Key Points
Neonatal and adult CD8+ T cells adopt different fates after infection because they are derived from distinct progenitor cells.
Lin28b may regulate the developmental switch from fetal to adult CD8+ T cells.
Abstract
During the ontogeny of the mammalian immune system, distinct lineages of cells arise from fetal and adult hematopoietic stem cells (HSCs) during specific stages of development. However, in some cases, the same immune cell type is produced by both HSC populations, resulting in the generation of phenotypically similar cells with distinct origins and divergent functional properties. In this report, we demonstrate that neonatal CD8+ T cells preferentially become short-lived effectors and adult CD8+ T cells selectively form long-lived memory cells after infection because they are derived from distinct progenitor cells. Notably, we find that naïve neonatal CD8+ T cells originate from a progenitor cell that is distinguished by expression of Lin28b. Remarkably, ectopic expression of Lin28b enables adult progenitors to give rise to CD8+ T cells that are phenotypically and functionally analogous to those found in neonates. These findings suggest that neonatal and adult CD8+ T cells belong to separate lineages of CD8+ T cells, and potentially explain why it is challenging to elicit memory CD8+ T cells in early life.
Introduction
Neonates often generate incomplete immunity against intracellular bacteria and viruses. Because CD8+ T cells play a critical role in protecting the host against these pathogens, it is important to understand how and why neonatal CD8+ T cells respond to infection differently than in adults. Recent studies suggest that neonatal CD8+ T cells fail to become memory cells because of an inherent propensity to rapidly proliferate and become terminally differentiated after antigenic stimulation.1-3 However, the underlying basis for these age-related differences remains unknown.
Several models might explain why neonatal CD8+ T cell adopt fates different from those of adults during infection. First, the “proliferation model” posits that developmental changes in the CD8+ T-cell response relate to differences in homeostatic proliferation before infection. When naïve CD8+ T cells enter a lymphopenic environment, they divide rapidly in response to homeostatic cytokines and upregulate phenotypic markers (CD44, CD122) indicative of cell differentiation.4,5 Thus, because newborn mice are nearly devoid of peripheral CD8+ T cells, it is possible that neonatal CD8+ T cells are less likely to develop into memory CD8+ T cells because the starting population is more differentiated than adults before infection.
Another possibility relates to the distinct hematopoietic stem cell (HSC) lineages that generate neonatal and adult CD8+ T cells (“origin model”). Although neonatal CD8+ T cells are derived from fetal liver HSCs that colonize the thymus during midgestation (approximately embryonic day [e] 13), adult CD8+ T cells are produced from bone marrow (BM) HSCs that seed the thymus just before birth (∼e20). Importantly, fetal HSCs turn over more rapidly6 and preferentially give rise to innatelike lymphocytes compared with adult HSCs.7 Thus, it is also possible that neonatal CD8+ T cells fail to form memory cells because they are created from distinct progenitor cells.
To discriminate between the proliferation and origin models, we compared neonatal and adult CD8+ T cells that had undergone equivalent homeostatic proliferation in the periphery, or were at the same stage of development in the thymus. We also compared T-cell maturation by fetal and adult precursors in the adult thymus and examined whether fetal-derived CD8+ T cells respond differently to infection than their adult counterparts. Collectively, our data reject the proliferation model and support the origin model, and imply that neonatal and adult CD8+ T cells adopt different fates after infection because they belong to separate lineages of naïve CD8+ T cells derived from distinct progenitors.
Materials and methods
Mice
B6-Ly5.2/Cr mice were purchased from Charles River Laboratories (Frederick, MD). TCR transgenic mice specific for the HSV-1 glycoprotein B498-505 peptide SSIEFARL8 (gBT-I mice) were provided by Janko Nikolich-Zugich (University of Arizona, Tucson, AZ) and crossed with Thy1.1 or C57BL/6 mice purchased from Jackson Laboratories (Bar Harbor, ME). Neonatal and adult gBT-I animals were used at 6 to 8 days old and at 2 to 4 months old, respectively. Mice with a tetracycline-inducible copy of human LIN28B on a C57BL/6 background (iLin28b mice) were obtained from George Daley (Harvard University, Cambridge, MA).9 Male mice were used for all experiments, and mice were housed under specific pathogen-free conditions at Cornell University College of Veterinary Medicine, accredited by the Assessment and Accreditation of Laboratory Animal Care.
Antibodies and flow cytofluorimetric analysis
Antibodies were purchased from eBioscience (San Diego, CA), Biolegend (San Diego, CA), Invitrogen (Carlsbad, CA), or BD Biosciences (Mountain View, CA). Sheep anti-human Lin28b was obtained from R&D Systems (Minneapolis, MN), and Alexa Fluor 488 rabbit-anti-sheep from Jackson Immunoresearch (West Grove, PA). Flow cytofluorimetric data were acquired using DiVa software from an LSRII equipped with 4 lasers (BD Biosciences). Analysis was performed with FlowJo (Tree Star, Ashland, OR).
Cell sorting
To purify subsets of CD44hiCD122hi and CD44loCD122lo CD8+ T cells from neonatal and adult gBT-I mice, CD8+ T cells were enriched using anti-CD8α microbeads (Miltenyi Biotec) and were subsequently labeled with antibodies against CD4, CD8, CD44, and CD122 and sorted to >95% purity on a fluorescence-activated cell sorting (FACS) Aria III (BD Biosciences). To purify single-positive (SP; CD8+CD4–) thymocytes from neonatal and adult gBT-I mice, CD4+ thymocytes were depleted by negative immunomagnetic selection via biotinylated antibody followed by streptavidin-coated microbeads (Miltenyi Biotec). Thymocytes were labeled with antibodies against CD4, CD8, Vα2, and Vβ8, and FACS-sorted to >90% purity. To isolate donor CD8+ T cells from chimeric mice, CD4+, CD19+, MHC-II+, and Ter119+ cells were depleted by negative immunomagnetic selection. Cells were labeled with antibodies against CD8, CD4, CD45.1, CD45.2, Thy1.1, and Thy1.2, and FACS-sorted to >98% purity for adoptive cotransfers. Antibodies against Vα2 and Vβ8 were added for sorts intended for RNA isolation.
In vitro stimulation of CD8+ T cells
SP CD8+ thymocytes were FACS-sorted from neonatal and adult gBT-I mice and labeled with carboxyfluorescein diacetate succinimidyl ester, as described,1 and cells were stimulated with plate-bound anti-CD3 (5 μg/mL) and anti-CD28 (20 μg/mL).
Intrathymic injection
To compare the progeny of different aged progenitor cells, we adapted a protocol from Adkins B.10 B6-Ly5.2 recipient mice were sublethally irradiated with 600 rads and injected intrathymically with 1 × 106 double-negative (DN, CD8–CD4–) thymocytes from fetal gBT-I Thy1.2 mice (14 days’ gestation) and adult gBT-I Thy1.1 mice. CD8–CD4– thymocytes were isolated from adult mice by depleting CD8+ and CD4+ cells using negative magnetic separation. Because 100% of thymocytes on embryonic day 14 are CD8–CD4– cells,10 whole thymocyte preparations were used from fetal gBT-I mice. Splenic CD8+ T cells were recovered 4 weeks posttransfer and cotransferred into new B6-Ly5.2 (CD45.1+Thy1.2+) recipients.
Adoptive cotransfers
To compare primary and secondary responses to infection, FACS-sorted splenic neonatal and adult CD44hiCD122hi or CD44loCD122lo CD8+ cells, or donor CD8+ cells from thymic transfers or BM chimeras were combined at a 1:1 ratio. Combined cells were suspended at 2 × 105 cells per mL of PBS and 100 ul of cells was injected i.v. into adult B6-Ly5.2 recipient mice. The next day, recipient mice were infected with WT LM-gB (5 × 103 CFU, i.v.) and later challenged with WT LM-gB (5 × 104 CFU, i.v.), as described.1
Bone marrow chimeras
Single and mixed BM chimeras were generated by obtaining BM from congenically marked gBT-I (Thy1.1+CD45.2+) and gBT-I iLin28b (Thy1.2+CD45.2+) mice. CD4+ and CD8+ T cells were depleted by magnetic separation, and 1 × 107 cells were injected (5 × 106 cells per donor for mixed chimeras) into lethally irradiated (990 rads) 7- to 8-week-old adult B6-Ly5.2 recipients. Forty-eight hours posttransplantation, mice were administered 1 mg/mL doxycycline with 10 mg/mL sucrose via drinking water to induce LIN28B expression for 8 weeks during reconstitution.
RNA sequencing
For mRNA sequencing, libraries were generated using 25 to 200 ng total RNA with the NEBNext Ultra RNA Library Prep Kit for Illumina (NEB) and sequenced on an Illumina HiSequation 2500, generating 100-nucleotide reads. The analysis was performed as previously described.3 Reads were aligned with Tophat11 (mm9), and CuffDiff was used to quantify the abundance and differential expression of each mRNA, using a false discovery rate of 5% for significance.12 Small RNA libraries were generated using 50 to 100 ng of total RNA using the NEBNext Small RNA Library Kit (NEB), and sequenced on an Illumina HiSequation 2500, generating 50-nucleotide reads. The analysis was performed as previously described.3 miRNAs were mapped and quantified using MirDeep213 (MirBase version 21) with Bowtie14 (mm9). The data have been deposited in the GEO Small Read Archive15 under accession number GSE80597.
Clustering was performed using the partitioning around the medoids method16 in R. Gene ontology was performed with DAVID17,18 to find enriched biological process terms with Benjamini-corrected P values < .05. Gene sets for enrichment statistics were downloaded from the Molecular Signatures Database (MSDB).19 For each cluster, we found the number of genes present in both the cluster and the data set (b), the total number of genes present in that cluster (n), the number of genes in the MSDB data set (B), and the total number of genes that had been clustered (N). Enrichment was calculated as (b/n)/(B/N). One-sided Fisher exact tests were used to measure significance.
Statistical analysis
Statistical analysis was performed using Prism (GraphPad Software, Inc, La Jolla, CA). Error bars represent standard error of the mean. Significance was determined by Student t test or one-way analysis of variance followed by Tukey multiple comparisons test. Significance is denoted as: *P < .05, **P < .01, ***P < .001, and ****P < .0001.
Results
Neonatal and adult CD8+ T cells exhibit distinct phenotypes
We first sought to test the proliferation model and determine whether differences in homeostatic proliferation contribute to cell-intrinsic changes in neonatal CD8+ T cells. To examine this possibility, we stained CD8+ T cells from uninfected neonatal and adult gBT-I mice for CD44 and CD122, which are used to define cells that have undergone significant amounts of homeostatic proliferation. Such CD44hiCD122hi are referred to as memory phenotype naïve cells, because they display certain characteristics of memory cells without having encountered foreign antigen.20,21 The neonatal CD8+ T cells were comprised of twofold more CD44hiCD122hi memory phenotype (MP) cells, whereas the adult CD8+ T cells were made up of more CD44loCD122lo true naïve (TN) cells (Figure 1A-B). Importantly, we did not observe significant numbers of MP cells in the thymi of neonatal mice, and their appearance in the periphery coincided with the relative number of CD8+ T cells that are actively dividing, as measured by Ki-67 expression (supplemental Figure 1, available on the Blood Web site). Together, these data are consistent with earlier reports indicating that large number of CD8+ T cells undergo homeostatic expansion in early life.22,23 We also compared the phenotype of neonatal and adult MP CD8+ T cells in the periphery, and observed multiple age–related differences in the expression of natural killer cell receptors, activation markers, and T-box transcription factors (Figure 1C). Thus, neonatal CD8+ T cells that have undergone homeostatic expansion in the periphery express a distinct phenotypic signature, even when compared with matched adult counterparts (Figure 1C).
TN and MP CD8+ T cells from different aged mice express distinct gene expression profiles
We previously found that splenic neonatal CD8+ T cells upregulate genes needed for cell cycle progression and effector function,3 similar to adult MP cells.24 Thus, gene expression differences observed between bulk adult and neonatal CD8+ T cells could be explained by the different proportions of MP and TN cells. To investigate this possibility, we sequenced transcriptomes from TN, MP, and bulk splenic cells from neonatal and adult mouse CD8+ T cells (supplemental Table 1). Instead, we found that adult cells were distinct from neonatal cells for all populations, which we visualized using principal component analysis (Figure 2A-B; see supplemental Figure 2 for transcripts contributing to differences). Hundreds of genes were differentially expressed between adults and neonates in both the TN and MP populations (Figure 2C-D), several of which were consistent with protein abundances observed in Figure 1C. Clustering genes by their expression patterns showed that most genes had equivalent expression differences between adults and neonates (clusters 1-4), whereas the remainder had age-dependent expression changes in the bulk CD8+ population alone (clusters 5-7, Figure 2E; supplemental Table 1). Upon comparing the genes in each cluster (Figure 2E) with gene sets that characterize CD8+ T cells at different infection states,19,25 we found that genes upregulated in neonates in both MP and TN cells (cluster 4) are significantly enriched in genes typifying effector cells (Figure 2F) and gene ontology terms related to cell division (P < 10−8, supplemental Table 1). Similarly, genes downregulated in neonates in both MP and TN cells (clusters 2 and 3) are enriched in naïve and memory cell genes, consistent with previous data.3 Most gene expression differences between adults and neonates therefore cannot be attributed simply to the increase in MP cells observed in early life.
TN and MP CD8+ T cells from different aged mice respond differently to infection
Next, we wanted to address whether neonatal CD8+ T cells preferentially become terminally differentiated during an immune response because a larger proportion of the naïve pool has undergone homeostatic proliferation before infection. We cotransferred equivalent phenotypic subsets (MP or TN cells) from neonatal and adult gBT-I mice into the same adult recipient mice (Figure 3A) and tracked their response to infection. Regardless of their initial phenotype, neonatal donor cells preferentially differentiated into short-lived effectors (SLECs; KLRG1hiCD127lo) during the effector stage (Figure 3D-E) and failed to transition into the long-lived memory pool. As a consequence, the memory recall response was almost entirely dominated by adult donor–derived cells (Figure 3B-C). Collectively, these data argue against the hypothesis that age-related differences in homeostatic proliferation underlie the altered behavior of different-aged CD8+ T cells after infection.
Single positive CD8+CD4– thymocytes in neonatal mice exhibit unique genetic properties compared with adults
We next sought to test the origin model and determine whether cell-intrinsic differences between neonatal and adult CD8+ T cells relate to their distinct HSC origin. We compared gene expression profiles in single-positive (SP) CD8+ T cells from neonatal and adult thymi to compare transcriptomes at the same stage of thymic development, and to control for age-related differences in maturation and proliferation (supplemental Table 1; validated protein levels of selected genes in supplemental Figure 3). Overall, we found greater variation between splenic and thymic CD8+ T cells, regardless of age (Figure 4A-B). Widespread gene expression differences do exist between adults and neonates in both types of cells (Figure 4C-D and supplemental Table 1), however, indicating that neonatal CD8+ T cells exhibit a divergent pattern of gene expression even at the time they are initially created. To gain insight into these differences, we clustered genes based on their coexpression patterns (Figure 4E-F; supplemental Table 1). Genes with differential expression between adults and neonates in the spleen generally have similar differences in the thymus (clusters 1 and 5), yet additional genes show differences in the thymus only. Interestingly, genes that are upregulated only in the neonatal thymus (cluster 3) are enriched in effector-cell genes, suggesting that neonatal CD8+ T cells are more effectorlike. Genes that are downregulated in splenic neonates with little difference in thymic cells (cluster 4) have memorylike expression, whereas genes downregulated in neonates in both the thymus and spleen (cluster 5) are enriched for genes found in naïve cells. Overall, differences in gene expression between neonatal and adult CD8+ T cells, beginning at the cells’ generation and continuing throughout the course of development, suggest neonatal CD8+ T cells represent a distinct and more effectorlike population of lymphocytes that associates with their progenitor cell origin.
To uncover functional differences between thymic CD8+ T cells from neonatal and adult mice, we compared the ability of SP CD8+ T cells from neonatal and adult thymi to proliferate after in vitro stimulation. We found that neonatal SP CD8+ T cells had divided significantly more than their adult counterparts (supplemental Figure 5). Thus, the enhanced ability of peripheral neonatal CD8+ T cells to proliferate after stimulation appears to originate in their immediate precursors in the thymus.
Fetal progenitors give rise to mature CD8+ T cells that adopt distinctive fates after infection
To confirm that thymic precursors in neonate and adult mice give rise to distinct lineages of CD8+ T cells, we intrathymically injected equivalent numbers of DN thymocytes from fetal and adult gBT-I mice into adult recipient mice, allowing us to control for age-related differences in the thymic stromal environment (Figure 5A). Four weeks after injection, we collected the peripheral cells and compared their phenotype. Strikingly, nearly 100% of fetal-derived CD8+ T cells were MP cells, whereas adult-derived CD8+ T cells were comprised of many more TN cells (Figure 5B-C). To determine whether the progeny of fetal and adult precursors behaved similarly to neonatal and adult CD8+ T cells after microbial challenge, we cotransferred fetal- and adult-derived CD8+ T cells into adult recipient mice and compared their ability to respond to infection. We found that fetal-derived cells exhibited a terminally differentiated phenotype at the peak of the primary response (7dpi), and failed to survive during later stages of the infection (Figure 5D-E). As a result, the memory recall response was largely comprised of adult-derived CD8+ T cells (Figure 5D). Collectively, these data support the origin model, and suggest that neonatal and adult CD8+ T cells adopt different fates after infection because they are derived from different progenitor cells.
Lin28b reprograms adult CD8+ T cells to behave more like neonatal cells
Previous reports suggest that many key biological differences between fetal and adult HSCs can be attributed to changes in the expression of Lin28b, a conserved and developmentally regulated RNA-binding protein that represses the let-7 microRNA,26,27 among other roles. Importantly, Lin28b is selectively expressed in fetal progenitors (supplemental Figure 6), and overexpression of Lin28b in adult BM cells promotes the development of fetal-like B cells (B-1a B cells, marginal zone B cells) and innate-like T cells (NKT cells, γ δ T cells).28 If Lin28b underlies key developmental-related differences in CD8+ T cells, we reasoned that ectopic expression of Lin28 in adult progenitor cells would result in the development of “neonatal-like” cells. To test this, we generated BM chimeras by reconstituting lethally irradiated mice with gBT-I WT or iLin28b hematopoietic cells (Figure 6A). After reconstitution, robust expression of Lin28b was confirmed in CD8+ T cells (supplemental Figure 7A-B), and its expression was sufficient to downregulate all let-7 family members except let-7c, which is not subject to control by Lin2829 (Figure 6B; supplemental Table 1). Phenotypic analysis of CD8+ T cells from chimeric mice revealed that forced expression of Lin28b in adult progenitor cells promotes the generation of MP cells that develop after thymic egress, reminiscent of neonatal cells (Figure 6C-D; supplemental Figure 7C-D). Notably, in mixed BM chimeras, wild-type (WT) CD8+ T cells produced in the same thymus as iLin28b CD8+ T cells did not give rise to more MP CD8+ T cells (supplemental Figure 8), suggesting that Lin28b drives the development of MP CD8+ T cells in a cell-intrinsic manner.
To determine whether Lin28b expression influences the fate of CD8+ T cells after infection, we adoptively cotransferred equal numbers of WT and iLin28b CD8+ T cells from BM chimeras into adult recipients, and infected the recipients (Figure 6A). The data revealed that WT cells predominate as the immune response progressed. The few iLin28b CD8+ cells that remained at day 28 responded poorly to secondary challenge, and the recall response was entirely comprised of WT cells (Figure 6E). We also examined changes in the expression of KLRG1 and CD127 at the peak of the primary response, which revealed that most iLin28b cells expressed a SLEC phenotype, whereas WT cells exhibited a balance of SLEC and MPEC phenotypes (Figure 6F). Together, these data demonstrate that ectopic expression of Lin28b in adult progenitor cells enables them to give rise to CD8+ T cells that are phenotypically and functionally analogous to those found in neonates, indicating that increased expression of Lin28b in neonatal progenitor cells underlies their preferential terminal differentiation into SLECs during infection.
Discussion
Previous work has demonstrated that the ontogeny of the immune system does not progress in a linear manner from fetal life to adulthood.30-34 Instead, the prevailing model argues that distinct “steps” or “layers” develop sequentially from progenitor cells that are metabolically and epigenetically distinct.35-39 As a consequence, unique populations of immune cells (B1a-B cells and dendritic epidermal T cells) are generated during different windows of development.40-42 In this report, we provide compelling support for the existence of a distinct layer of CD8+ T cells that is produced in early life and demonstrate that neonatal and adult CD8+ T cells respond differently to infection because they are derived from distinct progenitor cells.
The “layered immune hypothesis” may also be relevant to the ontogeny of MP CD8+ T cells. Previous work has suggested that MP cells are driven by lymphopenia-induced proliferation during early stages of development.22,43 However, our work demonstrates that fetal-derived CD8+ T cells preferentially acquire a memory phenotype, even when placed in the same environment as adult-derived cells (Figure 5). These findings suggest that MP cell development cannot be attributed solely to age-related changes in the environment and indicates that cell-intrinsic differences between neonatal and adult CD8+ T cells should also be considered. It will be important to determine whether sensitivity to homeostatic cytokines and/or proximity toward IL-7– and IL-15–dependent niches in lymphoid tissue is linked to their developmental origin. Indeed, perhaps MP cells in young adult mice are derived largely from the fetal layers of HSCs.
Intrathymic transfer experiments allowed us to control for differences in the amount of post–thymic maturation. As recent thymic emigrants (RTEs) make up a larger percentage of naïve cells in neonatal mice (100%) compared with adult mice (∼10%-20%)44 and skew toward the short-lived effector lineage after infection,45 there has been some speculation that neonatal CD8+ T cells produce fewer memory cells because they have yet to undergo a sufficient amount of post–thymic maturation. Although we were unable to directly compare neonatal and adult RTEs because of dramatic differences in the rates of homeostatic proliferation, it is worth pointing out that we have compared the progeny of fetal and adult progenitor cells after giving these cells the same length of post–thymic maturation (∼4 weeks), and we still observed cell-intrinsic differences (Figure 5). Thus, although the age of the cell clearly influences its ability to respond to stimulation, the age of the animal in which the cell is created may ultimately be a greater determining factor for how a cell will respond after infection.
What are the molecular mechanisms that underlie the developmental switch from fetal to adult CD8+ T-cell production? Our work points toward a role for Lin28b in this process, which is highly expressed in fetal animals and then downregulated later in development. Previous reports have suggested that many posttranscriptional and metabolic differences between fetal and adult HSCs can be attributed to the expression of Lin28b.26,46,47 One way in which Lin28b regulates fetal HSCs is by blocking the biogenesis of let-7 miRNAs, which control the developmental timing in a wide range of species.28,48-51 More recently, let-7 has gained attention for its ability to behave as a tumor suppressor in human cancer cells by repressing cell proliferation,52-54 potentially by targeting cell cycle factors and genes in the mTOR pathway.9 In this report, we demonstrate that ectopic Lin28b expression in adult progenitor cells gives rise to CD8+ T cells that undergo more rapid proliferation and effector cell differentiation (Figure 6). To our knowledge, this is the first study demonstrating how Lin28 expression alters the CD8+ T-cell response to infection. However, additional studies are required to determine the degree to which Lin28b is controlling CD8+ T-cell responses by reducing expression of let-7, enhancing the translation of metabolic enzymes55 or other factors.56,57 It will be essential to examine more closely the changes in gene expression at the individual cell level to uncover the molecular circuitry regulated by Lin28b and let-7 in CD8+ T cells. We are currently using both gain- and loss-of-function gene targeting approaches to identify these networks. Clearly, more work studying the role of let-7/Lin28 in CD8+ T-cell development is warranted.
It is intriguing to speculate whether Lin28b was co-opted during the evolution of mammalian immune system to serve as rheostat of effector and memory cell differentiation during stages of life. A common feature of lymphocytes derived from Lin28b+ fetal HSCs is that they tend to respond more rapidly to infection than their adult-derived counterparts.1,58 Responding with a more vigorous primary CD8+ T cell response may help protect the host at critical stages of immune development, but likely comes at the cost of not being able to form long-lived memory cells. However, because the neonatal CD8+ T-cell repertoire is extremely limited, it is likely that neonatal cells are of lesser value in the memory pool, because more “fit” CD8+ T cells will arise later in adulthood. Although this model remains to be tested, our data provide insight into the developmental-related factors that influence effector and memory CD8+ T-cell differentiation during periods of life.
The online version of this article contains a data supplement.
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Acknowledgments
The authors thank Dorian La Tocha (Director of the Flow Cytometry Core) for expert sorting assistance and Jennifer Grenier (RNA sequencing Core) for generation ofA sequencing data and help with analysis.
The Cytometry Core is supported in part by the Empire State Stem Cell Fund, New York State Department of Health, and Contract #C026718. The RNA sequencing was performed on the Illumina HiSeq 2500, which is funded from National Institutes of Health, Office of the Director grant 1S10OD010693-01 and supported by Core B of P50HD076210. This work was supported by the National Institutes of Health, National Institute of Allergy and Infectious Disease grants R01AI105265 and R01AI110613 (B.D.R.); National Institutes of Health, National Institute of General Medical Sciences grants R01GM105668 and P50HD076210 (A.G.); the Cornell Center for Vertebrate Genomics (B.D.R. and A.G.); and National Science Foundation Graduate Research Fellowship award 2011078441 (E.M.W.).
Authorship
Contribution: J.W., E.M.W., and N.B.W. performed experiments, analyzed all data, and wrote the manuscript; N.L.S. provided experimental assistance and aided in writing the manuscript; and A.G. and B.D.R. helped design experiments, interpret data, and assisted in writing the paper.
Conflict-of-interest disclosure: The authors declare no competing financial interests.
The current affiliation for E.M.W. is Department of Molecular, Cell, and Developmental Biology, University of California, Los Angeles, Los Angeles, CA.
Correspondence: Brian D. Rudd, Department of Microbiology and Immunology, C5 147 Veterinary Medical Center, Cornell University, Ithaca, NY 14853; e-mail: bdr54@cornell.edu; and Andrew Grimson, Department of Molecular Biology and Genetics, 455 Biotechnology Building, Cornell University, Ithaca, NY 14853; e-mail: agrimson@cornell.edu.
References
Author notes
J.W., E.M.W., and N.B.W. are considered joint first authors.
A.G. and B.D.R. are considered joint senior authors.