http://genomebiology.com/2002/3/5/research/0024.1 Research Itai Yanai*, Yuri I Wolf† and Eugene V Koonin† comment Evolution of gene fusions: horizontal transfer versus independent events Addresses: *Bioinformatics Graduate Program and Department of Biomedical Engineering, Boston University, Boston, MA 02215, USA. †National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MA 20894, USA. Correspondence: Eugene V Koonin. E-mail: [email protected] Genome Biology 2002, 3(5):research0024.1–0024.13 Received: 12 November 2001 Revised: 7 February 2002 Accepted: 26 March 2002 reviews Published: 26 April 2002 The electronic version of this article is the complete one and can be found online at http://genomebiology.com/2002/3/5/research/0024 © 2002 Yanai et al., licensee BioMed Central Ltd (Print ISSN 1465-6906; Online ISSN 1465-6914) reports Abstract Gene fusion leading to the formation of multidomain proteins is one of the major routes of protein evolution. Gene fusions characteristically bring together proteins that function in a concerted manner, such as successive enzymes in metabolic pathways, enzymes and the domains involved in their regulation, or DNA-binding domains and ligand-binding domains in prokaryotic transcriptional regulators [1-3]. The selective advantage of domain fusion lies in the increased efficiency of coupling of the corresponding biochemical reaction or signal transduction step [1] and in the tight co-regulation of expression of the fused domains. In signal transduction systems, such as prokaryotic two-component regulators and sugar phosphotransferase (PTS) systems, or eukaryotic information Background interactions Conclusion: These findings suggest a major role for horizontal transfer of gene fusions in the evolution of protein-domain architectures, but also indicate that independent fusions of the same pair of domains in distant species is not uncommon, which suggests positive selection for the multidomain architectures. refereed research Results: The evolutionary history of gene fusions was studied by phylogenetic analysis of the domains in the fused proteins and the orthologous domains that form stand-alone proteins. Clustering of fusion components from phylogenetically distant species was construed as evidence of dissemination of the fused genes by horizontal transfer. Of the 51 examined gene fusions that are represented in at least two of the three primary kingdoms (Bacteria, Archaea and Eukaryota), 31 were most probably disseminated by cross-kingdom horizontal gene transfer, whereas 14 appeared to have evolved independently in different kingdoms and two were probably inherited from the common ancestor of modern life forms. On many occasions, the evolutionary scenario also involves one or more secondary fissions of the fusion gene. For approximately half of the fusions, stand-alone forms of the fusion components are encoded by juxtaposed genes, which are known or predicted to belong to the same operon in some of the prokaryotic genomes. This indicates that evolution of gene fusions often, if not always, involves an intermediate stage, during which the future fusion components exist as juxtaposed and co-regulated, but still distinct, genes within operons. deposited research Background: Gene fusions can be used as tools for functional prediction and also as evolutionary markers. Fused genes often show a scattered phyletic distribution, which suggests a role for processes other than vertical inheritance in their evolution. 2 Genome Biology Vol 3 No 5 Yanai et al. receptor kinases, domain fusion is the main principle of functional design [4-6]. Furthermore, accretion of multiple domains appears to be one of the important routes for increasing functional complexity in the evolution of multicellular eukaryotes [7-9]. Pairs of distinct genes that are fused in at least one genome have been termed fusion-linked [3]. A gene fusion is presumably fixed during evolution only when the partners cooperate functionally and, by inference, a functional link can be predicted to exist between fusion-linked genes. Recently, this simple concept has been used by several groups as a means of systematic prediction of the functions of uncharacterized genes [1-3,10,11]. In addition to their utility for functional prediction, analysis of gene fusions may help in addressing fundamental evolutionary issues. Gene fusions often show scattered phyletic patterns, appearing in several species from different lineages. By investigating the phylogenies of each of the two fusion-linked genes, it may be possible to determine the evolutionary scenario for the fusion itself. A recent study provided evidence that the fission of fused genes occurred during evolution at a rate comparable to that of fusion [12]. Here, we address another central aspect of the evolution of gene fusions, namely, do fusions of the same domains in different phylogenetic lineages reflect vertical descent, possibly accompanied by multiple lineage-specific fission events, or independent fusion events, or horizontal transfer of the fused gene? In other words, is a fusion of a given pair of genes extremely rare and, once formed, is it spread by horizontal gene transfer (HGT) perhaps also followed by fissions in some lineages? Alternatively, are independent fusions of the same gene pair in distinct lineages relatively common during evolution? Among fusions that are found in at least two of the three primary kingdoms of life (Bacteria, Archaea and Eukaryota), we detected both modes of evolution, but horizontal transfer of a fused gene appeared to be more common than independent fusion events or vertical inheritance with multiple fissions. Results and discussion To distinguish between a single fusion event followed by HGT and/or fission of the fused gene and multiple, independent fusion events in distinct organisms, we analyzed phylogenetic trees that were constructed separately for each of the fusion-linked domains (proteins). The fusion was split into the individual component domains and phylogenetic trees were built for each of the corresponding orthologous sets from 32 complete microbial genomes (Figure 1, and see Materials and methods), including both fusion components and products of stand-alone genes. The topologies of the resulting trees were compared to each other and to the topology of a phylogenetic tree constructed on the basis of a concatenated alignment of ribosomal proteins, which was chosen as the (hypothetical) species tree of the organisms involved [13]. If the fusion events either occurred independently of each other or were vertically inherited, perhaps followed by fission in some lineages, the distribution of the fusion components in the phylogenetic trees for the orthologous clusters to which they belong is expected to mimic the distribution of the species carrying the fusion in the species tree. In contrast, if the fusion gene has been disseminated by HGT, fusion components will form odd clusters different from those in the species tree. This could be a straightforward approach to reconstructing the evolutionary history of gene fusions, if only the topology of the species trees was well resolved. However, this is not necessarily the case for bacteria or archaea, where relationships between major lineages remain uncertain [14,15], although a recent detailed analysis suggested some higherlevel evolutionary affinities [13]. Because the distinction between the three primary kingdoms is widely recognized [14,16] and is clear in the trees for most protein families [17], trans-kingdom horizontal transfers of fused genes can be more reliably detected with the proposed approach. Therefore, we concentrated on the evolutionary histories of gene fusions that are shared by at least two of the three primary kingdoms. As the framework for this analysis, we used the database of clusters of orthologous groups (COGs) of proteins [18,19], which contains sets of orthologous proteins and domains from complete microbial genomes (32 genomes at the time of this analysis; see Materials and methods). Domain fusions represented in some genomes by stand-alone versions of the fusion components are split in the COG database so that each fusion component can be assigned to a different COG. Whenever distinct domains of a fusion protein belong to separate COGs, the corresponding COGs are said to be fusion-linked [3]. A search of the COGs database revealed 405 pairs of fusion-linked COGs. The vast majority (87%) of fusion links include fusion present in only one primary kingdom (Table 1). Only 52 pairs of fusion-linked COGs Table 1 Phyletic patterns of gene fusions Kingdom profile* Number of fusion links between COGs abe ab-be a-e a--b--e Total *a, Archaea; b, Bacteria; e, Eukaryota. 3 27 20 1 82 215 56 405 http://genomebiology.com/2002/3/5/research/0024.3 comment tma aae syn uur mge mpn bsu bha ctr cpn tpa bbu cje hpy rpr nme xfa pae bap eco hin vch dra mtu reviews COG0046 COG0067 COG0067 COG0069 COG0139 COG0145 COG0147 COG0169 COG0294 COG0304 COG0331 COG0337 COG0403 COG0439 COG0439 COG0439 COG0476 COG0511 COG0557 COG0664 COG1984 COG1155 COG0025 COG0062 COG0069 COG0077 COG0108 COG0280 COG0287 COG0301 COG0340 COG0351 COG0468 COG0475 COG0550 COG0558 COG0560 COG0649 COG0662 COG0674 COG0777 COG1013 COG1112 COG1239 COG1361 COG1387 COG1683 COG1788 COG3261 COG0511 COG0518 COG0674 included fusions represented in two or three kingdoms (Table 1), and for reasons discussed above, we chose these pairs of COGs for an evolutionary analysis of gene fusions. information Figure 2 shows the pair of phylogenetic trees for the fusionlinked COGs 1788 and 2057. In both trees, the fusion components from E. coli and B. halodurans (YdiF and BH3898, interactions Figure 1 shows a genome-COG matrix that reveals the phyletic (phylogenetic) patterns of the presence or absence of the orthologs across the spectrum of the sequenced genomes [18] for each of the 52 pairs of fusion-linked COGs containing cross-kingdom fusions. When assessed against the topology of the tentative species tree based on the concatenated alignments of ribosomal proteins [13], fusions showed a scattered distribution in phyletic patterns (depicted by columns in Figure 1). For example, the fusion between COG1788 and COG2057 (, and -subunits of acylCoA:acetate CoA transferase) is seen in the bacteria Escherichia coli, Deinococcus radiodurans and Bacillus halodurans, and in the archaea Aeropyrum pernix, Thermophilus acidophilum and Halobacterium sp. Similarly, the fusion between COG1683 and COG3272 (uncharacterized, conserved domains) was found in the bacteria Pseudomonas aeruginosa and Vibrio cholerae, and in the archaeon Methanobacterium thermoautotrophicum. In each of these cases, with the species tree used as a reference, the bacteria involved are phylogenetically distant from each other and more so from the archaea, and non-fused versions of the two domains exist within the same bacterial lineages and in archaea (Figure 1). These observations emphasize the central question of this work: are the fusions between the same pair of domains in different species independent or are they best explained by HGT? refereed research Figure 1 Phyletic patterns of fusion-linked COGs. Each pair of COGs is represented by a double column. The dark-gray rectangles indicate fusions, the light-gray rectangles indicate that the fusion components are represented by stand-alone genes in the given genomes, and the white rectangles indicate that there is no representative of the given COG in the given genome. Where one rectangle in a double column is light gray and the other is white, the genome in question has a representative of only one of the pair of fusion-linked COGs. Species abbreviations are as listed in Materials and methods. deposited research COG0047 COG0069 COG0070 COG0070 COG0140 COG0146 COG0512 COG0710 COG0801 COG0331 COG2030 COG0703 COG1003 COG0511 COG1038 COG0825 COG0607 COG0825 COG1098 COG1752 COG2049 COG1372 COG0569 COG0063 COG1037 COG1605 COG0807 COG0281 COG1605 COG0607 COG1654 COG1992 COG1372 COG1226 COG0551 COG1213 COG2716 COG0852 COG0836 COG1014 COG0825 COG1014 COG2251 COG1240 COG1470 COG1796 COG3272 COG2057 COG3262 COG1038 COG0519 COG1013 reports sce hbs tac ape afu pho mth mja 1-Ta c _1Tac 20_ Ta0 8 PA 86 ra 1-D Fusion component Eukaryota Archaea Bacteria DR A00 54_ 8-D ra 04 c-M tu 06 co ha -BBha 2 _ 82 38998_ BHH38 B -Tac 20_2Tac 94 Taa008820_2T 98 67 2-Ecoo ydiF_2-Ec ydiF_ pe 2-Ape 8_ -A 468_2 E246 APE2 AP in -H 25 -E 74 Rv oD 07 A0 at HI e su Pa 9- jD-B 9 19 yx PA BS DR BS yodS-Bsu BH2259-Bha 97 61 98 90 100 818 98 76 67 98 0 PA 67 81 Ta0 96 84 a -P 7 22 100 92 63 A-E co 98 BH3898_1-Bha BH3898_1-Bha 0 HP u jE-Bs BS yx _2Tac 100 69 69 100 -Bsu BS yodR -Drara 57 RA0054_2D DDRA0054_2-Hin AF11 773 0 I 99-Afu H e y p -H 2 69 a to 818 Ta0 -Ap 8_1 246 APE ae -P 26 02 100 HP0691-Hpy (b) Rv3551-Mtu 93 co diF_1-Eco yydiF_1-E tu 03c-M Rv25 ra -D 067 e A0 a DR -P 00 20 ha PA -B 58 22 BH (a) Yanai et al. Vol 3 No 5 e 4 Genome Biology Figure 2 Phylogenetic trees for fusion-linked COGs: , and -subunits of acyl-CoA:acetate CoA transferase. Fusion components are denoted by shading and by a number after an underline (_1 for the amino-terminal domain and _2 for the carboxy-terminal domain). The three primary kingdoms are color-coded as indicated in the figure. The RELL bootstrap values are indicated for each internal branch. (a) ,subunit (domain) (COG1788); (b) -subunit (domain) (COG2057). The proteins are designated using the corresponding systematic gene names followed (after the underline) by the abbreviated species names. Species abbreviations are as in Materials and methods and Figure 1. respectively) confidently group with the archaeal fusion components, to the exclusion of the non-fused orthologs. This position of the E. coli and B. halodurans fusion components is unexpected and is in contrast to the placement of the orthologs from other gamma-proteobacteria and Gram-positive bacteria, as well as non-fused paralogs from the same species (AtoA/D and BH2258/2259, respectively) within the bacterial cluster. These observations strongly suggest that the gene for fused subunits of acyl-CoA:acetate CoA transferase was disseminated horizontally between E. coli, B. halodurans, and archaea. The presence of nonfused paralogs in both these bacterial species appears to be best compatible with gene transfer from archaea to bacteria. In contrast, the fusion of the pair of domains from the same COGs seen in D. radiodurans seems to be an independent event because, in both trees, the D. radiodurans branch is in the middle of the bacterial cluster (Figure 2a,b). Thus, the history of this pair of fusion-linked COGs appears to involve horizontal transfer of the fused gene between bacteria and archaea (and possibly also within kingdoms), as well as at least one additional, independent fusion event in bacteria. Figure 3 shows the phylogenetic trees for the two domains of phosphoribosylformylglycinamidine (FGAM) synthase, a purine biosynthesis enzyme. The components of this fusion, which is found in proteobacteria and eukaryotes, form a tight cluster separated by a long internal branch from the non-fused bacterial and archaeal orthologs. This tree topology suggests HGT between bacteria and eukaryotes, possibly a relocation of the fused gene from the pro-mitochondrion to the eukaryotic nuclear genome or, alternatively, gene transfer from eukaryotes to proteobacteria. An additional aspect of the evolution of this gene is the apparent acceleration of evolution upon gene fusion, which is manifest in the long branch that separates the proteobacterial-eukaryotic cluster from the rest of the bacterial and archaeal species (Figure 3a,b). The fusion-linked COGs 1605 and 0077 (chorismate mutase and prephenate dehydratase, respectively) show a more complicated history, with distinct fusion events resulting in different domain architectures (see legend to Figure 4). The presence, in both trees, of two distinct clusters of fusion components and the isolated fusion in Campylobacter jejuni http://genomebiology.com/2002/3/5/research/0024.5 (a) XF1423_1-Xfa XF1423_1-Xfa 99 78 (b) XF1423_2-Xfa -Xfa PA3763_2-Pae PA3763_2-Pae XF1423_2 purL_2-Eco purL_2-Eco 50 YGR061c_2-Sce -Sce YGR061c_2 89 72 67 VC0869_2-Vch 97 76 VC0869_2-Vch HI0752_2-Hin HI0752_2-Hin HI0752_1-Hin HI0752_1-Hin 75 comment NMB1996_1-Nme NMB1996_1-Nme PA3763_1-Pae PA3763_1-Pae YGR061c_1-Sce YGR061c_1-Sce VC0869_1-Vch VC0869_1-Vch 100 purL_1-Eco purL_1-Eco NMB1996_2-Nme NMB1996_2-Nme Ta1318-Tac reviews 100 100 AF1940-Afu TM1246-Tma TM1245-Tma 49 Ta1066-Tac Cj0955c-Cje AF1260-Afu aq 1105-Aae 53 92 aq 1836-Aae BH0629-Bha 100 73 77 84 99 69 95 89 99 MJ1264-Mja 83 100 Rv0788-Mtu 99 69 100 43 73 PAB1201-Pab Rv0803-Mtu VNG0864G-Hbs VNG1945G-Hbs MJ1648-Mja DR0223-Dra Cj0514-Cje Fusion component Eukaryota Archaea Bacteria The results of phylogenetic analyses of the 51 cross-kingdom fusion links are summarized in Tables 2 and 3 and the information The pair of fusion-linked COGs 0777 and 0825 (, and subunits of acetyl-CoA carboxylase, respectively) shows unequivocal clustering of the fusion components from numerous archaeal and bacterial species, which indicates a prevalent role for HGT in the evolution of this fusion (Figure 5a,b). Moreover, archaea are scattered among bacteria, suggesting multiple HGT events. However, an apparent independent fusion is seen in Mycobacterium tuberculosis (Figure 5a,b). It could be argued that, in cases like those in Figure 5, where there is a sharp separation (a long, strongly supported internal branch in each of the trees) between the fusion components and stand-alone proteins, the COGs involved needed to be reorganized, to form one COG consisting of fusion proteins only and two separate COGs consisting of stand-alone proteins. Formally, this would eliminate the need for HGT as an explanation of the tree topology for any of these new COGs. However, this solution (even if attractive from the point of view of classification) does not seem to be correct in light of the principle of orthology that underlies the COG system: it appears that, in both of the COGs involved, the fusion components and stand-alone proteins are bona fide orthologs, as judged by the high level of sequence conservation and by the fact that, in the majority of species involved, they are the only versions of this key enzyme. interactions suggest at least three independent fusion events, two of which apparently were followed by horizontal dissemination of the fused gene (Figure 4a,b). The single archaeal fusion, the Arachaeoglobus fulgidus protein AF0227, belongs to one of these clusters and shows a strongly supported affinity with the ortholog from the hyperthermophilic bacterium Thermotoga maritima (Figure 4a,b). Given the broad distribution of this fusion in bacteria, horizontal transfer of the bacterial fused gene to archaea is the most likely scenario. refereed research Figure 3 Phylogenetic trees for fusion-linked COGs: phosphoribosylformylglycinamidine (FGAM) synthase. (a) Synthetase domain (subunit) (COG0046); (b) glutamine amidotransferase domain (subunit) (COG0047). Protein designations are as in Figure 2. deposited research DR0222-Dra 43 BS purL-Bsu BH0628-Bha Slr0520-Syn MTH1374-Mth MTH168-Mth 76 PH1955-Pho100 PH1953-Pho BS purQ-Bsu Sll1056-Syn 100 71 PAB1200-Pae 56 reports 97 6 Genome Biology Yanai et al. Vol 3 No 5 (a) XF1141-Xfa BB UU 33 99 2211 -B-B uu cc phpeheA A 1 1-E -Ec co o HH 145 I1I1 14 1-Hin 5 1-H in V C VC007 0 7055 1 60 MT 1-V-V H80 chch VNG 4-M 1244 90 th C-Hb 98 s 61 92 MJ024 6-Mja 58 64 65 64 73 82 tyrA_1-Eco HI1290_1-Hin VC0696_1-Vch 91 Ta0245-Tac 82 MJ0637-Mja 89 100 59 85 Rv0948c-Mtu pheA_2-Eco pheA_2-Eco HI1145_2-Hin HI1145_2-Hin MTH1220-Mth AF0227_2-Afu AF0227_2-Afu VC0705_2-Vch Vch VC0705_2- XF2325_2-Xfa XF2325_2-Xfa 71 98 85 52 72 52 68 73 92 66 62 NN MM BB 0404446 6_1_1-N -Nmme PP A A31316 e 66_6_1 1-P-Pa XX F2F23 ae e 32 25 5_ _1 1-Xfa Sll1662-Syn 71 100 53 aq951_2-Aae 951_2-Aae aq BS_pheA-Bsu BH1215-Bha Ta0915-Tac APE0563a-Ape Cj0316_2-Cje Cj0316_2-Cje Fusion component Eukaryota Archaea Bacteria PA4230-Pae TM0155_2-Tma TM0155_2-Tma 50 75 NMB0446_2-Nme NMB0446_2-Nme BSaroA_1-Bsu aroA_1-Bsu BS BH3242_1-Bha BH3242_1-Bha AF0227_3-Afu AF0227_3-Afu 100 PA3166_2-Pae PA3166_2-Pae -Aaee 51_1-Aa aq 951_1 DR1001_1-Dra aq 9 DR1001_1-Dra 85 je 1-CCje 31_1Cj0j031_ C BU392_2-Buc BU392_2-Buc TM0155_1 TM0155_1 82 51 60 65 DR1147-Dra YPR060c-Sce 99 49 92 YNL316c-Sce Rv1885c-Mtu 56 90 HP0291-Hpy (b) PA5184-Pae VNG2222G-Hbs Rv3838c-Mtu _1-Dra ae R15422_1-Dra _1-Pae DDR154 A20144_1-P PPA201 BH1136_1-Bha BH1136_1-Bha BSyngE_1-Bsu yngE_1-Bsu BS VVNNGG00623G 623G__1-H 1-Hbbss CP n00 58Cpn CT2 93-C tr HP0950-Hpy 95 PP 140 AA 14 DD RR 000_4 AA 00 33 11 00 - _4-P- ae __ 44 -D ra B BHH 113 11 6_2 36_ 2 BB yngE -Bha SS __ yn gE__ 2 2 VV -B- su 100 NN 0 GG 066 2 3 2 G 3 G__ -b v2502 22 RR -H v2 100 s c_2502c_ 2-Mtu PA2014_2 PA 2014_2-Pa -Pae 99 e _2-Mtu v0974c_2-Mtu RRv0974c 83 63 89 100 77 100 100 48 41 -Bssuu jD_2-B BS_yqqjD_2 BS_y TM0716_2-Tma TM0716_2-Tma AF2217_2-Afu AF2217_2-Afu 55 57 98 PH1287_2-Pho PH1287_2-Pho 55 e -Paae a 8_22-P -Drra 288888_ 2_2-D A 4 5 P2 1542_2 R PA D 1 DR 47 100 aq_1206-Aae 99 100 e Cj 3- YNR016c_3-Sce n Fusion component Eukaryota Archaea Bacteria Cp yttI 166 -Bsu -Bha 4- BS 04 1 sll0336-Syn BH3 4 j04 C 98 62 HP0557-Hpy Sll0728-Sy n 99 68 96 DR 121 XF 4-D 02 in -H 06 04 HI ccA-Eco a VC2244-Vch PA3639-Pae Rv0904c_1-Mtu Rv0904c_1-Mtu 100 aq 445-Aae 84 67 VC1000-Vch PA3112-Pae NMB0679-Nme PA0211-Pae 55 NMB1177-Nme C T 26 5-C CP tr n 93 100 DR1215-Dra BH3165-Bha 100 74 91 51 100 100 BS_accA-Bsu 86 100 82 61 98 79 56 55 Rv0904c_2-Mtu Rv0904c_2-Mtu 49 74 96 Rv2247_2-Mtu Rv2247_2-Mtu XF1467-Xfa 81 accD-Eco 93 PA1400_3-Pae 97 Cj0127c-Cje HI1260-Hin DRA0310_3-Dra 100 (b) Rv3799c_2-Mtu VNG1529G_2-Hbs RP619_ 2-Rpr BH29 57_2 -Bha DR1 316_ 2-Dr a tu Mtu _1-M 799c_1Rv3799c u Rv3 t -Mtu _1-M 80_1 3280 r Rvv32 Rpr R _1--Rp 619_1 RPP619 R -Tma 89 82 16_1-Tma 98 97 TM0716_1 54 TM07 93 53 PP 100 68 55 128 HH 12 7_1 87_ 65 AF 1-P79 79 71 AF2 ho 221 2 17_7_1 100 1-A 69 94 fu Rv3280_2-Mtu BH2957_1-Bha VNG15 29G_1 -Hbs P PA RvRv A2828 0909 88 7474 8_81_1 c_c_ 1-1- - P-a M e RR tu v2v25 50 02 2c c_ _1 1-M tu 6_1-Dra DR131 su BS yqjD_1-B (a) -Mtu Rv2247_1 Figure 4 Phylogenetic trees for fusion-linked COGs: chorismate mutase and prephenate dehydratase. (a) Chorismate mutase (COG1605); (b) prephenate dehydratase (COG0077). Protein designations are as in Figure 2. The protein AF0227contains a prephenate dehydrogenase domain in addition to the chorismate mutase and prephenate dehydratase domains. 03 -X ra fa Figure 5 Phylogenetic trees for fusion-linked COGs: , and -subunits of acetyl-CoA carboxylase. (a) - subunit (domain) (COG0777); (b) ,subunit (domain) (COG0825). Protein designations are as in Figure 2. The proteins DRA0310 and PA1400, in addition to the domains corresponding to the , and subunits of acetyl-CoA carboxylase, contain a biotin carboxylase domain and a biotin carboxyl carrier protein domain. The clustering of these proteins in phylogenetic trees almost certainly reflects HGT between the respective bacterial lineages. HGT HGT HGT IFE IFE IFE HGT HGT IFE -be -be -be -be -be -be -be -be -be -be -be Glutamate synthase domain 2 Glutamate synthase domain 3 Glutamate synthase domain 3 Phospho-ribosyl-ATP pyrophospho-hydrolase (histidine biosynthesis) N-methylhydaintoinase B Anthranilate/paraaminobenzoate synthase component II 3-dehydro-quinate dehydratase 7,8-dihydro-6hydroxymethylpterinpyrophosphokinase (acyl-carrier-protein) S-malonyl-transferase Acyl dehydratase Shikimate kinase COG0069 COG0070 COG0070 COG0140 COG0146 COG0512 COG0710 COG0801 COG0331 COG2030 COG0703 Glutamate synthase domain 1 Glutamate synthase domain 1 Glutamate synthase domain 2 Phospho-ribosyl-AMP cyclohydrolase (histidine biosynthesis) N-methylhydaintoinase A Anthranilate/paraaminobenzoate synthase component I Shikimate 5-dehydrogenase Dihydropteroate synthase 3-oxoacyl-(acyl-carrierprotein) synthase 3-oxoacyl-(acyl-carrierprotein) synthase 3-dehydroquinate synthetase COG0067 COG0067 COG0069 COG0139 COG0145 COG0147 COG0169 COG0294 COG0304 COG0331 COG0337 HGT HGT -be Phospho-ribosylformyl-glycinamidine (FGAM) synthase glutamine Amidotransferase domain COG0047 Phospho-ribosylformylglycinamidine (FGAM) synthase, synthetase domain COG0046 Principal mode of evolution† Kingdom pattern* information Protein function interactions COG B deposited research refereed research Protein function Gene juxtaposition‡ Evolutionary scenario One fusion event, fused gene transfer between eukaryotes and proteobacteria One fusion event, fused gene transfer between eukaryotes and bacteria One fusion event, fused gene transfer between eukaryotes and bacteria One fusion event, fused gene transfer between eukaryotes and bacteria Uncertain One fusion event, fused gene transfer between eukaryotes and (the ancestor of) Cyanobacteria and Actinomycetes Independent fusion events in eukaryotes and bacteria Independent fusion events in eukaryotes and bacteria Independent fusion events in eukaryotes and bacteria One fusion event, fused gene transfer between eukaryotes and bacteria Fused gene transfer between eukaryotes and Actinomycetes; additional, independent fusions in bacteria Independent fusion events in eukaryotes and bacteria (with different domain organizations) Pyro, Paby, Tmar, Drad, Bsub, Bhal Aful, Mjan, Tmar - Aful, Mjan, Mthe - Mjan, Aero, Hpyl Aful, Mthe, Taci, Aero, Tmar, Drad, Bsub, Bhal, Ecol, Vcho, Xfas Paby¶, Ecol Llac¶, Tmar, Drad, Bsub, Bhal Drad, Ecol, Vcho - Drad, Mtub, Proteo-bacteria, Ctra, Cpne Fusion Ecol, Paer, Vcho,Hinf, Xfas, Nmen Most bacteria Most bacteria Most bacteria Most bacteria Mtub, Syne, Scer Nmen, Cjej, Paer, Scer Ctra, Cpne, Scer Ctra, Cpne, Scer Mtub, Scer Mtub, Bsub, Scer Tmar, Scer reports COG A reviews Evolutionary history of trans-kingdom gene fusions comment Table 2 http://genomebiology.com/2002/3/5/research/0024.7 COG1372 COG0569 Biotin carboxylase Biotin carboxylase Biotin carboxylase Dinucleotide-utilizing enzyme involved in molybdopterin and thiamine biosynthesis Biotin carboxyl carrier protein cAMP-binding domain Allophanate hydrolase subunit 2 Archaeal/vacuolartype H+-ATPase subunit A Na+/H+ and K+/H+ antiporters Uncharacterized, conserved protein Glutamate synthase domain 2 COG0439 COG0439 COG0439 COG0476 COG0511 COG0664 COG1984 COG1155 COG0025 COG0062 COG0069 COG1037 COG0063 COG2049 COG1752 COG0825 COG0607 COG0825 Ferredoxin-like domain Predicted sugar kinase K+ transport systems, NAD-binding component Intein Allophanate hydrolase subunit 1 Esterase Acetyl-CoA carboxylase ,-subunit Rhodanese-related sulfurtransferase Acetyl-CoA carboxylase ,-subunit Pyruvate carboxylase, carboxy-terminal domain/subunit Biotin carboxyl carrier protein Glycine cleavage system protein P (pyridoxalbinding), carboxyterminal domain Protein function ab- ab- ab- a-e -be -be -be -be -be -be -be -be Kingdom pattern* HGT AF IFE IFE HGT IFE IFE HGT HGT HGT HGT Principal mode of evolution† NA - - Most bacteria Aful, Mjan, Mthe, NA Tmar; (all that have COG1037) All archaea; all bacteria that have COG0062 Hbsp, Bhal, Syne Taci, Pyro, Scer Bsub, Scer - Mtub, Ccre||, Scer One ancestral fusion; fused gene transfer from archaea to bacteria (Thermotoga) One ancestral fusion; fission in eukaryotes Uncertain Independent fusion events in eukaryotes and archaea Independent fusion events in eukaryotes and bacteria One fusion event, fused gene transfer between eukaryotes and actinomycetes; an additional, independent fusion event in bacteria Independent fusion events in eukaryotes and bacteria Pyro, Tmar, Hbsp¥ Drad, Paer, Scer One fusion event, fused gene transfer between eukaryotes and bacteria; subsequent domain accretion in eukaryotes One fusion event, fused gene transfer between eukaryotes and bacteria; subsequent domain accretion in eukaryotes One fusion event, fused gene transfer between eukaryotes and bacteria; additional, independent fusions in bacteria One fusion event, fused gene transfer between eukaryotes and proteobacteria Independent fusion events in x sulfurtransferase Hbsp, Rpxx Mjan Bhal, Ecol, Paer Vcho, Hinf, Xfas, Nmen, Hpyl, Ctra, Cpne Hbsp, Pyro, Taci, Aero, Tmar, Bsub, Bhal Gene juxtaposition‡ Evolutionary scenario - Mtub, Syne, Paer, Scer Mtub, Scer Bsub, Scer Hbsp, Mtub, Rpxx, Scer Drad, Mtub, Syne, Ecol, Paer, Xfas, Nmen Fusion Vol 3 No 5 COG1038 COG0511 COG1003 Glycine cleavage system protein P (pyridoxalbinding), aminoterminal domain COG0403 COG B Protein function COG A Table 2 (continued from the previous page) 8 Genome Biology Yanai et al. ACT-domain-containing protein ab- COG2716 Phosphoserine phosphatase COG0560 HGT ab- Predicted sugar nucleotidyltransferase COG1213 Phosphatidylglycerophosphate synthase COG0558 AF ab- Zn-finger domain associated with topoisomerase type IA COG0551 Topoisomerase IA COG0550 HGT ab- Kef-type K+ transport systems, NAD-binding component COG1226 Kef-type K+ transport systems, membrane component COG0475 IFE ab- Intein COG1372 RecA/RadA recombinase COG0468 HGT ab- Uncharacterized conserved protein COG1992 Hydroxymethylpyrimidine/phosphomethylpyrimidine kinase COG0351 HGT ab- Biotin operon repressor COG1654 Biotin-(acetyl-CoA carboxylase) ligase COG0340 IFE Rhodanese-related sulfurtransferase COG0607 ATP pyrophosphatase (thiamine biosynthesis) COG0301 ab- HGT ab- ab- Chorismate mutase COG1605 Prephenate dehydrogenase COG0287 information IFE Malic enzyme COG0281 Phosphotransacetylase COG0280 interactions ab- GTP cyclohydrolase II COG0807 3,4-dihydroxy-2butanone 4-phosphate synthase COG0108 refereed research HGT Chorismate mutase COG1605 Prephenate dehydratase COG0077 Principal mode of evolution† Kingdom pattern* deposited research ab- Protein function COG B One fusion event, fused gene transfer from bacteria to archaea (Halobacterium) Independent fusion events in archaea and bacteria - - - Taci, Aero, Ccre - NA - NA - Aero - Aful, Aqua, Tmar, Ecol, Vcho, Paer, Hinf, Xfas, Nmen, Cjej Aful, Aqua, Tmar, Drad, Mtub, Bsub, Bhal, Syne, Paer, Vcho, Xfas, Nmen, Hpyl, Cjej, Ctra, Cpne Hbsp, Ecol, Hinf, Xfas, Rpxx Aful, Ecol, Vcho, Hinf Taci, Ecol, Vcho, Paer, Hinf Aful, Paby, Drad, Bsub, Bhal, Ecol, Paer, Vcho, Xfas; (all that have COG1654) Hbsp, Mjan, Pyro, Aero, Tmar Hbsp, Pyro, Mtub Mthe, Ecol, Paer, Hinf, Xfas, Nmen, Cjej, Rpxx Most bacteria and archaea Aful, Pyro, Aqua Aful, Mtub, Paer Uncertain One fusion event, fused gene transfer from archaea to bacteria (AquIFEx) One ancestral fusion with subsequent fission in Aper, Aqua One fusion event, fused gene transfer from bacteria to archaea (Methanobacterium) Independent fusion events in archaea and bacteria One fusion event, fused gene transfer from archaea to bacteria (Thermotoga) One fusion event, fused gene transfer from bacteria to archaea (Archaeoglobus) Independent fusion events in archaea and bacteria Uncertain Fused gene transfer between bacteria and archaea (Archaeoglobus and Thermotoga lineages); additional, independent fusions in bacteria Gene juxtaposition‡ Evolutionary scenario Fusion reports Protein function reviews COG A comment Table 2 (continued from the previous page) http://genomebiology.com/2002/3/5/research/0024.9 Mannose-6-phosphate isomerase Pyruvate:ferredoxin COG1014 oxidoreductase and related 2-oxoacid:ferredoxin oxidoreductases, alpha subunit Acetyl-CoA carboxylase - subunit Pyruvate:ferredoxin COG1014 oxidoreductase and related 2-oxoacid:ferredoxin oxidoreductases, beta subunit Superfamily I DNA and RNA helicases and helicase subunits Mg-chelatase subunit ChlI S-layer domain Histidinol phosphatase and related hydrolases of the PHP family Uncharacterized conserved protein Acyl-CoA:acetate CoA transferase alpha subunit COG0662 COG0674 COG0777 COG1013 COG1112 COG1239 COG1361 COG1387 COG1683 COG1788 COG2057 COG3272 COG1796 COG1470 COG1240 COG2251 Acyl-CoA:acetate CoA transferase beta subunit Uncharacterized conserved protein DNA polymerase IV (family X) Predicted membrane protein Mg-chelatase subunit ChlD Predicted metal-binding domain Pyruvate:ferredoxin oxidoreductase and related 2-oxoacid:ferredoxin oxidoreductases, gamma subunit Acetyl-CoA carboxylase , subunit Pyruvate:ferredoxin oxidoreductase and related 2-oxoacid:ferredoxin oxidoreductases, gamma subunit Mannose-1-phosphate guanylyltransferase NADH:ubiquinone oxidoreductase 27 kD subunit Protein function ab- ab- ab- ab- ab- ab- ab- ab- ab- ab- ab- Kingdom pattern* HGT HGT HGT HGT HGT IFE IFE HGT HGT HGT HGT Principal mode of evolution† Hbsp, Taci, Aero, Drad, Bhal, Ecol Mthe, Paer, Vcho Mthe, Taci, Drad, Bsub, Bhal; (all prokaryotes that have COG1796) Aful, Pyro, Bhal Hbsp, Mthe, Taci, Mtub, Syne Pyro, Mtub Mthe, Syne, Ecol, Vcho, Tpal Aful, Hbsp, Pyro, Tmar, Drad, Mtub, Bsub, Bhal, Paer, Rpxx Aful, Hbsp, Taci, Aero, Mtub, Bhal, Syne, Ecol, Vcho, Tpal Aful, Pyro, Aqua, Ecol, Paer, Vcho, Xfas, Hpyl, Cjej Hbsp, Aqua, Ecol, Paer Fusion Mtub, Bsub, Paer, Hinf, Hpyl - NA - Mjan, Paer - Aful, Taci, Aero, Mtub, Bhal - Mjan, Mthe, Aqua, Tmar, Hpyl, Cjej - Most archaea and bacteria Fused gene transfer between bacteria and archaea; a second, independent fusion event in bacteria One fusion event, fused gene transfer between archaea and bacteria (Methanobacterium and Vibrio/Pseudomonas, respectively) One fusion event, fused gene transfer between archaea to bacteria One fusion event, fused gene transfer from archaea to bacteria Fused gene transfer between bacteria and archaea, with subsequent fissions Independent fusion events in archaea and bacteria Independent fusion events in archaea and bacteria Fused gene transfer from bacteria to archaea; a second, independent fusion event in bacteria Fused gene transfer from archaea to bacteria; a second, independent fusion event in bacteria Fused gene transfer from bacteria to archaea; a second, independent fusion event in bacteria One fusion event, fused gene transfer from bacteria to archaea (Halobacterium) Gene juxtaposition‡ Evolutionary scenario Vol 3 No 5 COG0825 COG0836 COG0852 NADH:ubiquinone oxidoreductase subunit 7 COG0649 COG B Protein function COG A Table 2 (continued from the previous page) 10 Genome Biology Yanai et al. Pyruvate:ferredoxin COG1013 oxidoreductase and related 2-oxoacid:ferredoxin oxidoreductases, alpha subunit COG0674 *Abbreviations: a, archaea, b, bacteria, e, eukaryotes; a dash indicates that the given kingdom is not represented in at least one of the fusion-linked COGs. †AF, ancestral fusion, HGT, horizontal gene transfer, IFE, independent fusion events. ‡In several cases, the indicated genes are separated by one to three genes or their order is switched compared to that of the fusion components. §Paby, Pyrococcus abyssi, an archaeal genome not included in the master set of genomes analyzed in this study. ¶Llac, Lactococcus lactis, a bacterial genome not included in the master set of genomes analyzed in this study. ||Ccre, Caulobacter crescentus, a bacterial genome not included in the master set of genomes analyzed in this study. ¥Hbsp, Halobacterium sp., an archaeal genome not included in the master set of genomes analyzed in this study. Fused gene transfer from archaea to bacteria (,-proteobacteria) Hbsp, Mjan, Aero, Aqua, Tmar, Mtub, Hpyl COG0519 GMP synthase Glutamine amidotransferase domain COG0518 HGT abe Pyruvate:ferredoxin oxidoreductase and related 2-oxoacid:ferredoxin oxidoreductases, beta subunit Aful, Mthe, Taci, Pyro, Paby, Scer, Syne, Ecol, Vcho, Cjej, Tpal Fused gene transfer among bacteria, archaea, and eukaryotes Mthe, Pyro, Paby Aero, Scer, most bacteria HGT abe GMP synthase -PP-ATPase domain Pyro Paby, Mtub, Ecol HGT COG3262 Ni,Fe-hydrogenase III large subunit COG3261 Ni,Fe-hydrogenase III component G ab- Gene juxtaposition‡ Evolutionary scenario Fusion Principal mode of evolution† Kingdom pattern* Protein function COG B Protein function information COG A interactions Table 2 (continued from the previous page) refereed research The apparent independent fusion of the same pair of genes (or, more precisely, members of the same two COGs) on multiple occasions during evolution might seem unlikely. However, we found that one-fourth to one-third of the gene fusions shared by at least two kingdoms might have evolved deposited research The results of the present analysis point to HGT as a major route of cross-kingdom dissemination of fused genes. Horizontal transfer might be even more prominent in the evolution of fused genes within the bacterial and archaeal kingdoms. This notion is supported by the topologies of some of the phylogenetic trees analyzed, which show unexpected clustering of bacterial species from different lineages (note, for example, the grouping of D. radiodurans with P. aeruginosa in Figure 5). Massive HGT between archaea and bacteria, particularly hyperthermophiles, has been suggested by genome comparisons [20-24]. However, proving HGT in each individual case is difficult, and the significance of cross-kingdom HGT has been disputed [25,26]. With gene fusions, the existence of a derived shared character (fusion) supporting the clades formed by fusion components and the concordance of the independently built trees for each of the fusion components make a solid case for HGT. reports Examination of the genomic context of the genes that encode stand-alone counterparts of the fusion components showed that, in 25 of the 51 cases, these genes were juxtaposed in some, and in certain cases, many prokaryotic genomes (Table 2). This suggests that evolution of gene fusions often, if not always, passes through an intermediate stage of juxtaposed and co-regulated, but still distinct, genes within known or predicted operons. In addition, some of the juxtaposed gene pairs might have evolved by fission of a fused gene. reviews Additional data. In 31 of the 51 links, an inter-kingdom horizontal transfer of the fused gene appeared to be the evolutionary mechanism by which the fusion entered one of the kingdoms. In contrast, only 14 fusion-linked pairs of COGs show evidence of independent fusion in two kingdoms, and in just two cases, the fusion seems to have been inherited from the last universal common ancestor. The latter two scenarios were distinguished on the basis of the parsimony principle, that is, by counting the number of evolutionary events (fusions or fissions) that were required to produce the observed distribution of fusion components and stand-alone versions of the domains involved across the tree branches. Accordingly, it needs to be emphasized that we can only infer the most likely scenario under the assumption that the probabilities of fusion and fission are comparable. It cannot be ruled out that some of the scenarios we classify as independent fusions in reality reflect the existence of an ancestral fused gene and subsequent multiple, independent fissions. The detection of ancestral domain fusions may call for the unification of the respective COG pairs in a single COG, with the species in which fission occurred represented by two distinct proteins. comment One fusion event, fused gene transfer from bacteria to archaea http://genomebiology.com/2002/3/5/research/0024.11 12 Genome Biology Vol 3 No 5 Yanai et al. Table 3 Summary of evolutionary scenarios for cross-kingdom gene fusions Evolutionary mode* Number of fusion-linked COG pairs Cross-kingdom horizontal transfer of a fused gene 31 Independent fusion events 14 Ancestral fusion 2 Uncertain 4 Total 51 *As indicated in Table 2, the evolutionary scenarios for some of the analyzed COGs included both cross-kingdom horizontal transfer and apparent independent gene fusion within one of the kingdoms. through such independent events, and probable additional independent fusions were noted among bacteria. This could be due to the extensive genome rearrangement characteristic of the evolution of prokaryotes [27,28], and to the selective value of these particular fusions, which tend to get fixed once they emerge. matrix for minimum evolution (least-square) tree building [30] using the FITCH program. The PROTDIST and FITCH programs are modules of the PHYLIP software package [31]. The tree topology was then optimized by local rearrangements using PROTML, a maximum likelihood tree-building program, included in the MOLPHY package [32]. Local bootstrap probability was estimated for each internal branch by using the resampling of estimated log-likelihoods (RELL) method with 10,000 bootstrap replications [33]. The gene order in prokaryotic genomes was examined using the ‘Genomic context’ feature of the COG database. Additional data files Phylogenetic trees for 82 individual COGS presented as 52 pairs of trans-kingdom fusion-linked COGs are available with the online version of this paper. Bootstrap values (percentage of 1,000 replications) are indicated for each fork. Archaeal proteins are designated by black squares, bacterial proteins by gray squares and eukaryotic proteins by empty squares. Fusion components are denoted by _1, _2, _3, etc. Acknowledgements Materials and methods The version of the COG database used in this study included the following complete prokaryotic genomes. Bacteria: Aae, Aquifex aeolicus; Bap, Buchnera aphidicola; Bbu, Borrelia burgdorferi; Bsu, Bacillus subtilis; Bhal, Bacillus halodurans; Cje, Campylobacter jejuni; Cpn, Chlamydophila pneumoniae; Ctr, Chlamydia trachomatis; Dra, Deinococcus radiodurans; Eco, Escherichia coli; Hin, Haemophilus influenzae; Hpy, Helicobacter pylori; Mge, Mycoplasma genitalium; Mpn, Mycoplasma pneumoniae; Mtu, Mycobacterium tuberculosis; Nme, Neisseria meningitidis; Pae, Pseudomonas aeruginosa; Rpr, Rickettsia prowazekii; Syn, Synechocystis sp.; Tma, Thermotoga maritima; Tpa, Treponema pallidum; Vch, Vibrio cholerae; Xfa, Xylella fastidiosa. Eukaryote: Sce, Saccharomyces cerevisiae. Archaea: Ape, Aeropyrum pernix; Afu, Archaeoglobus fulgidus; Hbs, Halobacterium sp.; Mja, Methanococcus jannaschii; Mth, Methanobacterium thermoautotrophicum; Pho, Pyrococcus horikoshii; Pab, Pyrococcus abyssi; Tac, Thermoplasma acidophilum. COGs containing fusion components from at least two of the three primary kingdoms, were selected for phylogenetic analysis. COGs containing 60 or more members were excluded because of potential uncertainty of orthologous relationship between members of such large groups [18]. Multiple alignments were generated for each analyzed COG using the T-Coffee program [29]. Phylogenetic trees were constructed by first generating a distance matrix using the PROTDIST program and the Dayhoff PAM model for amino-acid substitutions and employing this We thank Charles DeLisi, Adnan Derti, I. King Jordan, Kira Makarova, Igor Rogozin, and Fyodor Kondrashov for critical reading of the manuscript and helpful discussions. References 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. Marcotte EM, Pellegrini M, Ng HL, Rice DW, Yeates TO, Eisenberg D: Detecting protein function and protein-protein interactions from genome sequences. Science 1999, 285:751-753. Huynen MJ, Snel B: Gene and context: integrative approaches to genome analysis. Adv Prot Chem 2000, 54:345-379. Yanai I, Derti A, DeLisi C: Genes linked by fusion events are generally of the same functional category: a systematic analysis of 30 microbial genomes. Proc Natl Acad Sci USA 2001, 98:7940-7945. Parkinson JS, Kofoid EC: Communication modules in bacterial signaling proteins. Annu Rev Genet 1992, 26:71-112. Reizer J, Saier MH, Jr.: Modular multidomain phosphoryl transfer proteins of bacteria. Curr Opin Struct Biol 1997, 7:407-415. Hunter T: Signaling - 2000 and beyond. Cell 2000, 100:113-127. Koonin EV, Aravind L, Kondrashov AS: The impact of comparative genomics on our understanding of evolution. Cell 2000, 101:573-576. Rubin GM, Yandell MD, Wortman JR, Gabor Miklos GL, Nelson CR, Hariharan IK, Fortini ME, Li PW, Apweiler R, Fleischmann W, et al.: Comparative genomics of the eukaryotes. Science 2000, 287:2204-2215. International Human Genome Consortium: Initial sequencing and analysis of the human genome. Nature 2001, 409:860-921. Enright AJ, Ilipoulos I, Kyrpides NC, Ouzounis CA: Protein interaction maps for complete genomes based on gene fusion events. Nature 1999, 402:86-90. Galperin MY, Koonin EV: Who’s your neighbor? New computational approaches for functional genomics. Nat Biotechnol 2000, 18:609-613. Snel B, Bork P, Huynen M: Genome evolution: gene fusion versus gene fission. Trends Genet 2000, 16:9-11. Wolf YI, Rogozin IB, Grishin NV, Tatusov RL, Koonin EV: Genome trees constructed using five different approaches suggest new major bacterial clades. BMC Evol Biol 2001, 1:8. Pace NR: A molecular view of microbial diversity and the biosphere. Science 1997, 276:734-740. Teichmann SA, Mitchison G: Is there a phylogenetic signal in prokaryote proteins? J Mol Evol 1999, 49:98-107. http://genomebiology.com/2002/3/5/research/0024.13 comment reviews reports deposited research refereed research 16. Woese CR, Kandler O, Wheelis ML: Towards a natural system of organisms: proposal for the domains Archaea, Bacteria, and Eucarya. Proc Natl Acad Sci USA 1990, 87:4576-4579. 17. Brown JR, Doolittle WF: Archaea and the prokaryote-toeukaryote transition. Microbiol Mol Biol Rev 1997, 61:456-502. 18. Tatusov RL, Koonin EV, Lipman DJ: A genomic perspective on protein families. Science 1997, 278:631-637. 19. Tatusov RL, Natale DA, Garkavtsev IV, Tatusova TA, Shankavaram UT, Rao BS, Kiryutin B, Galperin MY, Fedorova ND, Koonin EV: The COG database: new developments in phylogenetic classification of proteins from complete genomes. Nucleic Acids Res 2001, 29:22-28. 20. Koonin EV, Mushegian AR, Galperin MY, Walker DR: Comparison of archaeal and bacterial genomes: computer analysis of protein sequences predicts novel functions and suggests a chimeric origin for the archaea. Mol Microbiol 1997, 25:619-637. 21. Aravind L, Tatusov RL, Wolf YI, Walker DR, Koonin EV: Evidence for massive gene exchange between archaeal and bacterial hyperthermophiles. Trends Genet 1998, 14:442-444. 22. Nelson KE, Clayton RA, Gill SR, Gwinn ML, Dodson RJ, Haft DH, Hickey EK, Peterson JD, Nelson WC, Ketchum KA, et al.: Evidence for lateral gene transfer between Archaea and Bacteria from genome sequence of Thermotoga maritima. Nature 1999, 399:323-329. 23. Doolittle WF: Lateral genomics. Trends Cell Biol 1999, 9:M5-M8. 24. Koonin EV, Makarova KS, Aravind L: Horizontal gene transfer in prokaryotes: quantification and classification. Annu Rev Microbiol 2001, 55:709-742. 25. Kyrpides NC, Olsen GJ: Archaeal and bacterial hyperthermophiles: horizontal gene exchange or common ancestry? Trends Genet 1999, 15:298-299. 26. Logsdon JM, Faguy DM: Thermotoga heats up lateral gene transfer. Curr Biol 1999, 9:R747-R751. 27. Dandekar T, Snel B, Huynen M, Bork P: Conservation of gene order: a fingerprint of proteins that physically interact. Trends Biochem Sci 1998, 23:324-328. 28. Wolf YI, Rogozin IB, Kondrashov AS, Koonin EV: Genome alignment, evolution of prokaryotic genome organization and prediction of gene function using genomic context. Genome Res 2001,11:356-372. 29. Notredame C, Higgins DG, Heringa J: T-Coffee: A novel method for fast and accurate multiple sequence alignment. J Mol Biol 2000, 302:205-217. 30. Fitch WM, Margoliash E: Construction of phylogenetic trees. Science 1967, 155:279-284. 31. Felsenstein J: Inferring phylogenies from protein sequences by parsimony, distance, and likelihood methods. Methods Enzymol 1996, 266:418-427. 32. Adachi J, Hasegawa M: MOLPHY: Programs for Molecular Phylogenetics. Tokyo: Institute of Statistical Mathematics; 1992. 33. Kishino H, Miyata T, Hasegawa M: Maximum likelihood inference of protein phylogeny and the origin of chloroplasts. J Mol Evol 1990, 31:151-160. interactions information
© Copyright 2025 Paperzz