Abstract
The Mediator complex regulates various aspects of hematopoietic development, but whether composition of the Mediator complex undergoes dynamic changes for diversifying transcription and functional outputs is unknown. Here, we found that MED26, a subunit in the core Mediator complex, played a distinctive role in facilitating transcription pausing essential for erythroid development. While most Mediator subunits drastically decreased during this process, MED26 remained relatively abundant. Intriguingly, in the early stages, more than half of MED26 occupancy sites did not co-localize with MED1, a representative Mediator subunit, suggesting these subunits exert context-dependent gene regulation. We revealed that MED26-enriched loci were associated with RNA polymerase Ⅱ pausing. MED26 manifested a markedly preferential recruitment of pausing-related factors, leading to an increase in Pol Ⅱ pausing critical for genome-wide transcription repression during erythropoiesis. Moreover, MED26 exhibited pronounced condensate-forming capability, which was necessary for its function in promoting erythropoiesis and recruiting pausing-related factors. Collectively, this study provides mechanistic insights into the functional coordination of distinct Mediator subunits during development and highlights the switch of transcription condensates towards a MED26 enriched form, which modulates transcription pausing to facilitate transcription repression and erythroid development.
Introduction
During mammalian erythroid development, erythroblasts undergo chromatin reorganization that involves drastic nuclear condensation and global transcription repression before enucleation1–3. Terminal erythropoiesis has been associated with declines in histone marks involved in transcription elongation, including H3K36me2, H3K36me3, and H3K79me24,5, along with an increase in H4K20me, a modification associated with Pol Ⅱ pausing and erythroblast chromatin condensation6,7. The positive transcription elongation factor (P-TEFb), which contains the catalytic subunit cyclin-dependent kinase 9 (CDK9), cooperates with the master erythroid transcription factor GATA1 to enhance transcription elongation8. HEXIM1, a regulator that promotes Pol Ⅱ pausing, is highly expressed during terminal erythropoiesis and is associated with accelerated erythroid differentiation9. Collectively, these findings suggest transcription pausing and elongation play regulatory roles in erythropoiesis, yet the mechanisms governing their upstream regulation remain largely unknown.
Transcription pausing is a prevalent regulatory mechanism when RNA polymerase Ⅱ (Pol Ⅱ) initiates transcription but stalls at 20∼60 bp downstream of the transcription start site10,11. Pol Ⅱ pausing exerts a pivotal influence on cell fate determination and development by intricately regulating gene expression dynamics, with paused Pol Ⅱ near critical genes acting as molecular sensors, awaiting external cues to swiftly trigger or inhibit transcription and thereby orchestrating precise gene expression patterns pivotal for differentiation12–14. The importance of transcription pausing has been demonstrated in drosophila mid-blastula transition and cell specification in mouse embryonic stem cells15. Nonetheless, many mechanistic questions regarding Pol Ⅱ pausing in mammalian development remain unanswered, particularly beyond cell specification. For instance, how does pausing impact upon the subsequent differentiation progression?
The Mediator complex is a large multi-subunit complex composed of head, middle, tail, and CDK8 kinase modules and is conserved from yeasts to metazoans16,17. The Mediator complex forms a functional bridge between gene promoters and enhancers, linking tissue-specific transcription factors (TFs) with general transcription factors (GTFs) and Pol Ⅱ, thereby serving as an integrative hub for pre-initiation complex assembly, transcription elongation, and termination16,18. Several Mediator subunits was shown to be important for erythropoiesis, including MED1 and MED2519–21. Previous studies on Mediator-regulated developmental processes have often focused on the function of a single subunit and its cooperation with a TF; however, it remains unclear how individual Mediator subunits functionally cooperate across developmental stages, thereby contributing to the establishment of a context-dependent transcriptional program22.
Here, we used erythropoiesis as a paradigm to address the mechasims of global transcription repression and how individual Mediator subunits cooperatively diversify the function of the Mediator complex in a developmental scenario. Our study reveals that while MED1 and MED26 co-occupy a plethora of genes important for cell survival and proliferation at the HSPC stage, MED26 preferentially marks erythroid genes and recruits pausing-related factors for cell fate specification. Gradually, MED26 becomes the dominant factor in shaping the composition of transcription condensates and transforms the chromatin towards a repressive yet permissive state, achieving global transcription repression in erythropoiesis. This study not only unveils the mechanism of Mediator regulating transcription pausing but also how the increasing dominance of a single subunit drives the transformation of transcription states and progression of a developmental process.
Results
The levels of most Mediator subunits decreased, while MED26 remained relatively abundant, during erythropoiesis
During terminal erythropoiesis, global transcription repression occurs concurrently with erythroid differentiation, but it remains unclear how global genes are repressed, while few selective genes remain actively transcribed. As the Mediator complex is crucial in the regulation of various transcription steps, we detected its expression in primary human erythroblasts derived from CD34+ hematopoietic stem and progenitor cells23. We found that the protein levels of most Mediator subunits decreased substantially in the terminal erythroid differentiation; in contrast, unexpectedly, that of MED26 remained detectable throughout (Figure 1A-1C). Consistently, immunofluorescence imaging of primary erythroblasts isolated from E14.5 mouse fetal livers revealed that the MED1 level declines while MED26 remains detectable from early to late erythropoiesis (Figure 1D). Given the relative abundance of MED26 in terminal erythropoiesis and the critical function of the Mediator complex in transcription regulation, we reason that MED26 may serve a unique function in late erythropoiesis24.
MED26 plays a crucial role in erythropoiesis
To investigate the regulatory role of Med26 in erythropoiesis in vivo, we constructed Med26 conditional knockout mice with Cre recombinase expression driven by the erythropoietin receptor (EpoR) promoter (Med26flox/flox; EpoR-Cre/+). The results show that Med26-erythroid-specific knockout mice exhibit pale embryos and severe anemia at E14.5 (Figure 2A), demonstrating the direct regulatory role of Med26 in fetal erythropoiesis.
Next, to examine the role of Med26 in adult erythropoiesis, we generated inducible conditional knockout mice (Med26flox/flox; Mx1-Cre/+). Using this system, pIpC injection induces Med26 genomic loci recombination at the specified developmental timepoint (Fig. S1A-B), leading to substantial downregulation of Med26 protein expression (Figure 2B). Giemsa staining of the peripheral blood smear showed the presence of irregularly shaped RBCs and scarce reticulocytes (Figure 2C). We further assessed the erythroid recovery capacity differences of Med26 knockout under stress conditions by irradiation protection and phenylhydrazine induced acute hemolytic anemia models. First, we harvested 10 million bone marrow cells from either control or cKO CD45.2+ mice and transplanted them into irradiated myeloablative CD45.1+ recipient mice. Following a 2-week period for hematopoietic reconstitution, Med26 was knocked out via pIpC induction, and CBC analyses were performed weekly (Figure 2D). The results showed that prior to Med26 knockout through pIpC induction, red blood cells in both the control and Med26 cKO groups were reconstructed to similar levels. However, following the Med26 knockout, there was a worse survival rate (Figure 2E) and a marked decline in erythroid parameters and the chimerism percentage of red blood cells (Figure 2F-I and Fig. S2). Additionally, under phenylhydrazine (PHZ)-induced acute hemolytic anemia conditions, cKO mice were unable to recover after PHZ treatment (Fig. S3). These results demonstrate that Med26 is essential for erythrocyte reconstitution. Collectively, these findings show that Med26 is crucial for erythropoiesis under both normal and stress conditions.
Furthermore, we conducted a gain-of-function assay in the primary human erythroid culture system23, which showed that MED26 overexpression accelerated erythroid differentiation (Figure 2J-2L). To determine whether the acceleration is stage-specific, we isolated cells at different stages—HSPCs (CD71-CD235a-), erythroid progenitors (CD71+CD235a-) and erythroid precursors (CD71+CD235a+)—from human CD34+ erythroid cultures by FACS sorting and induced MED26 overexpression. Our findings demonstrate that MED26 can accelerate erythropoiesis across all examined stages (Fig. S4). In summary, we demonstrate that MED26 is essential for erythropoiesis and that MED26 overexpression can accelerate the process.
MED26-enriched chromatin sites are associated with RNA polymerase II pausing
To further dissect the molecular basis underlying MED26 function, we analyzed the CUT&Tag signals of MED26 and compared them to those of MED1, which is often regarded as a representative subunit of Mediator, in human CD34+ erythroid culture cells on Day 4. Unexpectedly, we found that ∼60% of chromatin sites with MED1 or MED26 occupancy did not colocalize (Figure 3A and Fig. S5A). Notably, MED26 colocalizes with GATA1 and GATA2 better than MED1, indicating a potential functional association between MED26 and GATA factors that could play a pivotal role in the regulation of erythroid transcriptome (Figure 3A). The presence of MED1-or MED26-enriched puncta were observed in primary human erythroblasts as well as other cell types (Fig. S5B-5C). We then calculated the signal ratio of MED26 to MED1 at the transcription start sites (TSSs) of their occupancy loci. While a large fraction of MED1- and/or MED26-occupied genes have a relatively constant MED26/MED1 signal ratio, a considerable number of genes have differential MED26/MED1 ratios, indicating that the chromatin occupancy of MED26 and MED1 does not always correlate. We defined the maximum 10% ratio as an indicator of MED26-enriched chromatin sites and the minimum 10% ratio as an indicator of MED26-poor chromatin sites (Figures 3B-3C). To elucidate how the enrichment of MED26 impacts transcription, we conducted a CUT&Tag assay of Pol II and precision nuclear run-on sequencing (PRO-seq) in human CD34+ erythroid culture cells on Day 4. We found that Pol II has more signals spanning through the gene body at MED26-poor chromatin sites, whereas Pol II often has distinct enrichment at the TSS region, transcribing a higher percentage of short RNAs at MED26-enriched chromatin sites and indicating Pol II pausing (Figures 3D-3E). To better characterize this observation, we calculated the pausing index (PI), which is defined by the ratio of the read count at the TSS region to the read count at the gene body region after normalizing both read counts by the length of the genomic region (Fig. S5D)25. Our analysis revealed that the MED26-enriched loci had a significantly higher PI (p < 2.2 × 10-16), longer gene length (p = 4.092 × 10-10), and similar exon numbers (p = 0.09774) than the MED26-poor loci (Figures 3F and Fig. S5E). Based on the overall quantification, we found that Pol II in MED26-enriched chromatin sites transcribes genes with a higher PI, lower elongation efficiency and a higher percentage of short RNAs (Fig. 3G).
MED26 recruits pausing-related factors to mediate transcription pausing
To examine how MED26 might mediate transcription pausing, we performed immunoprecipitation coupled with mass spectrometry (IP-MS) to identify interacting proteins of MED1 and MED26 and then analyzed the relative protein interaction using normalized spectral abundance factors (NSAFs)26. While MED26 and MED1 similarly coimmunoprecipitated with the majority of other Mediator subunits (the head, middle, and tail modules) and the elongation complex, MED26 interacted much less with the CDK8 kinase module than MED1, consistent with a previous study27. Remarkably, MED26 exhibited a substantially higher interaction with transcription pausing related factors (NELF, DSIF, and PAF complexes) compared to MED1, which supports our notion that MED26 associates with pausing (Figures 4A-4B and Table S1). Knocking out MED26 significantly impairs the recruitment of PAF1 to MED26 occupancy sites, indicating the presence of MED26 facilitates the recruitment of PAF1 (Figure 4C). Promoter-proximal pausing of Pol II after initiation represents a poised stage which requires additional activation for productive transcription elongation14,28. Our findings, demonstrating the comparable interactions of MED26 with elongation factors and its markedly stronger interactions with pausing-related factors compared to MED1, may explain their differences in regulating Pol II behavior.
MED26-mediated transcription pausing serves as a critical mode of gene regulation in terminal erythropoiesis
To address how the enrichment of MED26 impacts transcription during erythropoiesis, we used CUT&Tag assays to analyze the ratio of MED26 to MED1 chromatin occupancy on Day 4 and Day 16 of primary human CD34+-derived erythroblasts. Our results revealed that the ratio of MED26 to MED1 increased at both erythroid and nonerythroid genes during differentiation, and the ratio at erythroid genes on Day 16 had a more marked increase relative to that at nonerythroid genes (Figure 4D). We then performed PRO-seq on Day 4 or Day 16 ex vivo-cultured human erythroblasts. Our results revealed that the PI increased at both nonerythroid genes (p < 2.2 × 10-16) and erythroid genes (p < 2.2 × 10-16), along with an increase in the MED26 to MED1 ratio during erythroid development (Figure 4E). Non-erythroid gene RPS9 showed decreased occupancy of MED1 and MED26 from Day 4 to Day 16, with a more pronounced decrease of MED1 signal; erythroid gene HBB showed increased occupancy of MED1 and MED26 from Day 4 to Day 16, with a more profound increase of MED26 signal (Figure 4F). Meanwhile, a higher percentage of nascent short RNAs were transcribed and accumulated at both non-erythroid and erythroid genes, resulting from transcription with a higher pausing index and lower elongation efficiency in terminal erythropoiesis (Figure 4F). To test whether the increase of transcription pausing accelerates erythropoiesis, we added 5,6-dichloro-1-β-D-ribofuranosylbenzimidazole (DRB), which represses transcription elongation by inhibiting CDK929, to Day 6 ex vivo-cultured human erythroblasts. The addition of DRB increased the number of CD71+CD235a+ erythroblasts compared to the mock group (Figure 4G). Collectively, our findings reveal that MED26 enrichment is associated with increased transcription pausing during terminal erythroid stages, which can accelerate erythroid development.
The condensate-forming capacity of MED26 is essential for erythropoiesis
Based on previous structural studies30,31, MED26 contains three domains— a TFIIS domain (amino acids (a.a.) 1-87), an unstructured domain (a.a. 88-480), and a Mediator complex interacting domain (a.a. 480-600). To determine which domain is important for the erythropoiesis promotion function of MED26, we overexpressed these three segments of MED26 in human CD34+ HSPCs, which showed that a.a. 88-480 alone can sufficiently accelerate erythroid differentiation as full-length MED26 (Figure 5A). As unstructured low-complexity domains tend to undergo phase separation, we used the OptoDroplet assay, in which proteins with phase separation capacity will aggregate when triggered by blue light, to examine MED26 truncations (Fig. S6A). The results showed that the truncations containing a.a. 88-480, the putative intrinsically disordered region (IDR), exhibited aggregate-forming capacity (Fig. S6B-6C and Movie S1-4). Interestingly, a.a. 1-480 formed more conspicuous aggregates than all other truncations, which suggests that a.a. 1-87 can promote the phase separation capacity of the MED26 IDR (Fig. S6B-6C and Movie S1-4). In vitro assays further validated that a.a. 88-480 of MED26, but not a.a. 1-87 or 480-600, had phase separation capacity (Figure 5B). Collectively, these results indicate that a.a. 88-480, the phase-separation domain of MED26, is the key segment promoting erythroid differentiation.
MED26 exhibits more pronounced capability of biomolecular condensate formation than MED1
Biomolecular condensates have emerged as a prevalent mechanism for transcription control32. Intrinsically disordered regions (IDRs) and/or low-complexity protein sequences are necessary for biomolecular condensate-mediated phase separation and are predicted to widely exist in Mediator subunits33. MED1 has been reported to mediate transcription regulation via phase separation and serves as a surrogate to study phase separation of transcription machinery34,35, but it remains unclear whether the other Mediator subunits also form liquid-like condensates. Therefore, in addition to MED26, we also tested whether other Mediator subunits have condensate-forming capability by conducting the OptoDroplet assay (Figure 5C)36. This assay revealed that MED1, MED4, MED26, and MED28 had droplet-forming capability (Figure 5D and Movie S5-17), consistent with the prediction by natural disordered region (PONDR) analysis (Fig. S7A) and structural evidence showing that large parts of these proteins are unstructured30. During erythropoiesis, we not only found that the level of most Mediator subunits declined but that of representative transcription condensate-forming proteins, such as BRD4 and RPB1, also diminished substantially (Figures 1A-1C and 5D). Taken together, these findings revealed a distinct stoichiometric composition of individual Mediator subunits in transcription condensates during terminal erythroid differentiation.
We examined whether MED26 exhibits droplet properties in vivo by the fluorescence recovery after photobleaching (FRAP) assay, which showed that enhanced green fluorescence protein fused with MED26 (EGFP-MED26) can form condensates in K562 erythroleukemia cells and that the signal recovers promptly after photobleaching (Fig. S7B and Movie S18). Immunofluorescence imaging showed that Mediator condensates were diffused upon treatment with 1,6-hexanediol (1,6-HD), which can disrupt liquid-like condensates (Fig. S7C). To better characterize the intrinsic condensate-forming capacity of MED26, we expressed and purified putative EGFP-MED26-IDR (Fig. S7D) 30. We observed that EGFP-MED26-IDR can form phase-separated droplets in vitro, with or without crowding reagents (10% PEG8000) (Fig. S7E-7G). Using time-lapse imaging, we were able to capture fusion events of the MED26 droplets, indicating their fluidic property (Fig. S7E and Movie S19-20). We then performed a droplet formation assay with varying concentrations of EGFP-MED1-IDR, EGFP-MED26-IDR, and EGFP, which showed that MED26-IDR has a lower saturation concentration of phase separation than MED1-IDR (Figure 5E). Moreover, we observed that MED26-IDR droplets are sensitive to 1,6-HD and high salt treatment, indicating that hydrophobic and electrostatic interactions contribute to droplet formation (Fig. S7F-7G). Collectively, our results demonstrate that MED26, a subunit in the core Mediator complex, can undergo phase separation in vitro and in vivo and the transcription condensates shift towards a MED26-enriched form during terminal erythroid differentiation (Figure 5F).
The erythropoiesis-promotion function of MED26 is dependent on its capacity of recruiting pausing-related factors
To determine whether the recruitment of pausing-related factors depends on the phase separation capacity of MED26, we purified mCherry fused with the disordered region of a pausing factor, PAF1. The in vitro droplet formation assay not only showed that a.a. 1-480 of MED26 can recruit PAF1, but also suggested that the presence of pausing-related factors reciprocally promotes condensates formation of MED26 (Figure 6A). To investigate whether the IDR of MED26 contributes to the recruitment of pausing-related factors, we constructed EGFP fused with various truncations of MED26 and tested the recruitment of PAF1-mCherry. The results demonstrate that MED26’s ability to recruit PAF1 is contingent on its IDR, which cannot be substituted by the FUS IDR domain, a known sequence that can drive liquid-like condensate formation (Figure 6B). These observations imply that MED26’s IDR domain plays a distinctive role in recruiting PAF1. The PAF1 complex could regulate promoter proximal pausing and/or release depending on the cellular context, but PAF1C was initially regarded as a pausing factor, akin to the DSIF complex, that counteracts transcription elongation in erythropoiesis37–40. Knocking down PAF1 or SPT5 (a known pausing factor, subunit of DSIF complex) in the human CD34+ erythroid system similarly inhibits erythropoiesis, indicating a crucial role of pausing in erythropoiesis (Figure S8A-8B). To further investigate the functional association between MED26 and pausing-related factors in erythropoiesis, we conducted simultaneous PAF1 knockdown and over-expression of MED26 in the primary human CD34+ erythroid culture system. The results revealed that the erythropoiesis promotion by MED26 was abolished by PAF1 knockdown (Figures 6C-6E). Taken together, the findings indicate that both the IDR and TFIIS domains of MED26 are necessary for the recruitment of pausing-related factors to the MED26-enriched condensates, and MED26 accelerates erythropoiesis via its association with these factors.
Transcription pausing is an important mode of transcription regulation that is often associated with rapid and synchronous gene induction in development13. To understand how MED26-mediated transcription pausing regulates terminal erythroid differentiation, we analyzed overall gene expression and Pol II occupancy during erythroid differentiation. We found that the expression of nonerythroid genes was downregulated, while that of erythroid genes was upregulated (Supplemental Figure 8C). Furthermore, we found that Pol II occupancy decreased at nonerythroid gene loci, while that at erythroid loci increased during erythroid development (Supplemental Figure 8D). Taken together, the data suggest that there is an overall increase in transcription pausing resulting from the shift of transcription condensates towards a “MED26 enriched form”, leading to decreased elongation efficiency and global transcription repression during terminal erythropoiesis. Under the condition of increased pausing, nonerythroid genes exhibit low Pol II occupancy, which results in decreased gene expression; erythroid genes have higher Pol II occupancy, despite exhibiting an accumulation pattern at the TSS, still resulting in the production of abundant full-length transcripts (Figure 6F).
Discussion
Global gene repression is a unique and pivotal feature of terminal erythropoiesis, the mechanism of which remains elusive4. MED1, the representative subunit of the Mediator complex, was shown to be critical for erythropoiesis in vivo19,20, but it remains unclear whether other subunits exert specific functions during this process. In this study, we uncovered that the composition of Mediator-containing transcription condensates are highly dynamic during erythropoiesis, with most subunits diminishing while MED26 remained relatively abundant throughout the process. By comparing the chromatin occupancy sites of MED26 and MED1, we revealed that MED26-enriched chromatin sites are associated with transcription pausing. We uncovered that a major unstructured segment (IDR) of MED26 is necessary for its function in promoting erythropoiesis. MED26 has a much stronger preference to interact with pausing-related factors compared to MED1. Moreover, the IDR of MED26, which exhibits pronounced condensate forming capability, is essential for recruiting pausing-related factors to the MED26-enriched condensates. Altogether, our findings demonstrate that the relative enrichment of MED26 in terminal erythropoiesis leads to a shift of the transcription condensates towards a “MED26-enriched form”. This shift, in turn, facilitates the recruitment of pausing-related factors, thereby achieving global gene repression.
Biomolecular condensates-mediated dynamic cellular compartmentalization has emerged as a common mechanism in various aspects of transcription regulation32. Recently, a number of transcription regulatory proteins, including MED1, BRD4, and Pol II CTD34,35,41, have been reported to form biomolecular condensates or membraneless compartments mediated by phase separation, which has become an emerging model to explain diverse cellular events, including transcription regulation42–44. The presence of promoter condensates and gene-body condensates has been proposed at different transcription steps45,46. Nonetheless, it remains unclear whether the dynamic composition of these condensates could contribute to driving the progression of developmental processes. Our study not only found that MED26 exhibits more conspicuous condensate-forming capacity than most other subunits, but also identified MED26-enriched condensates as a dominant form of transcription condensates in terminal erythropoiesis, prominently facilitating Pol II pausing, which is pivotal for global transcription repression of terminal erythropoiesis.
Transcription pausing can serve as an important mechanism for precise transcription regulation14. Regarding how erythroid genes remain transcriptionally active in terminal erythropoiesis, we propose two hypotheses. First, the master erythroid transcription factors GATA1 and EKLF have been shown to recruit P-TEFb, which enhances transcription elongation8. Moreover, erythroid genes are enriched with elongation factors. In zebrafish erythropoiesis, TIF1γ-dependent recruitment of positive elongation factors to erythroid genes counteracts Pol II pausing37. Second, critical cytokines such as erythropoietin (EPO) can stimulate pause release47. Therefore, although MED26 has a preference for recruiting pausing-related factors, TFs or cytokines could, in turn, relieve transcription pausing. Therefore, MED26 may serve as a gatekeeper for pausing Pol II, which may remain paused until further signaling for productive elongation to occur.
All in all, our study utilizes erythropoiesis as a unique paradigm to provide mechanistic insights into context-dependent transcription regulation during development. We have uncovered that the composition of Mediator-containing transcription condensates can be highly dynamic, and different forms of transcription condensates contribute to the versatile transcriptional and functional outputs. Our study identifies a stoichiometric switch of Mediator during erythroid development, and MED26-enriched condensates serve as an important regulator for transcription pausing and could potentially be a therapeutic target for diseases, such as erythroid dysplasia.
Methods
Detailed methodology is provided in the Supplemental information file.
Ex vivo CD34+ cell erythroid differentiation system
CD34+ cells were purified from human cord blood (Cord Blood Bank of Beijing) using the MACS MicroBead kit (Miltenyi Biotec, Bergisch Gladbach, Germany). The two-phase erythroid differentiation protocol was modified from the previous study23.
Mice
All mice were constructured by CRISPR-Cas9 gene-editing technology and bred under specific-pathogen-free (SPF) conditions. All mouse procedures were approved by the Animal Care and Use Committees of Peking University. The detailed information about mice are provided in the Supplemental information file.
High-throughput sequencing library construction and analysis
The CUT&Tag assay was performed as previously described48 and followed the manufacturer’s instructions for the kit (Vazyme, Nanjing, China). PRO-seq libraries were prepared as described previously49. The detailed information about high-throughput sequencing library construction and analysis are provided in the Supplemental information file.
Data sharing statement
All sequencing data are available in the NCBI Gene Expression Omnibus (GEO) database (GSE212374). The code is available upon request.
Acknowledgements
We thank the Flow Cytometry Core and the Imaging Core of the National Center for Protein Sciences at Peking University (PKU). We thank the High-Performance Computing Platform of the Center for Life Sciences (Peking University) for supporting data analysis. We thank Drs. Zhi Qi, Xiong Ji, Jiazhi Hu and Chengqi Yi (PKU) for their suggestions on the project. We are grateful to Dr. Hongxia Lv, Dr. Liying Du, Dr. Chunyan Shan, Dr. Siying Qin, Dr. Dong Liu, Dr. Qi Zhang, Dr. Guilan Li, Dr. Jia Luo, Huan Yang, Xuefang Zhang, Yinghua Guo, and Jun Cheng (PKU) for technical support. We thank all the other members of the laboratory for their critical reading of this manuscript. This project was supported by grants from the National Key R&D Program of China (2022YFA1103300), the National Natural Science Foundation of China (82370124), and the Peking-Tsinghua Center for Life Sciences and School of Life Sciences, Peking University, to H.Y.L. and by grants from Department of Science and Technology of Zhejiang Province (Key Program Grant, 2021YFA1100100), the National Natural Science Foundation of China (81973993), the Zhejiang Provincial Natural Science Foundation of China (LR20C070001), and the Hangzhou Science and Technology Major Project (2018HZKJSA10095) to X.G.
Additional information
Authorship contributions
S.Z., X.G. and H.Y.L. conceptualized this project and designed the experiments. S.Z., M.L., X.Y.Z., S.X., Q.Y., N.L., Y.L., D.L., Z.L.Z., Z.F., X.J., Y.D., Q.H., Y.Y.Z. and W.H.C. performed the experiments. S.Z., X.T.Z., X.Y.Y. and F.W. conducted the bioinformatic analyses. S.Z., X.G. and H.Y.L. wrote the manuscript. All authors discussed the results and commented on the manuscript.
Conflict of Interest Disclosures
The authors declare no competing interests.
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