Cell migration relies on coordinated activity of chemotactic and guidance receptors. Here, we report a specific role for the RNA-binding protein ZFP36L1 in limiting the abundance of molecules involved in the homing of antibody-secreting cells (ASCs) to the bone marrow (BM). In the absence of ZFP36L1, ASCs build up in the spleen and the liver and show diminished accumulation in the BM. ZFP36L1 facilitates migration by directly regulating G protein–coupled receptor kinase 2 (GRK2) and the integrin chains α4 and β1 in splenic ASCs. Expression of CXCR4 and of the integrins α4 and β1 is differentially regulated on ASCs produced at the early and late stages of the immune response. Consequently, deletion of the Zfp36l1 gene has a stronger effect on BM accumulation of high-affinity ASCs formed late in the response. Thus, ZFP36L1 is an integral part of the regulatory network controlling gene expression during ASC homing.

Long-term humoral immunity is derived from the generation and persistence of memory B cells and antibody-secreting cells (ASCs) following infection. It is generally accepted that long-lived ASCs are formed in secondary lymphoid organs from B cells after they undergo affinity maturation of Igs in germinal centers (GCs; Victora and Nussenzweig, 2012; Suan et al., 2017; Nutt et al., 2015; Shlomchik and Weisel, 2012). Newly generated ASCs then migrate to the bone marrow (BM), where ASC survival and function are sustained for extended periods of time (Slifka et al., 1998; Manz et al., 1997). Understanding the mechanisms regulating ASC homing is thus important for improving vaccine efficacy and immunity.

Egress of ASCs from the spleen depends on the action of the chemokine CXCL12 and its receptor CXCR4, as well as sphingosine-1-phosphate (S1P) and its receptor S1PR1 (Hargreaves et al., 2001; Kabashima et al., 2006; Lu and Cyster, 2019). Once in the blood, ASC homing to the BM is guided primarily by the CXCL12/CXCR4 pair (Hauser et al., 2002; Bowman et al., 2002; Luther et al., 2002). The integrin dimer α4β1 activated by CXCR4 signaling mediates rolling, firm adhesion, and arrest on the fenestrated endothelium lining BM sinusoids (Chan et al., 2001; Peled et al., 2000; Grabovsky et al., 2000). Recently, it was shown that reduced activation of the integrin β1 on early ASCs in mice deficient for the cochaperone Mzb1 was associated with their impaired trafficking to the BM (Andreani et al., 2018). While another integrin dimer, α4β7, is mainly thought of as an adhesion molecule directing migration of lymphocytes to the intestine, antibody-blocking and genetic experiments also suggest a role for this integrin in BM homing (Katayama et al., 2004; Murakami et al., 2016).

It is known that the adhesive properties of integrins must be precisely regulated (Bouvard et al., 2013) and that excessive surface abundance of integrins, or their abnormal activation, can inhibit rather than promote chemokine-induced migration (Imai et al., 2008; Lu and Cyster, 2002). In this way, the defective accumulation of ASCs lacking the tyrosine phosphatase SHP1 (encoded by Ptpn6) in the BM of mice has been linked to aberrant activation of the integrin α4β1 (Li et al., 2014), while impaired de-adhesion of α4β7 has been reported to affect migration of lymphocytes to the gut (Park et al., 2007). Dynamic modulation of S1PR1 and CXCR4 activity is also known to be critical for the migration and survival of ASCs (Arnon et al., 2011; Biajoux et al., 2016). While signaling pathways mediate acute responses to adhesive and chemotactic cues, transcription factor–mediated control of mRNA abundance is thought to be the principal mechanism by which ASCs reprogram their adhesive and chemotactic properties.

Transcription factors such as BLIMP1, c-Myb, and KLF2 couple differentiation to adhesion and migration (Minnich et al., 2016; Winkelmann et al., 2011; Good-Jacobson et al., 2015). However, the rapid and transient repression of gene expression or the localized translation that would enable complex cell behavior is not well suited to transcriptional regulation. Hence, posttranscriptional control of gene expression is increasingly recognized as having an essential contribution to the differentiation, migration, and longevity of ASCs (Corcoran and Tarlinton, 2016; Khodadadi et al., 2019). MicroRNA-mediated regulation appears to be a common feature of these processes (Porstner et al., 2015; Lu et al., 2014; Vigorito et al., 2007; Basso et al., 2012). In particular, mir-17-92 has been shown to directly control ASC homing to the BM by targeting the 3′ untranslated region (3′ UTR) of S1PR1 mRNA (Xu et al., 2015). In contrast, roles for RNA-binding proteins in ASC trafficking and survival have yet to be identified.

ZFP36L1 is a member of the ZFP36 family of RNA-binding proteins that can interact with AU-rich elements in the 3′ UTR of mRNA and attenuate expression of the corresponding genes (Brooks and Blackshear, 2013). In lymphocytes, it has been shown to play redundant roles with its paralogue ZFP36L2 in developing T and B cells (Hodson et al., 2010; Galloway et al., 2016; Vogel et al., 2016). More recently, ZFP36L1 was demonstrated to have an indispensable function in maintaining the population of marginal zone (MZ) B cells (Newman et al., 2017). The roles of ZFP36L1 in the GC response and immunological memory are unknown. Here, we report a specific requirement for ZFP36L1 in the BM homing of ASCs. By limiting the expression of key molecules mediating migration, ZFP36L1 facilitates unimpeded transition of ASCs from secondary lymphoid organs to their survival niche in the BM, thereby promoting the establishment of long-term ASCs.

ZFP36L1 in B cells determines the numbers of BM ASCs

To identify a role for ZFP36L1 in B cells during humoral immune responses, we used mice with B cell–specific deletion of a conditional Zfp36l1 allele (Zfp36l1fl; Newman et al., 2017). At 14 and 21 d following immunization with alum-precipitated 4-hydroxy-5-nitrophenylacetyl (NP) conjugated to KLH, Zfp36l1fl/fl CD79a+/+ (control) and Zfp36l1fl/fl CD79aCre/+ (Zfp36l1 conditional KO [Zfp36l1 cKO]) mice had similar numbers of NP-binding IgG1+ GC B cells in the spleen (Fig. S1, A and B). The affinity maturation of NP-reactive IgG1 antibody, as determined by the ratio of serum antibody with high affinity to antibody with all affinities, was evident early in the immune response and indistinguishable between Zfp36l1 cKO and control mice (Fig. S1 C). Furthermore, the number of NP-2–binding (high affinity) IgG1-secreting ASCs, as enumerated by ELISPOT, was slightly increased in the spleens of the Zfp36l1fl/fl CD79aCre/+ mice compared with that of Zfp36l1fl/fl CD79a+/+ mice (Fig. 1 A). This was also true for ASCs secreting NP-reactive antibody irrespective of affinity (Fig. S1 D). Thus, the GC response in the spleen shows no impairment when ZFP36L1 is absent from B cells. Despite this, the frequency of NP-specific ASCs in the BM of Zfp36l1fl/fl CD79aCre/+ mice did not reach the level observed in Zfp36l1fl/fl CD79a+/+ mice (Fig. 1, B and C), resulting in a modest decrease of NP-specific antibody in serum (Fig. S1, E and F). Failure by serum antibody titers to closely follow the reduction in the ASC numbers is not unprecedented (Takahashi et al., 1998; Holl et al., 2011) and probably reflects the high productivity of ASCs (Hibi and Dosch, 1986; Taubenheim et al., 2012) and variability in Ig production by individual cells. In summary, while the initial stages of ASC differentiation in the spleen take place independently of ZFP36L1, it is required for their accumulation in the BM. This could reflect a role for ZFP36L1 in the migration of ASCs to the BM and in their subsequent survival.

The protracted nature of a primary immune response, the paucity of ASCs generated, and the diminished expression of surface Ig upon ASC maturation prevents easy identification and tracking of newly formed antigen-specific ASCs. Therefore, to address questions about the role of ZFP36L1 in ASCs, we set up a system that allowed us to follow a synchronized wave of NP-specific ASCs. We reimmunized mice with NP-KLH in alum 21 d after primary immunization and used intracellular staining for IgG1 antibody recognizing 4-hydroxy-3-iodo-5-nitrophenylacetic acid (NIP) to identify elicited ASCs among all eFluor780IgDCD4CD8CD138+CD267+ cells (Fig. 1 D). The absence of NIPhiIgG1hi cells (subsequently referred to as CD138+NIP+IgG1+ cells) in nonimmunized mice confirmed the specificity of staining (Fig. 1 D,rightmost plots), while their low frequency (8–9% at day 5 after reimmunization) among all CD138+CD267+ cells (Fig. 1 D, middle plots) underscored the limitations of analyzing the whole CD138+CD267+ population when following the fate of elicited ASCs. Enumeration of CD138+NIP+IgG1+ cells in the spleen and BM of Zfp36l1fl/fl CD79aCre/+ and Zfp36l1fl/fl CD79a+/+ mice after reimmunization (Fig. 1, E and F) recapitulated the phenotype observed in the primary response. The consistency of observations in both settings indicates that reimmunization can be useful for understanding specific defects in ZFP36L1-deficient ASCs.

ZFP36L1 controls migration of newly formed ASCs to the BM

To discriminate between the outcomes of ASCs homing to the BM and of their subsequent survival, we monitored the appearance of NP-specific ASCs in the BM by giving mice BrdU in their drinking water the day after reimmunization and for the duration of the secondary response (Fig. 2 A). Incorporation of BrdU into the DNA of proliferating cells allows the identification of a population of antigen-specific ASCs elicited by the secondary immunization, which can be followed by flow cytometry. Consequently, staining of BM CD138+NIP+IgG1+ cells with anti-BrdU antibody revealed two distinct populations of ASCs: the BrdU-low population of quiescent ASCs established before day 22 and the BrdU-high ASCs that emerged after secondary immunization (Fig. 2 B). Interestingly, BrdU-low CD138+NIP+IgG1+ cells stained more strongly for NIP than BrdU-high cells, likely reflecting the increased production of antibody by ASCs established in the BM. This aspect of ASC maturation was not different between Zfp36l1fl/fl CD79aCre/+ and Zfp36l1fl/fl CD79a+/+ mice (Fig. S2, A and B).

Tracing the BrdU-high CD138+NIP+IgG1+ cells in control mice over the course of the secondary response showed that in this system the newly generated ASCs do not appear in the BM until day 4 after reimmunization (Fig. S2, C and D). Analysis at this time point demonstrated an accumulation of the newly generated CD138+NIP+IgG1+ cells in the spleens of Zfp36l1 cKO mice (Fig. 2, C and D). The numbers of CD138+NIP+IgG1+ cells that migrated to the BM of Zfp36l1 cKO mice before and after day 24 (the last day before the appearance of elicited ASCs in the BM) were lower (Fig. 2, E–G), in agreement with previous observations (Fig. 1, B, C, and F). The difference in accumulation of ZFP36L1-sufficient and ZFP36L1-deficient ASCs in both the spleen and the BM was observed irrespective of whether the CD79aCre or Cd23-Cre allele was used to delete the Zfp36l1 gene (Fig. 2, C–G). Taken together, these data suggest that the reduction in ASC numbers in the BM results from the defective egress of ZFP36L1-deficient ASCs from the spleen.

4 d after secondary immunization, the population of the BM BrdU-low CD138+NIP+IgG1+ cells combined all NP-specific ASCs that were successful in migrating, differentiating, and surviving in the BM during the previous 24 d of the immune response, while the BrdU-high CD138+NIP+IgG1+ cells were the cells that migrated to the BM in the 24-h period before the analysis. Therefore, the ratio of BrdU-low to BrdU-high CD138+NIP+IgG1+ cells in the BM relates the number of established ASCs to the number of newly generated ASCs that arrived in the BM in a defined period of time immediately before the analysis. As this ratio is the same in Zfp36l1 cKO and control mice (Fig. 2 H), the observed reduction in the numbers of NP-specific ASCs in the BM can be fully explained by a failure of ZFP36L1-deficient ASCs to find their way to the BM.

ZFP36L1-deficient ASCs have defective responses to S1P

The migration of ASCs from secondary lymphoid organs to their long-term survival niches in the BM has been extensively studied. In the spleen, ASCs initially accumulate in a CXCR4-dependent manner near the sinusoids in the red pulp (Hargreaves et al., 2001). Their entry into the bloodstream has been shown to depend on S1PR1 (Kabashima et al., 2006). To assess the effects of ZFP36L1 deletion on the migratory capacity of ASCs, we used a transwell migration assay. Only 0.5–1% of the input ASCs are able to migrate toward S1P in these settings (Kabashima et al., 2006), making measurements of ex vivo antigen-specific ASC migration very challenging. Therefore, we used ASCs generated in vitro by activating follicular B (FoB) cells from the LNs of Zfp36l1fl/fl CD79a+/+ and Zfp36l1fl/fl CD79aCre/+ mice with LPS for 96 h. Control ASCs showed a low but consistent migration that was enhanced by increasing the concentration of S1P. However, the ability of ZFP36L1-deficient ASCs to migrate to S1P was only slightly above the background level, and the cells were unresponsive to increased concentrations of S1P (Fig. 3 A). Notably, ZFP36L1-sufficient and ZFP36L1-deficient ASCs were equally efficient in migrating toward the CXCR4 ligand CXCL12 (Fig. 3 B). This observation demonstrated that the lack of response to S1P was specific rather than a reflection of a general failure to respond to a chemotactic cue.

Examination of splenic sections from Zfp36l1fl/fl CD79a+/+ and Zfp36l1fl/fl CD79aCre/+ mice taken 4 d after reimmunization, when an accumulation of CD138+NIP+IgG1+ ASCs can be clearly detected by flow cytometry (Fig. 2 C), revealed cells with very high cytoplasmic staining for NIP and IgG1 that were consistently found in clusters in the red pulp in the mice of either genotype (Fig. S2, E and F), as would be expected for ASCs lacking the capacity to migrate to S1P (Kabashima et al., 2006). Consistent with intact CXCR4 responsiveness, we did not detect any abnormal accumulation of NIPhiIgG1hi cells within the follicle or adjacent to the MZ, as was described for CXCR4-deficient ASCs (Hargreaves et al., 2001). A similarly unaltered localization of NIPhiIgG1hi cells was observed in mice analyzed 14 d after primary immunization (data not shown). Overall, these results demonstrate that a buildup of CD138+NIP+IgG1+ ASCs in the spleens of Zfp36l1fl/fl CD79aCre/+ mice can be attributed to defective signaling downstream of an S1P receptor.

Defective egress of ASCs from the spleen of Zfp36l1fl/fl CD79aCre/+ mice results in their increased cell death

Impaired egress from the spleen should result in a reduced number of ASCs entering the bloodstream. To test this prediction directly, we determined the number of CD138+NIP+IgG1+ cells in the blood of control and Zfp36l1 cKO mice 3 d after reimmunization by flow cytometry. Since the surface abundance of CXCR4 and CD267 is low on blood CD138+NIP+IgG1+ cells, we used the transcription factor IRF4 as an additional marker for ASCs (Klein et al., 2006; Sciammas et al., 2006; Fig. S3 A). We found a twofold reduction in the number of CD138+NIP+IgG1+ cells in the blood of Zfp36l1 cKO mice independent of the Cre system used to drive deletion of the Zfp36l1fl allele (Fig. 3 C). Importantly, the number of CD138+NIP+IgG1+ cells recovered on day 3 from the spleens of Zfp36l1fl/fl CD79aCre/+ mice was similar to that in control animals (Fig. 3 D), arguing against an accelerated generation of ZFP36L1-deficient ASCs as a cause for their marked accumulation on day 4 (Fig. 3 D). By day 5, however, the numbers of NP-specific ASCs in Zfp36l1 cKO mice was not different from that of controls (Fig. 3 D).

Because the number of antigen-specific ASCs in the BM of Zfp36l1 cKO mice at days 5 and 6 following reimmunization (Fig. 1 F) was lower than that of controls, it is likely that the delayed egress from the spleen resulted in their death, either in the spleen or en route to the BM. To understand if CD138+NIP+IgG1+ cells in Zfp36l1fl/fl CD79aCre/+ mice undergo apoptosis at increased rates, we enumerated dying ASCs identified as being positive for active caspase 3 (aCasp3+). Normally, the dead cells are quickly eliminated from the spleen so that only ∼5% of aCasp3+ cells can be found even in cell populations with a high turnover, such as GC B cells (Mayer et al., 2017; Fig. S3 B). From days 3 to 5 following reimmunization, control mice showed a progressive buildup in the proportion of aCasp3+ cells among CD138+NIP+IgG1+ ASCs (Fig. 3, E and F), demonstrating that transition of ASCs to the bloodstream is naturally inefficient. Zfp36l1fl/fl CD79aCre/+ mice displayed an equal accumulation of aCasp3+ cells in the splenic CD138+NIP+IgG1+ compartment at day 3. However, at day 5, the day after the peak response in Zfp36l1 cKO mice (Fig. 3 D), ∼10% of all NP-specific ASCs were aCasp3+, a twofold increase compared with control animals (Fig. 3 F and Fig. S3 C). Notably, the percentage of apoptotic cells in the BM population of CD138+NIP+IgG1+ cells was similar between Zfp36l1fl/fl CD79a+/+ and Zfp36l1fl/fl CD79aCre/+ mice (Fig. 3 G). Cell death among BM NP-specific ASCs showed an acceleration from days 5 to 6, demonstrating that in the BM as well as the spleen, the appearance of aCasp3+ cells can overcome the processes leading to their elimination. Nevertheless, ZFP36L1-deficient CD138+NIP+IgG1+ ASCs do not exhibit a noticeably higher predisposition to cell death once they reach the BM. Overall, these data demonstrate that a generally inefficient egress of ASCs from the spleen is associated with a high incidence of cell death and that ZFP36L1 promotes their prompt transition into the bloodstream, thereby reducing inherently high attrition rates.

ZFP36L1 regulates genes involved in S1P receptor signaling

To establish candidate transcripts regulated directly by ZFP36l1, we identified RNA molecules bound to ZFP36L1 at nucleotide resolution using individual-nucleotide resolution cross-linking and immunoprecipitation (iCLIP). Because the iCLIP protocol for ZFP36L1 requires immunoprecipitation of a low-abundance protein and application of highly stringent washes to identify specific interactions, it necessitates the use of a large number of cells and cannot be applied to ASCs. Therefore, we used a previously published iCLIP dataset obtained for LN FoB cells activated with LPS for 48 h (Galloway et al., 2016) and RNA sequencing (RNA-seq) on similarly activated FoB cells from Zfp36l1fl/fl CD79aCre/+ and Zfp36l1fl/fl CD79a+/+ mice.

Analysis of differences in transcript abundance by DESeq2 followed by pathway-enrichment analysis of 272 differentially expressed genes (change >1.5-fold; adjusted P value <0.05; Table S1) showed that many genes with altered transcript abundance are involved in the regulation of cell motility, adhesion, and migration (Fig. 4 A). Depending on the gene ontology (GO) term, the binding of ZFP36L1 to the cognate transcripts can be detected by iCLIP for up to half of the genes in the term (Fig. 4 A, blue bars). Notably, we found that the transcripts for both S1PR1 and for the kinase G protein–coupled receptor kinase 2 (GRK2) encoded by the gene Adrbk1 were more abundant in B cells from Zfp36l1 cKO mice (Fig. 4, B and C). While iCLIP analysis failed to uncover interaction between ZFP36L1 and S1pr1 transcripts, we note several AU-rich elements in the 3′ UTR of S1pr1 mRNA, indicating a potential for direct regulation by ZFP36L1. A very low abundance of S1pr1 mRNA in activated B cells likely renders ZFP36L1 binding undetectable and makes the exact nature of S1pr1 regulation in primary B cells difficult to ascertain. The ZFP36L1-binding sequence in the 3′ UTR of Adrbk1 mRNA identified by iCLIP analysis exhibits a very high degree of conservation between mammalian species (Fig. 4 D), further substantiating direct regulation of the expression of this kinase by ZFP36L1.

To investigate if ZFP36L1-deficient splenic ASCs have increased expression of GRK2, the splenocytes taken 3 d after reimmunization were stained intracellularly with anti-GRK2 antibodies. CD138+NIP+IgG1+ ASCs from Zfp36l1 cKO mice demonstrated a small but consistent increase in the abundance of GRK2 protein (Fig. 4, E and F), which was validated in independent experiments with another antibody raised against a different epitope of GRK2 (Fig. S4, A and B). A similar increase in GRK2 level in the absence of ZFP36L1 was demonstrated for in vitro–generated ASCs by both flow cytometry (Fig. S4 C) and Western blotting (Fig. S4, D and E). GRK2 is primarily thought of as a negative regulator of S1P receptor signaling in lymphocytes (Arnon et al., 2011), and its elevated abundance can account for the defective chemotactic response of ZFP36L1-deficient ASCs to S1P. Dysregulation of other genes in ZFP36L1 cKO mice cannot be excluded as a factor in impaired egress of ASCs from the spleen, but their contribution is likely to be obscured by the impact of increased GRK2.

Regulation of integrin expression on ASCs by ZFP36L1 at early and late stages of GC response

Integrins have been extensively documented to play an important role in the homing of cells to the BM. The integrin dimer α4β1 and its ligand VCAM-1 are thought to be dominant molecules as demonstrated for hematopoietic stem cells and B cells (Berlin-Rufenach et al., 1999; Koni et al., 2001; Leuker et al., 2001), while a requirement for the α4β7 dimer has also been reported (Katayama et al., 2004). We found that mRNA for the integrin chains α4, β1, and β7 was more abundant in ZFP36L1-deficient B cells (Fig. S4, F–H). The transcripts for the α4 and β1 chains were also identified by iCLIP analysis as bound by ZFP36L1 at highly conserved regions of their 3′ UTRs (Fig. 5, A and B); however, binding to the β7 mRNA was undetectable, suggesting an indirect regulation of the β7 chain by ZFP36L1.

We consistently detected an increased number of CD138+NIP+IgG1+ ASCs with a high surface level of the α4β7 dimer in the spleens of Zfp36l1 cKO mice (Fig. 5, C and D; and Fig. S4 I). As expected, the α4 integrin chain was elevated on ZFP36L1-deficient ASCs 14 d after immunization (Fig. 5 E), but we observed no difference in expression of the β1 chain (Fig. 5 F). The latter finding was somewhat perplexing, and we hypothesized that regulation of the integrin chain β1 by ZFP36L1 becomes apparent later in the immune response. Indeed, analysis of the β1 surface level on splenic NP-specific ASCs in Zfp36l1fl/fl CD79aCre/+ mice at day 42 demonstrated a modulation of its expression by ZFP36L1 (Fig. 5 H and Fig. S4 K), as was the case for the integrin α4 chain (Fig. 5 G and Fig. S4 J). Thus, ZFP36L1 limits surface levels of the integrin chains α4, β1, and β7 on splenic ASCs, with regulation of the β1 chain becoming obvious only later in the response.

VCAM-1 and fibronectin, ligands for the α4β1 and α4β7 dimers, can be detected in the red pulp (Lu and Cyster, 2002; Liakka and Autio-Harmainen, 1992), potentially contributing to retention of splenic ASCs with aberrantly high surface expression of these integrins. Furthermore, because blood from the spleen flows into the hepatic portal vein and through the liver, such CD138+NIP+IgG1+ cells may also adhere more strongly to the endothelial cells lining the blood vessels and enter the liver. To explore this possibility, we enumerated NP-specific ASCs in the livers of mice 14 d after immunization. The livers of Zfp36l1fl/fl CD79aCre/+ mice showed a twofold increase in the number of CD138+NIP+IgG1+ cells compared with the livers of Zfp36l1fl/fl CD79a+/+ mice (Fig. 5 I), demonstrating that a higher expression of α4β1 and α4β7 dimers on the surface of splenic ASCs in Zfp36l1 cKO mice may further reduce their chances of successfully reaching the BM.

Dynamic regulation of CXCR4 and integrin expression on ASCs during migration to the BM

As the degree of integrin β1 control by ZFP36L1 depends on the time point in the primary immune response when ASCs are generated (Fig. 5, F and H), we hypothesized that expression of this integrin can increase progressively with maturation of the GCs. To test this hypothesis, we simultaneously analyzed mice that had an immune response lasting for 14 and 42 d (Fig. S5 A). Indeed, the surface abundance of the integrins α4 and β1 was higher on splenic CD138+NIP+IgG1+ ASCs recovered 42 d after immunization than on ASCs recovered at day 14 (Fig. 6, A and B; and Fig. S5, C and D).

BM CD138+NIP+IgG1+ ASCs had greater surface expression of the integrins α4 and β1 than CD138+NIP+IgG1+ cells from the spleen of the same mouse independently of the genotype (Fig. 6, C and D). Regulation of integrin expression upon ASC transition to the BM was probed directly by pulse labeling developing ASCs with 5-ethynyl-2′-deoxyuridine (EdU) 2 d after reimmunization and analysis of BM cells 2 d later (Fig. S5 E). A population of newly immigrated EdU-high CD138+NIP+IgG1+ ASCs (Fig. S5 F) had a lower level of integrin β1 on the surface compared with that of the established EdU-low ASCs (Fig. 6 E). Interestingly, the α4β7 dimer displayed an opposite pattern of surface expression (Fig. 6 F), while the levels of integrin α4 appeared to be largely unchanged (Fig. 6 G). Together, these results demonstrate that maturation of ASCs in the BM is associated with an increase in the surface integrin β1 and down-regulation of the α4β7 dimer. However, ZFP36L1 is not required for integrin regulation once the ASCs reach the BM (Fig. 6, E and F).

When comparing splenic and BM ASCs at days 14 and 42 after immunization, we observed that CXCR4 is more abundant on splenic CD138+NIP+IgG1+ ASCs prepared at day 42 than on BM ASCs recovered at day 14 (Fig. 6 H and Fig. S5 B), while these two ASC populations are remarkably similar as far as surface expression of the integrins α4 and β1 is concerned (Fig. 6, I and J). Given the prominent role that these molecules are thought to play in guiding an ASC to its survival niche, these observations suggest a possible explanation for the substitution of NP-specific ASCs established in the BM early in the response with the newly immigrated ASCs generated at more advanced stages, the latter being enriched for clones secreting high-affinity antibody. Consistent with the greater control that ZFP36L1 exerts over expression of the integrins α4 and β1 in ASCs formed later in the immune response (Fig. 5, G and H), accumulation of ASCs in the BM of control and Zfp36l1 cKO mice followed different patterns for the high- and low-affinity clones (Fig. S5, G and H). Taken together, these data show that surface expression of the integrin chains α4, β1, and β7 on ASCs undergoes dynamic changes as ASCs migrate from the spleen to the BM. However, their expression on splenic ASCs has to be tightly regulated by ZFP36L1 to facilitate their homing to the BM, especially at the late stages of the primary immune response.

While ZFP36L1 was previously reported to be required for the localization and survival of MZ B cells, it is thought to do so mainly through control of transcription factors such as IRF8 and KLF2, which, when elevated, impose FoB cell–like properties on MZ B cells (Newman et al., 2017). In the present study, ZFP36L1 is shown to directly limit the abundance of GRK2 and of the integrins α4 and β1 in splenic ASCs by binding and restricting levels of their mRNAs. Increased GRK2 results in impaired migration toward S1P and, as a consequence, defective egress of ASCs from the spleen. At the same time, elevated surface expression of integrins α4, β1, and β7 is associated with increased retention of ASCs in the liver and likely contributes to their delayed exit from the spleen. We found that ASC arrival to the BM is accompanied by reduced surface expression of the α4β7 dimer and increased α4 and β1 integrins, presumably reflecting processes leading to eventual lodgement of an ASC in the BM niche. However, as the phenotype of Zfp36l1 cKO mice demonstrates, a premature increase in α4β1 surface abundance and an abnormally high level of α4β7 led to enhanced retention of transitory ASCs in the liver and presumably other sites of VCAM-1, MAdCAM-1, and fibronectin expression.

The integrin dimer α4β1 is thought to be the principal guidance receptor for homing to the BM. However, a role for the α4β7 integrin in this process has also been suggested by transplantation experiments using α4β7-blocking antibody or β7-deficient hematopoietic stem cells (Katayama et al., 2004; Murakami et al., 2016). Furthermore, findings in mice with B cell–specific deletion of the transcriptional factor KLF2 indirectly implicated the α4β7 integrin in ASC migration. In these mice, FoB cells have reduced expression of the α4β7 integrin, and they respond to a T cell–dependent antigen by generating a normal number of splenic ASCs, yet these do not accumulate in the BM (Hart et al., 2011; Winkelmann et al., 2011). While we consistently found an increase in surface expression of the β7 integrin on ZFP36L1-deficient ASCs, we did not detect an increase in KLF2 abundance (data not shown). These observations suggest that in ASCs, KLF2 is not limiting as far as transcription of the β7 integrin is concerned, and other transcriptional factor(s) must be involved.

The reported requirement for strict temporal control of gene expression by ZFP36L1 is in close accord with the mechanism described for enforcement of quiescence by ZFP36L1 and its paralogue ZFP36L2 during the pre–B cell receptor checkpoint (Galloway et al., 2016). In both developmental transitions, demands for a prompt and reversible modulation of gene expression seem to have rendered posttranscriptional regulation superior from an evolutionary perspective to control mediated bytranscriptional factors. The evolutionary advantage for strict control of integrin α4β1 expression by ZFP36L1 comes into sharp relief at later stages of the immune response, when splenic ASCs display increased expression of the α4 and β1 chains compared with ASCs formed early in the GC reaction. Considering the likelihood that mature GCs predominantly produce ASCs secreting high-affinity antibody, the BM homing of such clones should be affected to a greater extent by ZFP36L1 deficiency than the homing of low-affinity clones is. This supposition agrees with our observation of different accumulation patterns for low-affinity and high-affinity ASCs in the BM of control and Zfp36l1 cKO mice.

The elevated expression of CXCR4 and the α4 and β1 integrin chains on ASCs formed late in the response offers a possible explanation as to why such cells might have a competitive edge when it comes to displacement of ASCs already established in the BM niche, a mechanism suggested for affinity maturation in the BM ASC compartment (Radbruch et al., 2006). While at present the only evidence for displacement comes from the appearance of diverse ASCs in the blood of human subjects after vaccination (Odendahl et al., 2005), it is consistent with gradual accumulation and increase in the complexity of V gene mutations in BM ASCs after immunization with NP conjugated to a protein carrier from day 12 onward (Smith et al., 1997; Takahashi et al., 1998). Such a mechanism, however, has been difficult to conceptualize in molecular terms, since high-affinity ASCs lack an obvious means to convert the superior affinity of their receptor to their advantage as the maturation of ASCs leads to a reduction in surface Ig and its associated signal transduction components.

The temporal difference in the surface abundance of CXCR4 and of the α4 and β1 integrins described here circumvents this problem. It also suggests a shift in emphasis in the displacement process from one instructed by B cell receptor–mediated gene expression changes to one of stochastic nature, where probability of the successful event depends on relative levels of the key migratory molecules likely to be defined by maturation status of the GCs. Long-term ASCs of various specificities established in the BM during previously resolved infections are expected to have the highest surface abundance of CXCR4 and of the integrins α4 and β1; accordingly, they are less likely to be substituted by arriving ASCs with fresh specificities generated in the ongoing response. Such a model would also agree with recent work that demonstrated a tendency for the majority of BM long-term plasma cells to be generated late in the response and documented changes in gene expression by early and late GC B cells (Weisel et al., 2016). The study reported that, among other transcripts, CXCR4 mRNA is increased in late GC B cells, a difference that will have to be explored further as it may result from varying proportions of centrocytes and centroblasts in the GCs recovered at different stages of the response. The challenge for the future will be to establish which gene products and signaling pathways drive the difference in the surface phenotype of ASCs formed early and late in the immune response.

Mice, immunization, and in vivo treatment

Mice on the C57BL/6 background were obtained by crosses of mice carrying the following alleles: Zfp36l1tm1.1Tnr (Hodson et al., 2010), CD79atm1(cre)Reth (Hobeika et al., 2006), and Tg(Fcer2a-cre)5Mbu (Kwon et al., 2008). Mice carrying the targeted alleles were backcrossed with C57BL/6 mice for at least 10 generations and then intercrossed to generate experimental mice. Mice were bred and maintained in the Babraham Institute Biological Support Unit. Since the opening of this barrier facility in 2009, no primary pathogens or additional agents listed in the Federation of European Laboratory Animal Science Associations recommendations have been confirmed during health monitoring surveys of the stock holding rooms. Ambient temperature was ∼19–21°C, and relative humidity was 52%. Lighting was provided on a 12-h light:12-h dark cycle, including 15-min “dawn” and “dusk” periods of subdued lighting. After weaning, mice were transferred to individually ventilated cages with one to five mice per cage. Mice were fed CRM (P) VP diet (Special Diet Services) ad libitum and received seeds (e.g., sunflower, millet) at the time of cage cleaning as part of their environmental enrichment. All mouse experimentation was approved by the Babraham Institute Animal Welfare and Ethical Review Body. Animal husbandry and experimentation complied with existing European Union and UK Home Office legislation and local standards. All mice used experimentally were between 8 and 12 wk of age and were age and sex matched within experiments; although no sex-associated differences were observed in the results obtained, control mice were sex- and age-matched littermates negative for a Cre-carrying allele.

BrdU (Sigma) was administered at 0.8 mg/ml in drinking water containing 1% sucrose (Thermo Fisher Scientific) the day after reimmunization and for the duration of the secondary response. To label the cells with EdU (Thermo Fisher Scientific), the mice were injected i.p. with 1 mg EdU in 200 µl PBS 2 d after reimmunization. For primary immunization, mice were injected i.p. with 200 µl containing 100 µg NP-KLH (Biosearch Technologies) precipitated in alum (Universal Biologicals). For reimmunization, 50 µg NP-KLH was either precipitated in alum for BrdU- and EdU-labeling experiments or diluted in PBS before injection i.p.

ELISPOT and ELISA

For ELISPOT, MultiScreen HA mixed cellulose ester plates (Millipore) were coated with NP23-BSA (Biosearch Technologies) or NP2-BSA (conjugated in-house) in PBS, washed, and blocked with complete medium before applying serially diluted cell suspensions and incubating overnight under 5% CO2 at 37°C in IMDM, 10% FCS, 2 mM GlutaMAX, and 50 µM 2-mercaptoethanol. Cells secreting anti-NP antibody were visualized with horseradish peroxidase–conjugated anti–mouse IgG1 antibody (SouthernBiotech) followed by an AEC staining kit (Sigma). The numbers of ASCs were quantified using Immunospot S6 Analyzer (Cellular Technology Limited). ELISA was performed essentially as described previously (Newman et al., 2017).

Cell preparations and flow cytometry analysis

Preparation of cell suspensions from the spleen and BM and antibody staining for surface markers were performed essentially as described previously (Galloway et al., 2016). Erythrocytes in spleen samples were lysed by incubating cell suspensions for 30 s at room temperature in 1.5 ml ACK buffer (150 mM NH4Cl, 10 mM KHCO3, and 0.1 mM Na2EDTA, pH 7.2–7.4). Lysis was stopped by adding 10 ml of RPMI-1640 (Sigma) and 5% FCS.

A full list of antibodies and other reagents is provided in Table S2. The antibody against GRK2 (OriGene) was labeled using an Alexa Fluor 647 Antibody Labeling Kit from Molecular Probes (Thermo Fisher Scientific) according to the manufacturer’s instructions. To stain for intracellular proteins, cells were first stained for surface markers, and fixable viability dye eFluor780 (eBioscience) was used to identify the cells with an intact plasma membrane. The cells were then fixed in BD Cytofix/Cytoperm (Becton Dickinson) on ice for 30 min, washed in BD Perm/Wash buffer, and either frozen at −80°C in 10% DMSO in FCS or stained overnight at 4°C in BD Perm/Wash buffer containing the corresponding antibody and NIP conjugated to biotin through BSA, followed by washing and staining for 40 min at 4°C with a mix of streptavidin conjugated to PE-Cy7 and anti-mouse IgG1 antibody. For identification of BrdU+ cells, the samples were stained for surface markers, then fixed and stained with NIP-biotin and IgG1 antibody followed by fixation and detection of BrdU with the FITC BrdU Flow Kit (Becton Dickinson) according to the manufacturer’s instructions. EdU incorporation was detected with the Click-iT EdU Alexa Fluor 488 Flow Cytometry Assay Kit (Thermo Fisher Scientific). Staining with the antibody against aCasp3+ was performed overnight as described above. eFluor780CD4CD8IgDCD138+CD267+ cells that stained high for intracellular IgG1 but not for NIP were used as a reference population when identifying aCasp3+ cells among eFluor780CD4CD8IgDCD138+CD267+NIP+IgG1+ cells. The threshold for aCasp3+ cells was then verified against a similar threshold for GC B cells (Fig. S3 B). After staining, ∼5 × 106 events were acquired on a Fortessa (Becton Dickinson) flow cytometer, and the data were analyzed using Flowjo software (Becton Dickinson).

To prepare liver lymphocytes, the blood from the liver was flushed by injecting PBS into the hepatic portal vein before collection of the organ. The livers were homogenized in gentleMACS (Miltenyi Biotec) using two cycles of a preset program for spleen. Cell suspensions were loaded onto a discontinuous Percoll gradient (37.5%/72%) and centrifuged at room temperature at 900× g for 20 min. The lymphocytes were collected from the interface, washed, and stained for surface markers including NK1.1, TCRβ, CD138, CD267, and CXCR4 as above. Before fixation, one tenth of the cell suspension was taken, washed, mixed with a defined number of AccuCount Beads (Spherotech), and acquired on a flow cytometer. Nine tenths of the cell suspension was fixed and stained for intracellular NIP and IgG1 and analyzed as above. The absolute number of CD138+NIP+IgG1+ cells in the whole sample before fixation was calculated on the basis of counts for TCRβ+ cells in the aliquot taken before fixation and in the aliquot that received complete staining.

Blood, taken by cardiac puncture, was collected into tubes containing 300 µl heparin sodium (1,000 U in 1 ml; Wockhardt UK Ltd). The volumes of collected samples were measured, and erythrocytes were lysed by incubating cell suspensions for 30 s in 4 ml ACK buffer twice; lysis was stopped each time by adding 40 ml RPMI 1640 (Sigma), 5% FCS. The cells were stained for surface markers including CD4, TCRβ, CD138, and CD267 as above. The samples were split into two aliquots and processed as described above for the liver samples. The absolute number of CD138+NIP+IgG1+ cells in 1 ml blood was calculated on the basis of counts for CD4+TCRβ+ cells in the aliquot taken before fixation and in the aliquot that received complete staining.

Immunostaining of spleen sections

3–4-mm pieces of spleen were fixed in PLP (2% paraformaldehyde, 37.5 mM Na2HPO4, 75 mM L-lysine, and 10 mM NaIO4, pH 7.4) for 4 h at 4°C followed by washes in 30% sucrose in PBS overnight at 4°C. Tissue was frozen in O.C.T. compound on dry ice and sectioned on the cryostat (8 µm thick). Sections were air-dried overnight at room temperature and stored at −20°C. Before staining, the sections were rehydrated in PBS, 0.5% Tween20 and sequentially blocked with PBS, 2% BSA, 2% normal rat serum, and the Streptavidin/Biotin Blocking Kit (Vector Laboratories). Sections were stained in PBS containing 2% BSA, NIP, and antibodies against IgD, CD169 (MOMA-1), and IgG1 at 4°C overnight in a humidified chamber, followed by a 2-h incubation with streptavidin conjugated to Alexa Fluor 555. Slides were washed in PBS, 0.5% Tween20 and mounted in Vectashield Antifade Mounting Medium (Vector Laboratories). Images were acquired at 20× magnification using a Zeiss 780 point-scanning confocal microscope.

Cell purification and cultures

FoB cells from peripheral and mesenteric LNs were isolated by negative selection. Single-cell suspensions were incubated with biotin-conjugated antibodies against CD5, CD43, Mac, and Ter119 and were then washed and incubated with streptavidin-conjugated magnetic beads (Dynabeads; Thermo Fisher Scientific). Purity of CD19+ cells (typically >95%) was confirmed by flow cytometry. For RNA-seq analysis FoB cells were cultured for 48 h in RPMI 1640 medium, 10% FCS, 2 mM GlutaMAX, 1 mM Na-Pyruvate, 50 µM 2-mercaptoethanol containing 10 µg/ml LPS, 10 ng/ml IL4, and 10 ng/ml IL5.

For quantification of GRK2 by Western blotting, FoB cells were purified from spleens essentially as above with the exception of additionally using biotin-conjugated antibodies against CD1d to deplete MZ B cells. Content of MZ B cells after such depletion was comparable between B cell preparations for splenocytes of both genotypes (typically 1–2%). Following culturing of B cells for 96 h with 3.5 µg/ml LPS, 10 ng/ml IL4, and 10 ng/ml IL5, eFluor780lowCD138highB220low cells were sorted using a BD FACSAria III or a BD FACSAria Fusion.

Western blotting

Sorted CD138highB220low cells were washed with PBS and lysed in RIPA buffer (50 mM Tris-HCl, pH 8.0, 150 mM NaCl, 1.0% Igepal CA-630 [NP-40], 0.5% sodium deoxycholate, 0.1% sodium dodecyl sulfate, and 2 mM EDTA) containing protease inhibitors (Sigma) for 10 min on ice. After debris was spun for 12 min at 20,000× g at 4°C, the protein content in the lysates was measured with a BCA Protein Assay kit (Pierce). Western blotting of 40 µg of protein for each sample and subsequent signal detection were performed essentially as described previously (Saveliev et al., 2009).

In vitro migration

Transwell plates (pore size, 5 µm; Costar) were preincubated with chemotaxis buffer (RPMI 1640, 10 mM Hepes, and 1 mM glutaMAX) containing 0.4% BSA at 37°C for 1 h. Plasmablast-like cells obtained by culturing LN FoB cells (see Cell purification and cultures) for 96 h with 3.5 µg/ml LPS, 10 ng/ml IL4, and 10 ng/ml IL5 were washed three times with chemotaxis buffer containing 0.12% BSA and preincubated at 37°C for 50 min. 250 ng/ml CXCL12 (Peprotech) or S1P (Sigma) at 10 nM or 50 nM was added to the lower chamber, whereas plasmablast-like cells were added to the upper chamber (0.8 × 106 cells/well). Cells were allowed to migrate for 3 h at 37°C through the transwell insert. Cells that had migrated into the lower chamber were collected, a defined number of AccuCount Beads (Spherotech) was added to the samples to allow quantification of cell number, and cells were stained with eFluor780 and antibodies against B220, CD138, CD267, and IgG1. The number of eFluor780B220lowCD138highCD267+ cells in each sample was quantified by flow cytometry analysis. Efficiency of migration was then expressed as the percentage of cells in the lower chamber as related to the number of identically gated cells in the input population.

High-throughput sequencing and library preparation

RNA-seq libraries were prepared using an ARTseq Ribosome Profiling Kit (Epicentre; Illumina) according to the manufacturer’s instructions. LPS-activated B cells (see Cell purification and cultures) were treated with 100 µg/ml cycloheximide for 3 min immediately before preparation of cell extracts. 100-bp single-end sequencing of RNA-seq libraries was performed using the HiSeq2500 (Illumina). iCLIP libraries (Galloway et al., 2016) were prepared as described (Vogel et al., 2016).

Bioinformatic analysis of RNA-seq data

Quality of sequencing data was assessed using FastQC. Reads aligning to ribosomal RNA and Ig loci were filtered out before the analysis. Reads were mapped to mouse genome (GRCm38) using Tophat2 (Kim et al., 2013). Reads aligning to genes were counted using HTSeq-count (Anders et al., 2015), and analysis of differentially expressed genes was performed using the DESeq2 (Love et al., 2014). Cuffnorm (Trapnell et al., 2010) was used to calculate fragments per kilobase of transcript per million mapped reads (FPKM) values. iCLIP sequencing data were visualized using genome assembly GRCm38 with the University of California Santa Cruz (UCSC) genome browser (Kent et al., 2002). GO term–enrichment analysis was performed with gProfiler (Raudvere et al., 2019). A list of genes with average FPKM value across all samples of at least 0.06 and at least one read in each sample was used as a background list of genes. Benjamini-Hochberg false discovery rate was used to correct for multiple testing, and only the terms containing 10–700 genes were considered. Where several significantly enriched terms are hierarchically related, the topmost term is presented in Fig. 4.

Data availability

The RNA-seq data are available in the Gene Expression Omnibus database under the accession codes GSE146073 (transcriptome of ZFP36L1-sufficient and ZFP36L1-deficient FoB cells) and GSE78249 for the activated B cell iCLIP (Galloway et al., 2016).

Statistical analysis

The test used and sample sizes are indicated in the figure legends. The Student’s t test used was an unpaired two-tailed test. When the variable displayed a very large range, the heterogeneous random errors were stabilized by logarithmic transformation of the data before analysis. All statistical analyses were performed using Prism 8.3.0 software (GraphPad). Statistical tests for data generated by high-throughput sequencing are described in Bioinformatic analysis of RNA-seq data.

Online supplemental material

Fig. S1 shows representative flow cytometry plots of NP-specific GC B cells and a plot with their frequency, ratio of high-affinity NP antibody to NP antibody with all affinities in sera, serum dilutions required to reach a 50% inhibitory concentration, and enumeration of splenic ASCs. Fig. S2 shows representative flow cytometry plots for newly formed and established CD138+NIP+IgG1+ cells, frequencies of the newly generated CD138+NIP+IgG1+ cells, and representative images of splenic sections from immunized mice. NIP+IgG1+ cells in the spleens of Zfp36l1fl/fl CD79aCre/+ mice tend to accumulate normally near venous sinuses and vessel-associated fibers in the red pulp. Fig. S3 shows representative flow cytometry plots used for identification of CD138+NIP+IgG1+ cells in the blood and for identification of aCasp3+ cells and a plot with frequencies of aCasp3+ CD138+NIP+IgG1+ cells obtained in an independent experiment. The approach used to set up a threshold for quantification of aCasp3+ cells among NP-specific ASCs. Fig. S4 shows representative flow cytometry plots for GRK2 signal and a plot with its quantification obtained in an independent experiment, plots with quantification of GRK2 abundance in in vitro–generated plasmablast-like cells and a representative Western blot, abundance of mRNA for the Itga4, Itgb1, and Itgb7 genes, a plot with frequencies of α4β7high CD138+NIP+IgG1+ cells, and representative flow cytometry plots for α4 and β1 signals. ZFP36L1-deficient splenic ASCs show an increased surface expression of the integrin chains α4, β1, and β7. Fig. S5 shows a schematic representation of the experiments for analysis of ASCs recovered in responses lasting for 14 and 42 d and for labeling of ASCs newly arrived to the BM, representative flow cytometry plots for CXCR4, α4 and β1 signals and those used for identification of EdU+ CD138+NIP+IgG1+ cells, and plots with enumeration of BM ASCs. Table S1 provides the details of differentially expressed genes between LPS-activated B cells from ZFP36L1 cKO animals and control animals. Table S2 lists the antibodies and other reagents used in this study. Different patterns of accumulation in the BM for high- and low-affinity ASCs.

We thank M. Busslinger (Research Institute of Molecular Pathology, Vienna, Austria) for the mice expressing CD23-Cre; M. Reth (Max Planck Institute for Immunobiology and Epigenetics, Freiburg, Germany) for the mice expressing Mb1-Cre; K. Bates, K. Tabbada, S. Walker, R. Walker, A. Davies, A. Bebes, and I. Darlington and members of the Biological Services Unit for technical support; H. Ahlfors and L. Matheson for help with bioinformatic analysis; A. Segonds-Pichon for advice on statistical analysis; and C. Riberio de Almeida and D. Hodson for critical reading of the manuscript.

This study was supported by funding from the Biotechnology and Biological Sciences Research Council (BBSRC; BB/J00152X/1, BBS/E/B/000C0407, and BBS/E/B/000C0427), the BBSRC Core Capability Grant to the Babraham Institute, and a Wellcome Investigator award (200823/Z/16/Z) to M. Turner.

Author contributions: A. Saveliev designed and performed all experiments with help from S.E. Bell. A. Saveliev and M. Turner planned the project and wrote the manuscript.

Anders
,
S.
,
P.T.
Pyl
, and
W.
Huber
.
2015
.
HTSeq--a Python framework to work with high-throughput sequencing data
.
Bioinformatics.
31
:
166
169
.
Andreani
,
V.
,
S.
Ramamoorthy
,
A.
Pandey
,
E.
Lupar
,
S.L.
Nutt
,
T.
Lämmermann
, and
R.
Grosschedl
.
2018
.
Cochaperone Mzb1 is a key effector of Blimp1 in plasma cell differentiation and β1-integrin function
.
Proc. Natl. Acad. Sci. USA.
115
:
E9630
E9639
.
Arnon
,
T.I.
,
Y.
Xu
,
C.
Lo
,
T.
Pham
,
J.
An
,
S.
Coughlin
,
G.W.
Dorn
, and
J.G.
Cyster
.
2011
.
GRK2-dependent S1PR1 desensitization is required for lymphocytes to overcome their attraction to blood
.
Science.
333
:
1898
1903
.
Basso
,
K.
,
C.
Schneider
,
Q.
Shen
,
A.B.
Holmes
,
M.
Setty
,
C.
Leslie
, and
R.
Dalla-Favera
.
2012
.
BCL6 positively regulates AID and germinal center gene expression via repression of miR-155
.
J. Exp. Med.
209
:
2455
2465
.
Berlin-Rufenach
,
C.
,
F.
Otto
,
M.
Mathies
,
J.
Westermann
,
M.J.
Owen
,
A.
Hamann
, and
N.
Hogg
.
1999
.
Lymphocyte migration in lymphocyte function-associated antigen (LFA)-1-deficient mice
.
J. Exp. Med.
189
:
1467
1478
.
Biajoux
,
V.
,
J.
Natt
,
C.
Freitas
,
N.
Alouche
,
A.
Sacquin
,
P.
Hemon
,
F.
Gaudin
,
N.
Fazilleau
,
M.
Espéli
, and
K.
Balabanian
.
2016
.
Efficient Plasma Cell Differentiation and Trafficking Require Cxcr4 Desensitization
.
Cell Rep.
17
:
193
205
.
Bouvard
,
D.
,
J.
Pouwels
,
N.
De Franceschi
, and
J.
Ivaska
.
2013
.
Integrin inactivators: balancing cellular functions in vitro and in vivo
.
Nat. Rev. Mol. Cell Biol.
14
:
430
442
.
Bowman
,
E.P.
,
N.A.
Kuklin
,
K.R.
Youngman
,
N.H.
Lazarus
,
E.J.
Kunkel
,
J.
Pan
,
H.B.
Greenberg
, and
E.C.
Butcher
.
2002
.
The intestinal chemokine thymus-expressed chemokine (CCL25) attracts IgA antibody-secreting cells
.
J. Exp. Med.
195
:
269
275
.
Brooks
,
S.A.
, and
P.J.
Blackshear
.
2013
.
Tristetraprolin (TTP): interactions with mRNA and proteins, and current thoughts on mechanisms of action
.
Biochim. Biophys. Acta.
1829
:
666
679
.
Chan
,
J.R.
,
S.J.
Hyduk
, and
M.I.
Cybulsky
.
2001
.
Chemoattractants induce a rapid and transient upregulation of monocyte α4 integrin affinity for vascular cell adhesion molecule 1 which mediates arrest: an early step in the process of emigration
.
J. Exp. Med.
193
:
1149
1158
.
Corcoran
,
L.M.
, and
D.M.
Tarlinton
.
2016
.
Regulation of germinal center responses, memory B cells and plasma cell formation-an update
.
Curr. Opin. Immunol.
39
:
59
67
.
Galloway
,
A.
,
A.
Saveliev
,
S.
Łukasiak
,
D.J.
Hodson
,
D.
Bolland
,
K.
Balmanno
,
H.
Ahlfors
,
E.
Monzón-Casanova
,
S.C.
Mannurita
,
L.S.
Bell
, et al
.
2016
.
RNA-binding proteins ZFP36L1 and ZFP36L2 promote cell quiescence
.
Science.
352
:
453
459
.
Good-Jacobson
,
K.L.
,
K.
O’Donnell
,
G.T.
Belz
,
S.L.
Nutt
, and
D.M.
Tarlinton
.
2015
.
c-Myb is required for plasma cell migration to bone marrow after immunization or infection
.
J. Exp. Med.
212
:
1001
1009
.
Grabovsky
,
V.
,
S.
Feigelson
,
C.
Chen
,
D.A.
Bleijs
,
A.
Peled
,
G.
Cinamon
,
F.
Baleux
,
F.
Arenzana-Seisdedos
,
T.
Lapidot
,
R.R.
Lobb
, and
R.
Alon
.
van Kooyk Y
.
2000
.
Subsecond induction of α4 integrin clustering by immobilized chemokines stimulates leukocyte tethering and rolling on endothelial vascular cell adhesion molecule 1 under flow conditions
.
J. Exp. Med.
192
:
495
506
.
Hargreaves
,
D.C.
,
P.L.
Hyman
,
T.T.
Lu
,
V.N.
Ngo
,
A.
Bidgol
,
G.
Suzuki
,
Y.R.
Zou
,
D.R.
Littman
, and
J.G.
Cyster
.
2001
.
A coordinated change in chemokine responsiveness guides plasma cell movements
.
J. Exp. Med.
194
:
45
56
.
Hart
,
G.T.
,
X.
Wang
,
K.A.
Hogquist
, and
S.C.
Jameson
.
2011
.
Krüppel-like factor 2 (KLF2) regulates B-cell reactivity, subset differentiation, and trafficking molecule expression
.
Proc. Natl. Acad. Sci. USA.
108
:
716
721
.
Hauser
,
A.E.
,
G.F.
Debes
,
S.
Arce
,
G.
Cassese
,
A.
Hamann
,
A.
Radbruch
, and
R.A.
Manz
.
2002
.
Chemotactic responsiveness toward ligands for CXCR3 and CXCR4 is regulated on plasma blasts during the time course of a memory immune response
.
J. Immunol.
169
:
1277
1282
.
Hibi
,
T.
, and
H.-M.
Dosch
.
1986
.
Limiting dilution analysis of the B cell compartment in human bone marrow
.
Eur. J. Immunol.
16
:
139
145
.
Hobeika
,
E.
,
S.
Thiemann
,
B.
Storch
,
H.
Jumaa
,
P.J.
Nielsen
,
R.
Pelanda
, and
M.
Reth
.
2006
.
Testing gene function early in the B cell lineage in mb1-cre mice
.
Proc. Natl. Acad. Sci. USA.
103
:
13789
13794
.
Hodson
,
D.J.
,
M.L.
Janas
,
A.
Galloway
,
S.E.
Bell
,
S.
Andrews
,
C.M.
Li
,
R.
Pannell
,
C.W.
Siebel
,
H.R.
MacDonald
,
K.
De Keersmaecker
, et al
.
2010
.
Deletion of the RNA-binding proteins ZFP36L1 and ZFP36L2 leads to perturbed thymic development and T lymphoblastic leukemia
.
Nat. Immunol.
11
:
717
724
.
Holl
,
E.K.
,
B.P.
O’Connor
,
T.M.
Holl
,
K.E.
Roney
,
A.G.
Zimmermann
,
S.
Jha
,
G.
Kelsoe
, and
J.P.-Y.
Ting
.
2011
.
Plexin-D1 is a novel regulator of germinal centers and humoral immune responses
.
J. Immunol.
186
:
5603
5611
.
Imai
,
Y.
,
E.J.
Park
,
D.
Peer
,
A.
Peixoto
,
G.
Cheng
,
U.H.
von Andrian
,
C.V.
Carman
, and
M.
Shimaoka
.
2008
.
Genetic perturbation of the putative cytoplasmic membrane-proximal salt bridge aberrantly activates α(4) integrins
.
Blood.
112
:
5007
5015
.
Kabashima
,
K.
,
N.M.
Haynes
,
Y.
Xu
,
S.L.
Nutt
,
M.L.
Allende
,
R.L.
Proia
, and
J.G.
Cyster
.
2006
.
Plasma cell S1P1 expression determines secondary lymphoid organ retention versus bone marrow tropism
.
J. Exp. Med.
203
:
2683
2690
.
Katayama
,
Y.
,
A.
Hidalgo
,
A.
Peired
, and
P.S.
Frenette
.
2004
.
Integrin α4β7 and its counterreceptor MAdCAM-1 contribute to hematopoietic progenitor recruitment into bone marrow following transplantation
.
Blood.
104
:
2020
2026
.
Kent
,
W.J.
,
C.W.
Sugnet
,
T.S.
Furey
,
K.M.
Roskin
,
T.H.
Pringle
,
A.M.
Zahler
, and
D.
Haussler
.
2002
.
The human genome browser at UCSC
.
Genome Res.
12
:
996
1006
.
Khodadadi
,
L.
,
Q.
Cheng
,
A.
Radbruch
, and
F.
Hiepe
.
2019
.
The Maintenance of Memory Plasma Cells
.
Front. Immunol.
10
:
721
.
Kim
,
D.
,
G.
Pertea
,
C.
Trapnell
,
H.
Pimentel
,
R.
Kelley
, and
S.L.
Salzberg
.
2013
.
TopHat2: accurate alignment of transcriptomes in the presence of insertions, deletions and gene fusions
.
Genome Biol.
14
:
R36
.
Klein
,
U.
,
S.
Casola
,
G.
Cattoretti
,
Q.
Shen
,
M.
Lia
,
T.
Mo
,
T.
Ludwig
,
K.
Rajewsky
, and
R.
Dalla-Favera
.
2006
.
Transcription factor IRF4 controls plasma cell differentiation and class-switch recombination
.
Nat. Immunol.
7
:
773
782
.
Koni
,
P.A.
,
S.K.
Joshi
,
U.A.
Temann
,
D.
Olson
,
L.
Burkly
, and
R.A.
Flavell
.
2001
.
Conditional vascular cell adhesion molecule 1 deletion in mice: impaired lymphocyte migration to bone marrow
.
J. Exp. Med.
193
:
741
754
.
Kwon
,
K.
,
C.
Hutter
,
Q.
Sun
,
I.
Bilic
,
C.
Cobaleda
,
S.
Malin
, and
M.
Busslinger
.
2008
.
Instructive role of the transcription factor E2A in early B lymphopoiesis and germinal center B cell development
.
Immunity.
28
:
751
762
.
Leuker
,
C.E.
,
M.
Labow
,
W.
Müller
, and
N.
Wagner
.
2001
.
Neonatally induced inactivation of the vascular cell adhesion molecule 1 gene impairs B cell localization and T cell-dependent humoral immune response
.
J. Exp. Med.
193
:
755
768
.
Li
,
Y.F.
,
S.
Xu
,
X.
Ou
, and
K.P.
Lam
.
2014
.
Shp1 signalling is required to establish the long-lived bone marrow plasma cell pool
.
Nat. Commun.
5
:
4273
.
Liakka
,
K.A.
, and
H.I.
Autio-Harmainen
.
1992
.
Distribution of the extracellular matrix proteins tenascin, fibronectin, and vitronectin in fetal, infant, and adult human spleens
.
J. Histochem. Cytochem.
40
:
1203
1210
.
Love
,
M.I.
,
W.
Huber
, and
S.
Anders
.
2014
.
Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2
.
Genome Biol.
15
:
550
.
Lu
,
T.T.
, and
J.G.
Cyster
.
2002
.
Integrin-mediated long-term B cell retention in the splenic marginal zone
.
Science.
297
:
409
412
.
Lu
,
E.
, and
J.G.
Cyster
.
2019
.
G-protein coupled receptors and ligands that organize humoral immune responses
.
Immunol. Rev.
289
:
158
172
.
Lu
,
D.
,
R.
Nakagawa
,
S.
Lazzaro
,
P.
Staudacher
,
C.
Abreu-Goodger
,
T.
Henley
,
S.
Boiani
,
R.
Leyland
,
A.
Galloway
,
S.
Andrews
, et al
.
2014
.
The miR-155-PU.1 axis acts on Pax5 to enable efficient terminal B cell differentiation
.
J. Exp. Med.
211
:
2183
2198
.
Luther
,
S.A.
,
A.
Bidgol
,
D.C.
Hargreaves
,
A.
Schmidt
,
Y.
Xu
,
J.
Paniyadi
,
M.
Matloubian
, and
J.G.
Cyster
.
2002
.
Differing activities of homeostatic chemokines CCL19, CCL21, and CXCL12 in lymphocyte and dendritic cell recruitment and lymphoid neogenesis
.
J. Immunol.
169
:
424
433
.
Manz
,
R.A.
,
A.
Thiel
, and
A.
Radbruch
.
1997
.
Lifetime of plasma cells in the bone marrow
.
Nature.
388
:
133
134
.
Mayer
,
C.T.
,
A.
Gazumyan
,
E.E.
Kara
,
A.D.
Gitlin
,
J.
Golijanin
,
C.
Viant
,
J.
Pai
,
T.Y.
Oliveira
,
Q.
Wang
,
A.
Escolano
, et al
.
2017
.
The microanatomic segregation of selection by apoptosis in the germinal center
.
Science.
358
:eaao2602.
Minnich
,
M.
,
H.
Tagoh
,
P.
Bönelt
,
E.
Axelsson
,
M.
Fischer
,
B.
Cebolla
,
A.
Tarakhovsky
,
S.L.
Nutt
,
M.
Jaritz
, and
M.
Busslinger
.
2016
.
Multifunctional role of the transcription factor Blimp-1 in coordinating plasma cell differentiation
.
Nat. Immunol.
17
:
331
343
.
Murakami
,
J.L.
,
B.
Xu
,
C.B.
Franco
,
X.
Hu
,
S.J.
Galli
,
I.L.
Weissman
, and
C.C.
Chen
.
2016
.
Evidence that β7 integrin regulates hematopoietic stem cell homing and engraftment through interaction with MAdCAM-1
.
Stem Cells Dev.
25
:
18
26
.
Newman
,
R.
,
H.
Ahlfors
,
A.
Saveliev
,
A.
Galloway
,
D.J.
Hodson
,
R.
Williams
,
G.S.
Besra
,
C.N.
Cook
,
A.F.
Cunningham
,
S.E.
Bell
, and
M.
Turner
.
2017
.
Maintenance of the marginal-zone B cell compartment specifically requires the RNA-binding protein ZFP36L1
.
Nat. Immunol.
18
:
683
693
.
Nutt
,
S.L.
,
P.D.
Hodgkin
,
D.M.
Tarlinton
, and
L.M.
Corcoran
.
2015
.
The generation of antibody-secreting plasma cells
.
Nat. Rev. Immunol.
15
:
160
171
.
Odendahl
,
M.
,
H.
Mei
,
B.F.
Hoyer
,
A.M.
Jacobi
,
A.
Hansen
,
G.
Muehlinghaus
,
C.
Berek
,
F.
Hiepe
,
R.
Manz
,
A.
Radbruch
, and
T.
Dörner
.
2005
.
Generation of migratory antigen-specific plasma blasts and mobilization of resident plasma cells in a secondary immune response
.
Blood.
105
:
1614
1621
.
Park
,
E.J.
,
J.R.
Mora
,
C.V.
Carman
,
J.
Chen
,
Y.
Sasaki
,
G.
Cheng
,
U.H.
von Andrian
, and
M.
Shimaoka
.
2007
.
Aberrant activation of integrin α4β7 suppresses lymphocyte migration to the gut
.
J. Clin. Invest.
117
:
2526
2538
.
Peled
,
A.
,
O.
Kollet
,
T.
Ponomaryov
,
I.
Petit
,
S.
Franitza
,
V.
Grabovsky
,
M.M.
Slav
,
A.
Nagler
,
O.
Lider
,
R.
Alon
, et al
.
2000
.
The chemokine SDF-1 activates the integrins LFA-1, VLA-4, and VLA-5 on immature human CD34(+) cells: role in transendothelial/stromal migration and engraftment of NOD/SCID mice
.
Blood.
95
:
3289
3296
.
Porstner
,
M.
,
R.
Winkelmann
,
P.
Daum
,
J.
Schmid
,
K.
Pracht
,
J.
Côrte-Real
,
S.
Schreiber
,
C.
Haftmann
,
A.
Brandl
,
M.F.
Mashreghi
, et al
.
2015
.
miR-148a promotes plasma cell differentiation and targets the germinal center transcription factors Mitf and Bach2
.
Eur. J. Immunol.
45
:
1206
1215
.
Radbruch
,
A.
,
G.
Muehlinghaus
,
E.O.
Luger
,
A.
Inamine
,
K.G.C.
Smith
,
T.
Dörner
, and
F.
Hiepe
.
2006
.
Competence and competition: the challenge of becoming a long-lived plasma cell
.
Nat. Rev. Immunol.
6
:
741
750
.
Raudvere
,
U.
,
L.
Kolberg
,
I.
Kuzmin
,
T.
Arak
,
P.
Adler
,
H.
Peterson
, and
J.
Vilo
.
2019
.
g:Profiler: a web server for functional enrichment analysis and conversions of gene lists (2019 update)
.
Nucleic Acids Res.
47
(
W1
):
W191
W198
.
Saveliev
,
A.
,
L.
Vanes
,
O.
Ksionda
,
J.
Rapley
,
S.J.
Smerdon
,
K.
Rittinger
, and
V.L.J.
Tybulewicz
.
2009
.
Function of the nucleotide exchange activity of vav1 in T cell development and activation
.
Sci. Signal.
2
:
ra83
.
Sciammas
,
R.
,
A.L.
Shaffer
,
J.H.
Schatz
,
H.
Zhao
,
L.M.
Staudt
, and
H.
Singh
.
2006
.
Graded expression of interferon regulatory factor-4 coordinates isotype switching with plasma cell differentiation
.
Immunity.
25
:
225
236
.
Shlomchik
,
M.J.
, and
F.
Weisel
.
2012
.
Germinal center selection and the development of memory B and plasma cells
.
Immunol. Rev.
247
:
52
63
.
Slifka
,
M.K.
,
R.
Antia
,
J.K.
Whitmire
, and
R.
Ahmed
.
1998
.
Humoral immunity due to long-lived plasma cells
.
Immunity.
8
:
363
372
.
Smith
,
K.G.C.
,
A.
Light
,
G.J.V.
Nossal
, and
D.M.
Tarlinton
.
1997
.
The extent of affinity maturation differs between the memory and antibody-forming cell compartments in the primary immune response
.
EMBO J.
16
:
2996
3006
.
Suan
,
D.
,
C.
Sundling
, and
R.
Brink
.
2017
.
Plasma cell and memory B cell differentiation from the germinal center
.
Curr. Opin. Immunol.
45
:
97
102
.
Takahashi
,
Y.
,
P.R.
Dutta
,
D.M.
Cerasoli
, and
G.
Kelsoe
.
1998
.
In situ studies of the primary immune response to (4-hydroxy-3-nitrophenyl)acetyl. V. Affinity maturation develops in two stages of clonal selection
.
J. Exp. Med.
187
:
885
895
.
Taubenheim
,
N.
,
D.M.
Tarlinton
,
S.
Crawford
,
L.M.
Corcoran
,
P.D.
Hodgkin
, and
S.L.
Nutt
.
2012
.
High rate of antibody secretion is not integral to plasma cell differentiation as revealed by XBP-1 deficiency
.
J. Immunol.
189
:
3328
3338
.
Trapnell
,
C.
,
B.A.
Williams
,
G.
Pertea
,
A.
Mortazavi
,
G.
Kwan
,
M.J.
van Baren
,
S.L.
Salzberg
,
B.J.
Wold
, and
L.
Pachter
.
2010
.
Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation
.
Nat. Biotechnol.
28
:
511
515
.
Victora
,
G.D.
, and
M.C.
Nussenzweig
.
2012
.
Germinal centers
.
Annu. Rev. Immunol.
30
:
429
457
.
Vigorito
,
E.
,
K.L.
Perks
,
C.
Abreu-Goodger
,
S.
Bunting
,
Z.
Xiang
,
S.
Kohlhaas
,
P.P.
Das
,
E.A.
Miska
,
A.
Rodriguez
,
A.
Bradley
, et al
.
2007
.
microRNA-155 regulates the generation of immunoglobulin class-switched plasma cells
.
Immunity.
27
:
847
859
.
Vogel
,
K.U.
,
L.S.
Bell
,
A.
Galloway
,
H.
Ahlfors
, and
M.
Turner
.
2016
.
The RNA-Binding Proteins Zfp36l1 and Zfp36l2 Enforce the Thymic β-Selection Checkpoint by Limiting DNA Damage Response Signaling and Cell Cycle Progression
.
J. Immunol.
197
:
2673
2685
.
Weisel
,
F.J.
,
G.V.
Zuccarino-Catania
,
M.
Chikina
, and
M.J.
Shlomchik
.
2016
.
A Temporal Switch in the Germinal Center Determines Differential Output of Memory B and Plasma Cells
.
Immunity.
44
:
116
130
.
Winkelmann
,
R.
,
L.
Sandrock
,
M.
Porstner
,
E.
Roth
,
M.
Mathews
,
E.
Hobeika
,
M.
Reth
,
M.L.
Kahn
,
W.
Schuh
, and
H.M.
Jäck
.
2011
.
B cell homeostasis and plasma cell homing controlled by Krüppel-like factor 2
.
Proc. Natl. Acad. Sci. USA.
108
:
710
715
.
Xu
,
S.
,
X.
Ou
,
J.
Huo
,
K.
Lim
,
Y.
Huang
,
S.
Chee
, and
K.P.
Lam
.
2015
.
Mir-17-92 regulates bone marrow homing of plasma cells and production of immunoglobulin G2c
.
Nat. Commun.
6
:
6764
.

Competing Interests

Disclosures: M. Turner reported funding from Cancer Research Technology, financial compensation from Wellcome as an interview panel member, and consultancy from Roche. None of these involve or are related to the work in this study. No other disclosures were reported.

This article is available under a Creative Commons License (Attribution 4.0 International, as described at https://creativecommons.org/licenses/by/4.0/).