1
|
Graham JB, Swarts JL, Mooney M, Choonoo G, Jeng S, Miller DR, Ferris MT, McWeeney S, Lund JM. Extensive Homeostatic T Cell Phenotypic Variation within the Collaborative Cross. Cell Rep 2018; 21:2313-2325. [PMID: 29166619 PMCID: PMC5728448 DOI: 10.1016/j.celrep.2017.10.093] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2017] [Revised: 07/14/2017] [Accepted: 10/25/2017] [Indexed: 12/11/2022] Open
Abstract
The Collaborative Cross (CC) is a panel of reproducible recombinant inbred mouse strains with high levels of standing genetic variation, affording an unprecedented opportunity to perform experiments in a small animal model containing controlled genetic diversity while allowing for genetic replicates. Here, we advance the utility of this unique mouse resource for immunology research because it allows for both examination and genetic dissection of mechanisms behind adaptive immune states in mice with distinct and defined genetic makeups. This approach is based on quantitative trait locus mapping: identifying genetically variant genome regions associated with phenotypic variance in traits of interest. Furthermore, the CC can be utilized for mouse model development; distinct strains have unique immunophenotypes and immune properties, making them suitable for research on particular diseases and infections. Here, we describe variations in cellular immune phenotypes across F1 crosses of CC strains and reveal quantitative trait loci responsible for several immune phenotypes. The Collaborative Cross models the phenotypic diversity observed in human immunity QTL mapping in the CC reveals candidate genes linked to T cell phenotypes
Collapse
Affiliation(s)
- Jessica B Graham
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Jessica L Swarts
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Michael Mooney
- Division of Bioinformatics and Computational Biology, Department of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, OR 97239, USA; OHSU Knight Cancer Center Institute, Oregon Health and Science University, Portland, OR 97239, USA
| | - Gabrielle Choonoo
- Division of Bioinformatics and Computational Biology, Department of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, OR 97239, USA; OHSU Knight Cancer Center Institute, Oregon Health and Science University, Portland, OR 97239, USA
| | - Sophia Jeng
- Oregon Clinical and Translational Research Institute, Oregon Health and Science University, Portland, OR 97239, USA
| | - Darla R Miller
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Martin T Ferris
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Shannon McWeeney
- Division of Bioinformatics and Computational Biology, Department of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, OR 97239, USA; OHSU Knight Cancer Center Institute, Oregon Health and Science University, Portland, OR 97239, USA; Oregon Clinical and Translational Research Institute, Oregon Health and Science University, Portland, OR 97239, USA
| | - Jennifer M Lund
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Department of Global Health, University of Washington, Seattle, WA 98195, USA.
| |
Collapse
|
2
|
Reinholdt LG, Howell GR, Czechanski AM, Macalinao DG, MacNicoll KH, Lin CS, Donahue LR, John SWM. Generating embryonic stem cells from the inbred mouse strain DBA/2J, a model of glaucoma and other complex diseases. PLoS One 2012; 7:e50081. [PMID: 23209647 PMCID: PMC3507949 DOI: 10.1371/journal.pone.0050081] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2012] [Accepted: 10/15/2012] [Indexed: 12/18/2022] Open
Abstract
Mouse embryonic stem (ES) cells are derived from the inner cell mass of blastocyst stage embryos and are used primarily for the creation of genetically engineered strains through gene targeting. While some inbred strains of mice are permissive to the derivation of embryonic stem cell lines and are therefore easily engineered, others are nonpermissive or recalcitrant. Genetic engineering of recalcitrant strain backgrounds requires gene targeting in a permissive background followed by extensive backcrossing of the engineered allele into the desired strain background. The inbred mouse strain DBA/2J is a recalcitrant strain that is used as a model of many human diseases, including glaucoma, deafness and schizophrenia. Here, we describe the generation of germ-line competent ES cell lines derived from DBA/2J mice. We also demonstrate the utility of DBA/2J ES cells with the creation of conditional knockout allele for Endothelin-2 (Edn2) directly on the DBA/2J strain background.
Collapse
Affiliation(s)
| | - Gareth R. Howell
- The Jackson Laboratory, Bar Harbor, Maine, United States of America
- The Howard Hughes Medical Institute, Bar Harbor, Maine, United States of America
| | | | | | | | - Chyuan-Sheng Lin
- Department of Pathology and Cell Biology, Irving Cancer Research Center, Columbia University, New York, New York, United States of America
| | - Leah Rae Donahue
- The Jackson Laboratory, Bar Harbor, Maine, United States of America
| | - Simon W. M. John
- The Jackson Laboratory, Bar Harbor, Maine, United States of America
- The Howard Hughes Medical Institute, Bar Harbor, Maine, United States of America
- Department of Ophthalmology, Tufts University of Medicine, Boston, Massachusetts, United States of America
- * E-mail:
| |
Collapse
|
3
|
Fan R, Zhang Y, Albert PS, Liu A, Wang Y, Xiong M. Longitudinal association analysis of quantitative traits. Genet Epidemiol 2012; 36:856-69. [PMID: 22965819 DOI: 10.1002/gepi.21673] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2012] [Revised: 06/14/2012] [Accepted: 07/06/2012] [Indexed: 01/11/2023]
Abstract
Longitudinal genetic studies provide a valuable resource for exploring key genetic and environmental factors that affect complex traits over time. Genetic analysis of longitudinal data that incorporate temporal variations is important for understanding genetic architecture and biological variations of common complex diseases. Although they are important, there is a paucity of statistical methods to analyze longitudinal human genetic data. In this article, longitudinal methods are developed for temporal association mapping to analyze population longitudinal data. Both parametric and nonparametric models are proposed. The models can be applied to multiple diallelic genetic markers such as single-nucleotide polymorphisms and multiallelic markers such as microsatellites. By analytical formulae, we show that the models take both the linkage disequilibrium and temporal trends into account simultaneously. Variance-covariance structure is constructed to model the single measurement variation and multiple measurement correlations of an individual based on the theory of stochastic processes. Novel penalized spline models are used to estimate the time-dependent mean functions and regression coefficients. The methods were applied to analyze Framingham Heart Study data of Genetic Analysis Workshop (GAW) 13 and GAW 16. The temporal trends and genetic effects of the systolic blood pressure are successfully detected by the proposed approaches. Simulation studies were performed to find out that the nonparametric penalized linear model is the best choice in fitting real data. The research sheds light on the important area of longitudinal genetic analysis, and it provides a basis for future methodological investigations and practical applications.
Collapse
Affiliation(s)
- Ruzong Fan
- Biostatistics and Bioinformatics Branch, Division of Epidemiology, Statistics and Prevention Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Rockville, Maryland
| | | | | | | | | | | |
Collapse
|
4
|
Inselman AL, Hansen DK, Lee HY, Nakamura N, Ning B, Monteiro JP, Varma V, Kaput J. Assessment of research models for testing gene-environment interactions. Eur J Pharmacol 2011; 668 Suppl 1:S108-16. [PMID: 21816149 DOI: 10.1016/j.ejphar.2011.05.084] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2011] [Revised: 05/16/2011] [Accepted: 05/22/2011] [Indexed: 12/16/2022]
Abstract
Throughout the last century, possible effects of exposure to toxicants, nutrients or drugs were examined primarily by studies of groups or populations. Individual variation in responses was acknowledged but could not be analyzed due to lack of information or tools to analyze individual genetic make-ups and lifestyle factors such as diet and activity. The Human Genome, Haplotype Map, 1000Genomes, and Human Variome Projects are identifying and cataloging the variation found within humans. Advances in DNA sequencing technologies will soon permit the characterization of individual genomes in clinical and basic research studies, thus allowing associations to be made between an individual genotype and the response to a particular exposure. Such knowledge and tools have generated a significant challenge for scientists: to design and conduct research studies that account for individual genetic variation. However, before these studies are done in humans, they will be performed in various in vivo and in vitro models. The advantages and disadvantages of some of the model test systems that are being used or developed in relation to individual genetic make-up and responses to xenobiotics are discussed.
Collapse
Affiliation(s)
- Amy L Inselman
- Division of Personalized Nutrition and Medicine, NCTR/FDA, 3900 NCTR Rd., Jefferson, AR 72079, United States.
| | | | | | | | | | | | | | | |
Collapse
|
5
|
A new mechanism for the aging of hematopoietic stem cells: aging changes the clonal composition of the stem cell compartment but not individual stem cells. Blood 2008; 111:5553-61. [PMID: 18413859 DOI: 10.1182/blood-2007-11-123547] [Citation(s) in RCA: 246] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Whether hematopoietic stem cells (HSCs) change with aging has been controversial. Previously, we showed that the HSC compartment in young mice consists of distinct subsets, each with predetermined self-renewal and differentiation behavior. Three classes of HSCs can be distinguished based on their differentiation programs: lymphoid biased, balanced, and myeloid biased. We now show that aging causes a marked shift in the representation of these HSC subsets. A clonal analysis of repopulating HSCs demonstrates that lymphoid-biased HSCs are lost and long-lived myeloid-biased HSCs accumulate in the aged. Myeloid-biased HSCs from young and aged sources behave similarly in all aspects tested. This indicates that aging does not change individual HSCs. Rather, aging changes the clonal composition of the HSC compartment. We show further that genetic factors contribute to the age-related changes of the HSC subsets. In comparison with B6 mice, aged D2 mice show a more pronounced shift toward myeloid-biased HSCs with a corresponding reduction in the number of both T- and B-cell precursors. This suggests that low levels of lymphocytes in the blood can be a marker for HSC aging. The loss of lymphoid-biased HSCs may contribute to the impaired immune response to infectious diseases and cancers in the aged.
Collapse
|
6
|
Jones BC, Beard JL, Gibson JN, Unger EL, Allen RP, McCarthy KA, Earley CJ. Systems genetic analysis of peripheral iron parameters in the mouse. Am J Physiol Regul Integr Comp Physiol 2007; 293:R116-24. [PMID: 17475678 DOI: 10.1152/ajpregu.00608.2006] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Iron homeostasis is one of the most critical functions in living systems. Too little iron can lead to anemia and tissue-specific disorders, such as splenomegaly. Excessive systemic iron is characteristic of hemochromatosis and is implicated in the brain in Parkinson's disease. With the exception of some single gene diseases like hemochromatosis, we know little about genetic-based, individual differences in iron-related parameters and their impact on biology. To model genetic control of iron homeostasis, we measured liver, spleen, and plasma iron concentrations, hematocrit and hemoglobin, transferrin saturation, and total iron-binding capacity in several BXD/Ty recombinant inbred mouse strains derived from C57BL/6 and DBA/2 progenitors. At 120 days of age, the animals were killed for iron analysis. All measures showed genetic-based variability consistent with polygenic influence. Analysis of principal components of the seven measures revealed three factors that we named availability, transport, and storage. Quantitative trait loci (QTL) analysis revealed one suggestive QTL on chromosome 5 for availability, two suggestive QTL (one on chromosome 1 and the other on chromosome 7) for transport, and one weak QTL on chromosome 2 for storage. The results show that iron homeostasis is a complex trait and is influenced by multiple genes.
Collapse
Affiliation(s)
- Byron C Jones
- Department of Biobehavioral Health, The Pennsylvania State University, University Park, PA 16827, USA.
| | | | | | | | | | | | | |
Collapse
|
7
|
Ohno T, Katoh JI, Kikkawa Y, Yonekawa H, Nishimura M. Improved strain distribution patterns of SMXA recombinant inbred strains by microsatellite markers. Exp Anim 2004; 52:415-7. [PMID: 14625408 DOI: 10.1538/expanim.52.415] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022] Open
Abstract
To develop SMXA recombinant inbred (RI) strains as more valuable genetic resources, 302 microsatellite (Mit) loci were added to the strain distribution patterns (SDP) reported previously. The improved SDP were constructed in a total of 1085 loci containing 484 Mit markers, 571 restriction landmark genomic scanning (RLGS) spot markers and 30 others. This substantially improved SDP can be freely accessed on our homepage (http://www.med.nagoya-u.ac.jp/sisetu/SDP.htm).
Collapse
Affiliation(s)
- Tamio Ohno
- Institute for Laboratory Animal Research, Graduate School of Medicine, Nagoya University, Japan
| | | | | | | | | |
Collapse
|
8
|
García-Suárez O, Vega JA. Introduction to the aging of primary lymphoid organs: Cellular or homeostatic failure? Microsc Res Tech 2003; 62:461-3. [PMID: 14635138 DOI: 10.1002/jemt.10407] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- O García-Suárez
- Dipartimento di Morfologia, Biochimica, Fisiologia e Produzioni Animali, Università di Messina, Italy
| | | |
Collapse
|
9
|
Li L, Hsu HC, Grizzle WE, Stockard CR, Ho KJ, Lott P, Yang PA, Zhang HG, Mountz JD, William GE. Cellular mechanism of thymic involution. Scand J Immunol 2003; 57:410-22. [PMID: 12753497 DOI: 10.1046/j.1365-3083.2003.01206.x] [Citation(s) in RCA: 51] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Involution of the thymus and alterations in the development of thymocytes are the most prominent features of age-related immune senescence. We have carried out a comparative analysis of thymocyte and stroma in rapid thymic involution DBA/2 (D2) strain of mice compared with slow involution C57BL/6 (B6) strain of mice. Analysis of mice at 15 months of age suggested an age-related decrease in the thymocyte cell count, a block in the development of T cells and cortical involution in D2 mice compared with 3-month-old mice. TUNEL (terminal-deoxynucleotidyl-transferase-mediated dUTP-digoxigenin nick end labelling) staining and fluorescence-activated cell sorter (FACS) analysis showed that there was a significant increase in apoptotic cells in the cortex region of thymus in 15-month-old D2 mice compared with the same aged B6 mice. The thymocyte proliferation rate, as assessed by bromodeoxyuridine (BrdU) staining and [3H]-thymidine incorporation assay, was lower in 3-month-old D2 mice compared with the same age B6 mice. Immunohistochemical staining showed that the arrangement of MTS (mouse thymus stromal)-10+ epithelial cells and MTS-16+ connective tissue staining pattern had become disorganized in 15-month-old D2 mice but remained intact in B6 mice of the same age. These results suggest that, in D2 mice, both the thymocytes and stromal cells exhibit age-related defects, and that the genetic background of mice plays an important role in determining age-related alterations in thymic involution.
Collapse
Affiliation(s)
- L Li
- Department of Pathology, The University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | | | | | | | | | | | | | | | | | | |
Collapse
|
10
|
Grizzle WE, Mountz JD, Yang PA, Xu X, Sun S, Van Zant GE, Williams RW, Hsu HC, Zhang HG. BXD recombinant inbred mice represent a novel T cell-mediated immune response tumor model. Int J Cancer 2002; 101:270-9. [PMID: 12209979 DOI: 10.1002/ijc.10606] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
To develop a better animal model for studying the effects of the host environment in neoplasia, we injected various genetically well-characterized H-2(d) RI strains of BXD mice with syngeneic breast cancer cells (TS/A) and monitored the growth of tumors over time. There was a marked difference in the growth of the implanted breast cancer cells among the 14 BXD RI strains, with 4 patterns of tumor development being observed: in type I, the implanted tumor cells grew rapidly in the first 2 weeks, necrosis of the tumors was observed and metastases to the intestinal lymph nodes and pancreas was observed, causing death; in type II, the implanted tumor cells grew slowly and attained a size after day 50 that required killing the animal, with tumor necrosis being rare and metastases absent; in type III, the implanted tumor cells grew initially but underwent a slow decline after 4 weeks; and in type IV, the implanted tumor cells failed to develop. Apoptosis of the implanted tumor cells was responsible for the regression of tumor nodules. The T-cell immune response minimized tumor development in types III and IV since T-cell depletion of the BXD RI mice resulted in aggressively growing tumors in these strains.
Collapse
Affiliation(s)
- William E Grizzle
- Department of Pathology, University of Alabama at Birmingham, AL 35294-0007, USA
| | | | | | | | | | | | | | | | | |
Collapse
|
11
|
Martínez-Taboada V, Bartolomé MJ, Amado JA, Blanco R, García-Unzueta MT, Rodríguez-Valverde V, López-Hoyos M. Changes in peripheral blood lymphocyte subsets in elderly subjects are associated with an impaired function of the hypothalamic-pituitary-adrenal axis. Mech Ageing Dev 2002; 123:1477-86. [PMID: 12425955 DOI: 10.1016/s0047-6374(02)00116-1] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
A growing body of evidence indicates that ageing brings a progressive disruption in the immune and endocrine systems. However, very few reports have correlated the changes in the immune system with the endocrine function in the elderly. The aim of the present study was to investigate the changes occurring in the peripheral blood lymphocyte subpopulations with age and correlate them with the hypothalamic-pituitary-adrenal (HPA) function. We determined the peripheral blood lymphocyte phenotype and the T cell receptor usage by flow cytometry analysis. The HPA function was evaluated by the basal serum levels of adrenal steroids and the response to stimulation with a low-dose ACTH. In the elderly, we observed a decrease of major T subsets together with an increase of NK cells and activated T cells. With regard to the HPA function, the most significant decline was found in dehydroepiandrosterone (DHEA) and dehydroepiandrosterone-sulphate (DHEAS). A close correlation between immune changes with ageing and DHEA response to ACTH stimulation was found. The present study showed an inverse correlation of lymphocyte changes with the plasma levels of steroids, especially DHEA and its metabolite, DHEAS. This association was not found for other steroids and points for the possibility of using DHEA to correct the immunological decline associated with ageing.
Collapse
|