macrophage cell membrane. The forward genetics approach, which has currently only been used sparingly by the nutrition research community, offers a powerful and unbiased approach to identifying genes important in nutritional metabolism.
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Affiliation(s)
- Rebecca A McCreedy
- Department of Foods and Nutrition, and Center for Gene Environment Interactions, Purdue University, West Lafayette, Indiana 47906-2059, USA
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13
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Regulatory variation in hepcidin expression as a heritable quantitative trait. Biochem Biophys Res Commun 2009; 384:22-7. [DOI: 10.1016/j.bbrc.2009.04.032] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2009] [Accepted: 04/09/2009] [Indexed: 01/24/2023]
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14
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Lagan AL, Melley DD, Evans TW, Quinlan GJ. Pathogenesis of the systemic inflammatory syndrome and acute lung injury: role of iron mobilization and decompartmentalization. Am J Physiol Lung Cell Mol Physiol 2008; 294:L161-74. [DOI: 10.1152/ajplung.00169.2007] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
Changes in iron homeostatic responses routinely accompany infectious or proinflammatory insults. The systemic inflammatory response syndrome (SIRS) and the development of acute lung injury (ALI) feature pronounced systemic and lung-specific alterations in iron/heme mobilization and decompartmentalization; such responses may be of pathological significance for both the onset and progression of acute inflammation. The potential for excessive iron-catalyzed oxidative stress, altered proinflammatory redox signaling, and provision of iron as a microbial growth factor represent obvious adverse aspects of altered in vivo iron handling. The release of hemoglobin during hemolytic disease or surgical procedures such as those utilizing cardiopulmonary bypass procedures further impacts on iron mobilization, turnover, and storage with associated implications. Genetic predisposition may ultimately determine the extent to which SIRS and related syndromes develop in response to such changes. The design of specific therapeutic interventions based on endogenous stratagems to limit adverse aspects of altered iron handling may prove of therapeutic benefit for the treatment of SIRS and ALI.
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15
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Wang F, Lothrop A, James N, Griffiths T, Lambert L, Leverence R, Kaltashov I, Andrews N, MacGillivray R, Mason A. A novel murine protein with no effect on iron homoeostasis is homologous with transferrin and is the putative inhibitor of carbonic anhydrase. Biochem J 2007; 406:85-95. [PMID: 17511619 PMCID: PMC1948979 DOI: 10.1042/bj20070384] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
In a search for genes that modify iron homoeostasis, a gene (1300017J02Rik) was located immediately upstream of the murine TF (transferrin) gene. However, expression of the 1300017J02Rik gene product was not responsive to a number of modulators of iron metabolism. Specifically, expression was not altered in mouse models of iron disorders including mice with deficiencies in the haemochromatosis protein Hfe, the recombination-activating protein, Rag, beta2-microglobulin, TF, ceruloplasmin or Hb, or in mice with microcytic anaemia. Additionally, neither lipopolysaccharide nor hypoxia treatment resulted in any significant changes in the 1300017J02Rik expression level. The genomic DNA sequence suggested that the 1300017J02Rik gene product might be a protein equivalent to the pICA {porcine ICA [inhibitor of CA (carbonic anhydrase)]}. The coding region for the murine 1300017J02Rik gene was placed into the pNUT expression vector. Transformed BHK cells (baby-hamster kidney cells) were transfected with this plasmid, resulting in secretion of recombinant mICA (murine ICA) into the tissue culture medium. Following purification to homogeneity, the yield of mICA from the BHK cells was found to be considerably greater (at least 4-fold) than the yield of pICA from a previously reported Pichia pastoris (yeast) expression system. MS showed that the recombinant mICA was a glycoprotein that associated with CA in a 1:1 stoichiometry. Despite its high sequence similarity to TF, titration experiments showed that mICA was unable to bind iron specifically. Although enzymatic assays revealed that mICA was able to inhibit CA, it is unclear if this is its sole or even its major function since, to date, humans and other primates appear to lack functional ICA. Lastly, we note that this member of the TF superfamily is a relatively recent addition resulting from a tandem duplication event.
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Affiliation(s)
- Fudi Wang
- *Division of Hematology/Oncology, Children's Hospital Boston, and Harvard Medical School, Boston, MA 02115, U.S.A
| | - Adam P. Lothrop
- †Department of Biochemistry, University of Vermont College of Medicine, 89 Beaumont Avenue, Burlington, VT 05405-0068, U.S.A
| | - Nicholas G. James
- †Department of Biochemistry, University of Vermont College of Medicine, 89 Beaumont Avenue, Burlington, VT 05405-0068, U.S.A
| | - Tanya A. M. Griffiths
- ‡Department of Biochemistry and Molecular Biology and Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada V6T 1Z3
| | - Lisa A. Lambert
- §Department of Biology, Chatham University, Woodland Road, Pittsburgh, PA 15232, U.S.A
| | - Rachael Leverence
- ∥Department of Chemistry, University of Massachusetts at Amherst, Amherst, MA 01003, U.S.A
| | - Igor A. Kaltashov
- ∥Department of Chemistry, University of Massachusetts at Amherst, Amherst, MA 01003, U.S.A
| | - Nancy C. Andrews
- *Division of Hematology/Oncology, Children's Hospital Boston, and Harvard Medical School, Boston, MA 02115, U.S.A
| | - Ross T. A. MacGillivray
- ‡Department of Biochemistry and Molecular Biology and Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada V6T 1Z3
| | - Anne B. Mason
- †Department of Biochemistry, University of Vermont College of Medicine, 89 Beaumont Avenue, Burlington, VT 05405-0068, U.S.A
- To whom correspondence should be addressed (email )
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Wang F, Paradkar PN, Custodio AO, McVey Ward D, Fleming MD, Campagna D, Roberts KA, Boyartchuk V, Dietrich WF, Kaplan J, Andrews NC. Genetic variation in Mon1a affects protein trafficking and modifies macrophage iron loading in mice. Nat Genet 2007; 39:1025-32. [PMID: 17632513 DOI: 10.1038/ng2059] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2007] [Accepted: 05/15/2007] [Indexed: 01/13/2023]
Abstract
We undertook a quantitative trait locus (QTL) analysis in mice to identify modifier genes that might influence the severity of human iron disorders. We identified a strong QTL on mouse chromosome 9 that differentially affected macrophage iron burden in C57BL/10J and SWR/J mice. A C57BL/10J missense allele of an evolutionarily conserved gene, Mon1a, cosegregated with the QTL in congenic mouse lines. We present evidence that Mon1a is involved in trafficking of ferroportin, the major mammalian iron exporter, to the surface of iron-recycling macrophages. Differences in amounts of surface ferroportin correlate with differences in cellular iron content. Mon1a is also important for trafficking of cell-surface and secreted molecules unrelated to iron metabolism, suggesting that it has a fundamental role in the mammalian secretory apparatus.
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Affiliation(s)
- Fudi Wang
- Division of Hematology/Oncology, Children's Hospital Boston, Boston, Massachusetts, 02115 USA
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Ajioka RS, LeBoeuf RC, Gillespie RR, Amon LM, Kushner JP. Mapping genes responsible for strain-specific iron phenotypes in murine chromosome substitution strains. Blood Cells Mol Dis 2007; 39:199-205. [PMID: 17493847 PMCID: PMC2703004 DOI: 10.1016/j.bcmd.2007.03.007] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2007] [Accepted: 03/24/2007] [Indexed: 11/16/2022]
Abstract
The highly variable clinical phenotype observed in patients homozygous for the C282Y mutation of the hereditary hemochromatosis gene (HFE) is likely due to the influence of non-HFE modifier genes. The primary functional abnormality causing iron overload in hemochromatosis is hyper-absorption of dietary iron. We found that iron absorption in inbred mice varies in a strain-specific manner, as does the pattern of iron distribution to the liver and spleen. A/J mice absorbed approximately twice the amount of 59Fe delivered by gavage compared to the C57BL/6 strain. Genetic comparisons between A/J and C57BL/6 were facilitated by the availability of consomic chromosome substitution strains (CSS). Each CSS has an individual chromosome pair from A/J on an otherwise C57BL/6J background. We found that iron absorption and iron content in liver and in spleen were continuous variables suggesting that each trait is under multigenic control. No trait co-segregated among the CSS. Chromosome 5 from A/J, however, imparted the highest iron absorption phenotype and multiple CSS had absorption levels equivalent to A/J. Chromosomes 9 and X were associated with high spleen iron content. These data suggest that multiple genes contribute to the regulation of iron absorption and that individual organ iron phenotypes are independently regulated.
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Affiliation(s)
- Richard S Ajioka
- Division of Hematology, Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT 84132, USA.
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