Multitissue Circadian Proteome Atlas of WT and Per1−/−/Per2−/− Mice
Liujia Qian, Yue Gu, Qiaocheng Zhai, Zhangzhi Xue, Youqi Liu, Sainan Li, Yizhun Zeng, Rui Sun, Qiushi Zhang, Xue Cai, Weigang Ge, Zhen Dong, Huanhuan Gao, Yan Zhou, Yi Zhu, Ying Xu, Tiannan Guo
Abstract
•11,651 proteins are quantified in multitissue circadian proteome atlas.•Proteome rhythm reflects circadian anticipatory phenomena.•Tissue-specific protein cyclers in the WT mice are mainly PER-dependent.•Diminished oscillations in nucleotide excision repair in DKO mice. The molecular basis of circadian rhythm, driven by core clock genes such as Per1/2, has been investigated on the transcriptome level, but not comprehensively on the proteome level. Here we quantified over 11,000 proteins expressed in eight types of tissues over 46 h with an interval of 2 h, using WT and Per1/Per2 double knockout mouse models. The multitissue circadian proteome landscape of WT mice shows tissue-specific patterns and reflects circadian anticipatory phenomena, which are less obvious on the transcript level. In most peripheral tissues of double knockout mice, reduced protein cyclers are identified when compared with those in WT mice. In addition, PER1/2 contributes to controlling the anticipation of the circadian rhythm, modulating tissue-specific cyclers as well as key pathways including nucleotide excision repair. Severe intertissue temporal dissonance of circadian proteome has been observed in the absence of Per1 and Per2. The γ-aminobutyric acid might modulate some of these temporally correlated cyclers in WT mice. Our study deepens our understanding of rhythmic proteins across multiple tissues and provides valuable insights into chronochemotherapy. The data are accessible at https://prot-rhythm.prottalks.com/. The molecular basis of circadian rhythm, driven by core clock genes such as Per1/2, has been investigated on the transcriptome level, but not comprehensively on the proteome level. Here we quantified over 11,000 proteins expressed in eight types of tissues over 46 h with an interval of 2 h, using WT and Per1/Per2 double knockout mouse models. The multitissue circadian proteome landscape of WT mice shows tissue-specific patterns and reflects circadian anticipatory phenomena, which are less obvious on the transcript level. In most peripheral tissues of double knockout mice, reduced protein cyclers are identified when compared with those in WT mice. In addition, PER1/2 contributes to controlling the anticipation of the circadian rhythm, modulating tissue-specific cyclers as well as key pathways including nucleotide excision repair. Severe intertissue temporal dissonance of circadian proteome has been observed in the absence of Per1 and Per2. The γ-aminobutyric acid might modulate some of these temporally correlated cyclers in WT mice. Our study deepens our understanding of rhythmic proteins across multiple tissues and provides valuable insights into chronochemotherapy. The data are accessible at https://prot-rhythm.prottalks.com/. In mammals, physical, mental, and behavioral activities usually exhibit a 24-h oscillation pattern, which is called the circadian rhythm. The suprachiasmatic nuclei (SCN) in the brain not only maintains its own circadian rhythm but also functions as the master pacemaker to synchronize the rhythm of peripheral tissues in both day-night (i.e. light-dark, LD) and constant darkness (i.e. dark-dark, DD) conditions (1Welsh D.K. Takahashi J.S. Kay S.A. Suprachiasmatic nucleus: cell autonomy and network properties.Annu. Rev. Physiol. 2010; 72: 551-577Crossref PubMed Scopus (903) Google Scholar). The major molecular basis for circadian rhythm is an autoregulatory transcriptional-translational feedback loop (TTFL), which is expressed in almost every cell. In the TTFL, two transcriptional factors, namely CLOCK and BMAL1, form a heterodimer that can initiate transcription of multiple target genes containing a specific DNA sequence called E-box. Two major groups of these target genes are PERIOD (Per1, Per2, and Per3) and cryptochrome (Cry1 and Cry2) (2Lowrey P.L. Takahashi J.S. Mammalian circadian biology: elucidating genome-wide levels of temporal organization.Annu. Rev. Genomics Hum. Genet. 2004; 5: 407-441Crossref PubMed Scopus (787) Google Scholar). PERs and CRYs form a protein complex, which then translocates to the nucleus and represses the CLOCK-BMAL1 complex-induced transcription, thereby establishing the negative feedback loop (2Lowrey P.L. Takahashi J.S. Mammalian circadian biology: elucidating genome-wide levels of temporal organization.Annu. Rev. Genomics Hum. Genet. 2004; 5: 407-441Crossref PubMed Scopus (787) Google Scholar). In core clock gene KO models, such as Bmal1−/− mice, Per1−/−; Per2−/− mice, and Cry1−/−; Cry2−/− mice, locomotor rhythmicity has been reported to be abolished in DD (3Bunger M.K. Wilsbacher L.D. Moran S.M. Clendenin C. Radcliffe L.A. Hogenesch J.B. et al.Mop3 is an essential component of the master circadian pacemaker in mammals.Cell. 2000; 103: 1009-1017Abstract Full Text Full Text PDF PubMed Scopus (1241) Google Scholar, 4Zheng B. Albrecht U. Kaasik K. Sage M. Lu W. Vaishnav S. et al.Nonredundant roles of the mPer1 and mPer2 genes in the mammalian circadian clock.Cell. 2001; 105: 683-694Abstract Full Text Full Text PDF PubMed Scopus (739) Google Scholar, 5van der Horst G.T. Muijtjens M. Kobayashi K. Takano R. Kanno S. Takao M. et al.Mammalian Cry1 and Cry2 are essential for maintenance of circadian rhythms.Nature. 1999; 398: 627-630Crossref PubMed Scopus (1161) Google Scholar). However, retained oscillations in transcripts, proteins, and protein phosphorylation are still observed in ex vivo skin fibroblasts and liver slices from Bmal1−/− mice (6Ray S. Valekunja U.K. Stangherlin A. Howell S.A. Snijders A.P. Damodaran G. et al.Circadian rhythms in the absence of the clock gene Bmal1.Science. 2020; 367: 800-806Crossref PubMed Scopus (110) Google Scholar). This sustained rhythmicity in molecules may be mediated by E26 transformation-specific factors and redox oscillations (6Ray S. Valekunja U.K. Stangherlin A. Howell S.A. Snijders A.P. Damodaran G. et al.Circadian rhythms in the absence of the clock gene Bmal1.Science. 2020; 367: 800-806Crossref PubMed Scopus (110) Google Scholar). In addition, more rhythmic proteins with higher amplitude are identified in the ex vivo lung fibroblasts from Cry1−/−; Cry2−/− mice than that in the WT mice, probably due to CRYs’ function on protein homeostasis (7Wong D.C.S. Seinkmane E. Zeng A. Stangherlin A. Rzechorzek N.M. Beale A.D. et al.CRYPTOCHROMES promote daily protein homeostasis.EMBO J. 2022; 41e108883Crossref Google Scholar). In mouse liver, the daily oscillation in key mitochondrial enzymes and their substrates has been reported to be dependent on the PERIOD proteins (8Neufeld-Cohen A. Robles M.S. Aviram R. Manella G. Adamovich Y. Ladeuix B. et al.Circadian control of oscillations in mitochondrial rate-limiting enzymes and nutrient utilization by PERIOD proteins.Proc. Natl. Acad. Sci. U. S. A. 2016; 113: E1673-1682Crossref PubMed Scopus (164) Google Scholar). However, the role of PERIOD in the circadian proteome, especially in multiple organs and tissues in vivo, remains elusive. are and the can synchronize the peripheral the and of circadian cyclers are tissue-specific at the transcriptional level. et the circadian transcriptome of mouse organs and the of rhythmic from the to the R. Hogenesch J.B. circadian gene in for and Natl. Acad. Sci. U. S. A. PubMed Scopus Google in more than transcriptome study of tissues also observed tissue-specific rhythmic patterns G. et transcriptome of a across major and peripheral PubMed Scopus Google Scholar). the to the circadian molecular across the multiple The molecular basis of circadian rhythm driven by has been investigated on the transcriptome R. Hogenesch J.B. circadian gene in for and Natl. Acad. Sci. U. S. A. PubMed Scopus Google Scholar, G. et transcriptome of a across major and peripheral PubMed Scopus Google Scholar, A. M. The of the of PubMed Google Scholar, et al.Circadian of the mouse liver as by is driven by the suprachiasmatic Full Text Full Text PDF PubMed Scopus Google Scholar, S. C. et al.Circadian in by transcriptome and network PubMed Scopus Google Scholar, et of the circadian transcriptome in mouse PubMed Scopus Google Scholar, S. J. et al.Circadian and of the mouse transcriptome and cell Natl. Acad. Sci. U. S. A. PubMed Scopus Google Scholar). However, the not with its protein level. In the of proteins are by Y. A. R. the of protein levels on 2016; Full Text Full Text PDF PubMed Google Scholar). proteome reported that M.S. J. M. a key of to the circadian of liver Genet. PubMed Scopus Google to J. C. E. et al.Circadian and rhythmic functions in mouse Natl. Acad. Sci. U. S. A. PubMed Scopus Google of these proteins are by transcripts, to of rhythmic proteins are by genes J. E. et in mouse Full Text Full Text PDF PubMed Scopus Google Scholar). for the of the rhythmic genes at both protein and transcript more than has been identified in the protein cyclers than transcript The circadian proteome has been in such as the A. J. et landscape of the suprachiasmatic nucleus clock of key Genet. PubMed Scopus Google B. J. K. et circadian clock of in the PubMed Scopus Google circadian in temporally PubMed Google M. C. C. et al.Circadian daily in Full Text Full Text PDF PubMed Scopus Google and Y. C. S. G. et control of and by the circadian PubMed Scopus Google Scholar). However, the is to these the role of protein rhythms in circadian the and of R. M. of proteome and 2016; PubMed Scopus Google Scholar, et of into proteome PubMed Scopus Google Scholar, R. B. et landscape of Full Text Full Text PDF PubMed Scopus Google Scholar, B. Y. J. C. et and of 2020; Full Text Full Text PDF PubMed Scopus Google Scholar, J. Y. M. et and of in Scopus Google Scholar). However, is proteins to the multitissue circadian we a mouse circadian proteome from WT and Per1−/−; Per2−/− double knockout mice constant darkness and from eight tissues every 2 h over 2 and with over 11,000 proteins quantified in the eight we identified and proteins from the WT and DKO mice, This understanding of the molecular basis of circadian rhythm on protein and the molecular by the by the and of WT mice from with the Per1 and genes as B. Albrecht U. Kaasik K. Sage M. Lu W. Vaishnav S. et al.Nonredundant roles of the mPer1 and mPer2 genes in the mammalian circadian clock.Cell. 2001; 105: 683-694Abstract Full Text Full Text PDF PubMed Scopus (739) Google Scholar, B. Albrecht U. Sage M. G. et mPer2 gene a component of the mammalian circadian 1999; PubMed Scopus Google Scholar). The locomotor activities by the The of core clock genes by to the in the DKO mouse The Per1 and mice with WT mice for at Per1 and DKO mice by mice a specific including and the tissues our mice of h of and h of for at WT and DKO mice then into constant types liver, with and every 2 h for 2 to constant darkness and The we both and the containing to the rhythmic proteins in mouse with with on in and then in The brain in for brain then using brain and with a the by the has been In we to to protein cyclers with temporal for of rhythms R. R. G. et for of PubMed Scopus Google to our to for we two of data as by the at across the two to temporal in of and from two mice at of these to the of the proteome data from the at as The observed and the of the factors into for rhythmic we a as by the R. R. G. et for of PubMed Scopus Google Scholar). This in circadian rhythms compared to Our to rhythmic patterns than with a at we to This to the of rhythmicity in the we for at the as the temporal from the two for our In we two of data as and a to temporal using the of with a at The observed and the of our WT and Per1/Per2 DKO mice in with and for on a with on at and at then into constant darkness for to and the and using the by at and h into constant of liver from mouse and to for the liver on with of protein The protein by at for at The protein then to and with at for the with at and by using of and in KO mouse models. with at for h in the and the protein of using a of the liver, and for with two of in a using a The to to 2 to In the of the for of eight types of tissues using as S. M. et and of and using 2020; PubMed Scopus Google Scholar, Y. R. B. et of PubMed Scopus Google Scholar, C. R. et using 2022; PubMed Scopus Google Scholar). the in the reduced by and by in The then in a of and with using well liver, and from of the and tissue-specific with then of in and of into for and at and for on the the by of the and the and from of the and eight tissue-specific with then of in of into for and at and for in the the by of the for the the from to in at a of into are in on a with an The to in a and then in The using a an into a at a of and then into the at a of using a The the to the control target and the In the the control target the and the and liver, the by a with an of The and by a with an of from liver using to the The by and into The DNA by transcription and and for repair. The of the and on the the double and into DNA to the DNA with more than for by with on the gene using with and by of The data using and a of proteins from the on and of the and as of and as The of as in our study B. Y. J. C. et and of 2020; Full Text Full Text PDF PubMed Scopus Google Scholar). the to as and more than two for and as and and as and as the The quantified proteins and with both to The protein in the protein by the of the from the the of the from the of the WT and the DKO eight types of with of in in for the mouse liver protein for the every two and an every also from the for and for the and we the of using the protein and the protein from the and the for proteome the of the we from the and for for rhythmicity the rhythmicity for two the proteome of the temporal namely from to from to and from to The proteins with more than at the of the proteins using a of the and the with Google Scholar). In the is at the we using the the of a specific protein is by the of the two the a transcriptome R. Hogenesch J.B. circadian gene in for and Natl. Acad. Sci. U. S. A. PubMed Scopus Google and The function of the G. K. Hogenesch J.B. an to in 2016; PubMed Scopus Google to both these and to in data using an and is of the two functions in to data from a G. K. Hogenesch J.B. an to in 2016; PubMed Scopus Google Scholar). amplitude as the amplitude and by to the amplitude genes their The to the to and the for to the to their the of gene gene in a PubMed Scopus Google Scholar, of in gene 2004; PubMed Scopus Google Scholar, J. J. of in gene PubMed Scopus Google Scholar, A. in gene PubMed Scopus Google on circadian proteome, a of to the circadian oscillation of protein cyclers (7Wong D.C.S. Seinkmane E. Zeng A. Stangherlin A. Rzechorzek N.M. Beale A.D. et al.CRYPTOCHROMES promote daily protein homeostasis.EMBO J. 2022; 41e108883Crossref Google Scholar). we compared the circadian proteome from to at namely and and using G. K. Hogenesch J.B. an to in 2016; PubMed Scopus Google and circadian rhythm observed in protein cyclers by cyclers at of a more dependent on the of protein cyclers In most protein cyclers identified at of and when compared to those of we protein cyclers at a of and The cyclers using In addition, we as protein cyclers those with and and as protein cyclers those with using and The cyclers transcriptome and proteome, as well as WT and DKO proteome, identified using as The in and amplitude of cyclers then compared by the R. R. a to and in amplitude and circadian 2020; PubMed Scopus Google Scholar). to the in levels and and amplitude not and The cyclers identified as by at The cyclers WT and DKO proteome as for in and cyclers with of as The most pathways from both the protein and the cyclers in the WT mice using R. Hogenesch J.B. in data 2016; PubMed Scopus Google and with The most pathways then using of the rhythmic and proteins in multiple tissues from WT mice. the the the and the cyclers to the transcriptome and the The data identified using from a of rhythmic and proteins across tissues in the WT mice and the DKO mice. The the of cyclers from The of the in are the The with the and and the double suprachiasmatic of the circadian the of tissue-specific cyclers compared to the of cyclers in The and proteins of using the of tissue-specific and cyclers are as their to the of cyclers across of the tissue-specific cyclers across eight tissues with for the of tissue-specific cyclers over cyclers of The the groups using pathways and their using a with rhythmic proteins from The pathways by and and the pathways by pathways by multiple by and for their two tissues than a specific the on the the The of to the that are by the amplitude suprachiasmatic on the protein of the from to the with by and the to which is of the in the protein The proteins with the The the WT and the DKO mice then using the protein over 2 and of of protein from to two tissues in the WT and DKO mice. The protein with a temporal as to the and the for the protein cyclers from of the WT and DKO the protein cyclers with temporal intertissue from the WT and the DKO mice. The is on of transcriptional and their target The transcriptional transcription and two namely an and an The network of the cyclers of the WT and the DKO mice using and the network with The network of the cyclers with A. S. J. et with in genome-wide PubMed Scopus Google Scholar). The of the cyclers and the tissue-specific cyclers with a a and we the The network of the cyclers using and with S. R. B. network using from PubMed Google Scholar). the of the we those of more than protein then the pathways of using A. S. J. et with in genome-wide PubMed Scopus Google Scholar). a the two most pathways with the as the In addition, we the cyclers and the tissues with a higher than the tissue-specific and the a the the cyclers and cyclers in the we and the the circadian rhythm at the level, we WT mice on the and for the mice into constant darkness to The of as which to the from darkness to on the from eight namely liver and at over a of 2 and the role of PERIOD in multitissue proteome we and Per1−/−; Per2−/− mice the as the control and In the Per1−/−; Per2−/− mouse we observed the of and proteins, the of core clock proteins and of rhythm in locomotor constant we quantified proteins from across and that of proteins identified at In addition, of the proteins of at of their protein sequence the of our we for in with and tissue-specific from the the of of the for the for the and for the a of of our data The of identified proteins across from of DKO to of WT and a of the proteome the WT and the DKO mice for Our in the of DKO mice, from to of the proteins and In of the of and liver with an of to and the in the and less than of the their as as that in and liver and the tissue-specific in from the of Per1 and Per2. the circadian is to the h from the R. Hogenesch J.B. circadian gene in for and Natl. Acad. Sci. U. S. A. PubMed Scopus Google Scholar, C. et and landscape of the core circadian clock in PubMed Scopus Google Scholar). However, remains is for protein and has been the of in the on the rhythmic proteome circadian we the circadian proteome in temporal from to from to and from to and In of eight tissues and we observed that most protein cyclers identified the circadian proteome data and In two tissues and most cyclers observed in the circadian proteome from to for the most cyclers identified from to we on the proteome data and to the rhythmic proteome circadian control G. K. Hogenesch J.B. an to in 2016; PubMed Scopus Google we identified rhythmic proteins in the WT mice. The of proteins from to and in the DKO mice, only less than the of the identified and the control by and on the circadian proteome, with the observed B. Albrecht U. Kaasik K. Sage M. Lu W. Vaishnav S. et al.Nonredundant roles of the mPer1 and mPer2 genes in the mammalian circadian clock.Cell. 2001; 105: 683-694Abstract Full Text Full Text PDF PubMed Scopus (739) Google Scholar). However, in we identified rhythmic proteins in the WT mice, identified in the DKO and and that proteins in mitochondrial and such as rhythmicity in the of DKO mice In our we quantified of the core clock proteins of the mouse J.S. of the mammalian circadian Rev. Genet. PubMed Scopus Google of which in at from the WT mice in the DKO mice, only and observed to that the circadian clock of the DKO almost its the of the rhythmic proteome, we the from the This that in the WT mice, the rhythmic proteome by core clock proteins, namely proteins, two proteins, and and However, observed in the DKO mice. that rhythmicity of the core clock proteins are almost abolished in the DKO the a of the circadian the circadian proteome tissue-specific the proteome rhythm and transcriptome rhythm across multiple we the of core clock the liver for and that the of these core clock in our study almost to those in the circadian transcriptome in R. Hogenesch J.B. circadian gene in for and Natl. Acad. Sci. U. S. A. PubMed Scopus Google This that both and The also at our of the types in the with our namely liver, and to the into our observed that only a proteins and patterns at both levels in WT mice the of these cyclers using R. R. a to and in amplitude and circadian 2020; PubMed Scopus Google we that of at circadian However, most protein cyclers not exhibit patterns at the level. In the liver, for of the protein cyclers also at the in only of the protein cyclers oscillations at the This not only the of the circadian clock but also that more than to of the protein cyclers are of transcript rhythm. This can be to factors, such as and protein as well as in the to the of protein and cyclers in the WT mice. that the two in tissues and the of the proteins in the WT mice two at the In the a with the at and the at h compared to the protein cyclers This that in WT mice, the oscillations are more compared to in anticipation of the of the and the In the and two observed with and protein levels In the oscillations of cyclers across circadian protein cyclers a at which might be with as reported of by the circadian Physiol. 2016; PubMed Scopus Google Scholar, C. R. et the landscape of in the Full Text Full Text PDF PubMed Scopus Google Scholar). In cyclers from the of the protein cyclers the of from the to that the protein rhythm in the in the anticipation of the of proteins in the DKO mice to that of the WT mice, we observed a In the DKO mice, the of tissues a and only a across tissues and the in the DKO mice of those protein cyclers that at and in the WT mice the PER1/2 may control the anticipation of the circadian rhythm. investigated the of cyclers in the WT mice. of the protein cyclers higher than the cyclers and that not by gene levels across the eight we also the tissue-specific cyclers on the genes quantified at both the transcriptome and the proteome levels with we still a higher of tissue-specific protein cyclers than cyclers in and This that the higher of tissue-specific protein rhythm is to be to the higher of tissue-specific proteins when the of cyclers to multiple we observed that but only protein cyclers tissues the to for and for protein cyclers when more than tissues of and in the tissue-specific the of in protein and the of we on cyclers with a D.C.S. Stangherlin Zeng A. Rzechorzek N.M. Beale A.D. J. et the circadian proteome and protein homeostasis.EMBO J. 2020; Scholar). the the of tissue-specific cyclers in both the WT and the DKO mice and the cyclers with and cyclers over cyclers of tissue-specific in the WT and the DKO mice, and the liver as an in the WT a of cyclers of which specific to the In the of the DKO of cyclers to be specific to liver In the WT mice, the tissue-specific cyclers with also in the of the such as the in and in and and we identified cyclers that in the WT mice and in protein and and and and and of proteins in these the protein and the protein of the and the factors proteins and and the protein the cyclers in the DKO mice with mitochondrial and and and the circadian of our two mice at been driven by these insights into the functions and of protein cyclers in the WT mice, we to pathways for cyclers with and temporal at a specific circadian R. Hogenesch J.B. in data 2016; PubMed Scopus Google compared pathways by both and protein cyclers in and and a to in most of these In addition, we that more than of the pathways at both the and protein levels by and the pathways we pathways at almost than for proteins, only at for and This that pathways for proteins exhibit more tissues than these pathways with in and such as and protein that tissue-specific rhythmicity at the may be to these we investigated the tissue-specific protein cyclers are still by of the cyclers in the WT mice and the a of cyclers by at types and cyclers tissue-specific and In the tissue-specific cyclers the of and The cyclers that and in multiple tissues in essential such as and and the the tissue-specific cyclers in specific such as in in and in liver, and and tissue-specific cyclers with the functions of their their in tissue-specific and most cyclers to the to with a tissue-specific cyclers Here are a The is and two of a that a that Rev. PubMed Scopus Google Scholar). to be and at is which is mainly in is to into the is in and J. S. of a Full Text Full Text PDF PubMed Scopus Google Scholar). Our data in with at and and may the circadian rhythms of the and the protein cyclers in the of and including and protein and at two proteins in mitochondrial Y. protein roles and in namely protein and both in of the WT mice and at our data that most of the tissue-specific cyclers in pathways are mainly by and the we a of the cyclers in the WT and DKO mice using that the pathways with nucleotide excision repair and in the WT mice the most we a by and with the WT mice still more cyclers than the DKO and and of we observed that circadian and rhythmic as well as DNA only in the WT mice and the that circadian rhythm in the DKO mice M. A. oscillation of nucleotide excision repair in mammalian Natl. Acad. Sci. U. S. A. PubMed Scopus Google Scholar, L.A. A. control of and excision repair of by cryptochrome and Natl. Acad. Sci. U. S. A. 2010; PubMed Scopus Google Scholar). the pathways in the WT mice, in most of the brain