A B 1st Pair 1 Pair 1 Pair 2 Pair 2 5th Pair 3 Pair 3 2nd Pair 4 Pair 4 3rd Pair 5 Pair 5 4th Pair 6 Pair 6 6th C Pair 1 Pair 2 1st D Edge style 1st >19 label co-occurences >9 label co-occurences >4 label co-occurences 5th >2 label co-occurences 2nd Pair 3 2nd 3rd 4th 6th Pair 4 3rd Pair 5 4th Pair 6 6th Supplementary Figure 1. Estimating genome-wide distribution of label co-occurrences between gene modules. (A) Ellipses represent gene modules, while green edges depict significantly similar gene modules. Number of label co-occurrences between the modules are indicated by edge styles. Overlapping ellipses indicate which modules are sharing genes, i.e. overlapping. (B) Module-pair collection is sorted according to the number of label co-occurrences, with more similar module-pairs being collected first. (C) Here, the heuristic is determining overlapping modules, with modules having more label co-occurrences having higher precedence over modules with less number of label co-occurrences. For example, both modules in module-pair 2, and one module in module pair 6 are overlapping with modules that have higher precedence. If at least one of the modules is not overlapping with modules of higher precedence, the label co-occurrence value is collected. (D) In this example, out of six module pairs, 5 label co-occurrence values are collected. Note that the label co-occurrence value from pair 2 is disregarded, as both modules are overlapping with pair 1. LOC_Os07g07690.2 LOC_Os01g37120.1 LOC_Os11g19810.1 LOC_Os06g43790.1 LOC_Os01g10150.2 LOC_Os03g13790.2 LOC_Os02g06720.1 LOC_Os07g46690.1 LOC_Os10g37480.2 LOC_Os02g54020.1 LOC_Os01g70810.1 LOC_Os11g29240.1 LOC_Os01g14370.2 LOC_Os03g02320.2 LOC_Os08g03360.1 LOC_Os11g06190.1 LOC_Os07g46590.1 LOC_Os11g18770.1 LOC_Os03g52794.1 LOC_Os03g19340.1 LOC_Os02g46450.2 LOC_Os02g52960.1 LOC_Os03g53960.1 LOC_Os09g33980.1 LOC_Os07g46690.1 LOC_Os02g52960.1 LOC_Os02g05450.1 LOC_Os01g49680.1 LOC_Os07g31340.1 LOC_Os11g43970.1 LOC_Os05g03550.1 LOC_Os07g25680.1 LOC_Os10g31970.1 LOC_Os09g04890.1 LOC_Os07g46590.1 LOC_Os07g46590.1 LOC_Os02g01740.1 LOC_Os06g17840.1 LOC_Os07g25710.4 LOC_Os06g43790.1 A LOC_Os09g04890.1 LOC_Os02g32570.1 LOC_Os02g19860.1 LOC_Os11g19810.2 LOC_Os02g34630.1 LOC_Os11g19810.2 LOC_Os03g19530.1 LOC_Os10g38850.1 LOC_Os01g62500.1 LOC_Os04g42320.1 LOC_Os01g09760.1 LOC_Os02g32570.1 LOC_Os02g17190.1 LOC_Os11g18770.2 LOC_Os06g01320.1 LOC_Os02g06500.1 LOC_Os08g03360.1 LOC_Os05g05810.1 LOC_Os08g24760.1 LOC_Os01g48180.1 LOC_Os04g40090.1 LOC_Os03g53880.1 LOC_Os07g31450.1 LOC_Os03g11470.1 LOC_Os07g44210.1 LOC_Os11g06190.1 LOC_Os01g49680.1 LOC_Os07g09580.1 LOC_Os01g22390.2 LOC_Os03g51220.1 LOC_Os02g39920.1 LOC_Os01g39250.1 LOC_Os07g46590.1 LOC_Os02g46450.2 LOC_Os04g28090.1 LOC_Os03g53630.1 LOC_Os01g40980.1 LOC_Os02g15220.2 LOC_Os09g33980.1 LOC_Os02g49090.1 LOC_Os02g05450.1 LOC_Os06g14412.1 LOC_Os06g43840.1 LOC_Os01g68120.1 LOC_Os06g19660.1 LOC_Os07g48270.1 LOC_Os05g05230.1 LOC_Os03g15580.1 LOC_Os02g11760.1 LOC_Os08g19590.2 LOC_Os07g45064.1 LOC_Os04g52020.1 LOC_Os03g43800.2 LOC_Os02g46450.2 LOC_Os02g02050.1 LOC_Os04g01970.1 LOC_Os02g47900.1 LOC_Os02g02290.1 LOC_Os03g14980.2 LOC_Os04g14510.2 LOC_Os08g12680.1 LOC_Os06g01320.1 LOC_Os02g06720.1 LOC_Os03g22900.1 LOC_Os12g41900.1 LOC_Os07g07690.1 LOC_Os01g36860.1 LOC_Os03g53720.2 LOC_Os01g33800.1 LOC_Os01g33800.1 LOC_Os01g49940.2 LOC_Os10g42439.1 LOC_Os01g73410.1 LOC_Os03g28310.1 LOC_Os10g37730.3 LOC_Os07g06950.1 LOC_Os04g52040.1 LOC_Os12g30540.1 LOC_Os04g52040.1 LOC_Os11g28365.1 LOC_Os03g56630.1 LOC_Os02g34590.1 LOC_Os01g56800.1 LOC_Os01g62820.1 LOC_Os01g71770.1 LOC_Os07g28260.1 LOC_Os03g62640.3 LOC_Os02g54120.4 LOC_Os10g33874.1 LOC_Os10g42710.1 LOC_Os10g42710.1 LOC_Os01g62650.1 LOC_Os10g31970.1 LOC_Os01g15630.2 LOC_Os02g24134.1 LOC_Os02g24134.1 LOC_Os02g05880.1 LOC_Os08g08000.1 LOC_Os10g35220.1 LOC_Os02g39550.3 LOC_Os01g62650.1 LOC_Os07g49260.1 LOC_Os09g36090.1 LOC_Os01g03070.1 LOC_Os04g18010.1 LOC_Os01g27150.1 LOC_Os10g35220.1 LOC_Os02g39550.3 LOC_Os02g05880.1 LOC_Os05g09630.2 LOC_Os04g48370.1 LOC_Os03g11240.1 LOC_Os08g05940.1 LOC_Os02g05880.1 LOC_Os02g01170.1 LOC_Os03g42050.1 LOC_Os04g18010.1 LOC_Os02g39300.1 LOC_Os04g18010.1 LOC_Os04g18010.1 LOC_Os05g09630.1 LOC_Os02g48010.1 LOC_Os03g35340.1 LOC_Os05g09630.2 LOC_Os03g11240.1 LOC_Os04g52040.4 LOC_Os04g52074.1 LOC_Os02g01170.1 LOC_Os05g06690.2 LOC_Os07g43030.1 LOC_Os04g18030.2 LOC_Os03g35340.1 LOC_Os02g46450.2 LOC_Os02g33750.2 LOC_Os01g72320.1 LOC_Os02g48010.1 LOC_Os02g18370.1 AAA ABC2_membrane ABC_tran LOC_Os03g01250.1 Acetyltransf_1 LOC_Os10g36810.1 Amino_oxidase LOC_Os08g39310.1 Beach LOC_Os07g07250.1 Bromodomain LOC_Os03g44900.1 Chromo LOC_Os03g52594.3 DAO LOC_Os08g20610.1 DDT LOC_Os04g14130.3 DEAD LOC_Os10g35760.2 LOC_Os10g41590.1 LOC_Os04g39629.1 DEAD_2 LOC_Os05g43280.1 LOC_Os07g20510.1 LOC_Os03g04520.4 LOC_Os08g37960.2 LOC_Os01g63940.1 LOC_Os02g11750.1 LOC_Os08g32100.1 DIRP LOC_Os08g41530.1 DSHCT LOC_Os03g09260.1 DUF1605 LOC_Os03g09260.1 DUF2075 LOC_Os03g06950.1 DUF2081 LOC_Os12g40520.1 LOC_Os05g51550.1 LOC_Os01g26940.1 LOC_Os01g56490.1 DUF3351 DUF3591 LOC_Os05g05700.2 DUF605 LOC_Os01g49940.1 DUF699 FAD_binding_2 LOC_Os07g23110.1 FAT LOC_Os04g57640.2 FATC B FYRC LOC_Os03g12236.1 FYRN BRCT LOC_Os03g12236.3 FtsH_ext PADR1 LOC_Os01g27740.3 GSPII_E PARP Transposase_24 NTP_transf_2 PAP_assoc Mem_trans NABP PPR TK PUF PAP_central DUF3444 DUF3752 DnaJ ORTHO005661 KH_1 RVT_1 LUC7 DnaJ_CXXCXGXG Ank MIP-T3 PARP_reg GYF CG-1 PWI RRM_1 RST Plus-3 TIG WGR SWIB PCI RPN7 HA2 ORTHO001900 eIF3_N Homeobox IstB zf-PARP KTI12 Zeta_toxin DUF3223 RNA_pol_Rpb1_1 RNA_pol_Rpb1_2 RNA_pol_Rpb1_3 Cullin Cullin_Nedd8 FYVE RCC1 RNA_pol_Rpb1_5 KAT11 CRM1_C DUF627 DZC Exo_endo_phos Cse1 DUF629 LETM1 MATH UCH zf-C3HC4 DUF3453 Symplekin_C TFIID_20kDa ORTHO005269 ORTHO002454 ORTHO026427 IBN_N Xpo1 zf-UBP RNA_pol_Rpb1_7 HIRAN Helicase_C WWE BicD HDA2-3 KaiC LBR_tudor PAZ Myb_DNA-binding PB1 PDR_assoc PHD PI3_PI4_kinase PWWP Peptidase_M41 FAR1 MULE SWIM Sec1 HECT ORTHO013207 NOT2_3_5 Not3 Pkinase Pkinase_Tyr Pre-SET Pyr_redox Pyr_redox_2 Rad17 ResIII Supplementary Figure 2. An example of large gene modules involved in chromatin remodeling in rice. (A) Two gene modules from rice with loc_os10g31970 and loc_os02g46450 used as module centers (large nodes). The nodes represent label co-occurrences, while node labels represent genes assigned to the label co-occurrences. Gray edges represent associations of the label co-occurrences to the module centers. The two modules are overlapping to some degree and consequently share genes, shown by red dashed edges. The number of dashed edges is equal to the number of genes shared between the label co-occurrences. (B) Labels found in the label co-occurrences. For simplicity, only pfam labels are shown. The two modules show enrichment in ontologies representing transcription factors, chromatin remodeling/structure factors, signaling and cell division. The ontology analysis for both modules can be viewed at http://aranet.mpimpgolm.mpg.de/responder.py?name=gene!osa!13835 and http://aranet.mpimpgolm.mpg.de/responder.py?name=gene!osa!8427 Ribonuclease_3 SET SNF2_N SRP54 START SWIRM Sec63 TBP-binding Thi4 UBA UPF1_Zn_bind UvrD-helicase Viral_helicase1 WD40 ZZ dsRNA_bind ubiquitin zf-TAZ B A B A D C E C3136 C3136 C4148 C3114 C1310 C1310 EB439252 C3197 C3152 C1787 C8837 C3061 EB677962 C1736 C1736 C8649 C4569 C2940 C11224 C8718 C10632 C3070 C972 C4712 C4712 C10885 C1859 C9924 C1561 C3738 C4910 C980 C8393 C1848 DV158444 C9924 C1368 C5219 C11419 C1434 C1279 B C A D C1866 C1471 C8485 C1471 C3280 C938 BP527539 C5584 C8219 C11613 C348 C2112 C1214 C11576 C8310 C11403 C11403 C3247 C952 C4312 BP532252 C10137 C10485 C8934 C9851 C1094 EB449228 C8473 EB682713 C1349 C1454 C5868 BQ842822 C8402 CV018266 C3296 C5517 C5517 C10796 C112 C9568 EB682713 C112 C3196 C9568 C10306 C5289 C1067 C152 C1067 C1465 E C4448 C8061 C974 C885 C885 C2986 BP531531 C5850 C11280 C3788 BP133193 CV016707 C3231 C7609 C101 C1462 C3368 C1191 CV019867 C4478 C1882 C3089 C1882 CV018824 C3143 CV016257 CV019619 C8088 C8326 C1349 C4421 C2743 C8588 C3654 C8768 C8137 C237 C8137 CV020400 C901 C1259 CV021641 C1769 DV159355 C3283 C3147 C8240 C2498 C4891 C210 BP192665 C1893 C210 C8818 CV020678 C8763 C1676 C5897 EB683044 EB431978 BP531527 BP531527 C Ribosomal_S13_N Ribosomal_L30 Ribosomal_L30_N Ribosomal_L35Ae Ribosomal_L37ae KH_2 Ribosomal_S3_C Ribosomal_S8e Ribosomal_S30 Ribosomal_S7e Ribosomal_S25 RS4NT Ribosomal_S4 Ribosomal_S4e S4 Ribosomal_S17e Ribosomal_S26e Ribosomal_S19e Ribosomal_L7Ae Ribosomal_L37e Ribosomal_L39 Ribosomal_S2 Cpn60_TCP1 Ribosomal_60s Ribosomal_L10 Ribosomal_S9 Ribosomal_S15 Ribosomal_L5 Ribosomal_L5_C Nop10p Ribosomal_L18e Porin_3 Ribosomal_S5 Ribosomal_S21e Ribosomal_S27e Ribosomal_S12 Ribosomal_S13 Ribosomal_L14 Rad60-SLD Ribosomal_L40e Ribosomal_S27 ubiquitin Ribosomal_L22e Ribosomal_S8 Ribosomal_L13e KOW Ribosomal_L27e Ribosomal_S5_C WD40 eIF2A NAC UBA Supplementary Figure 10. An example of large gene modules involved in ribosome biosynthesis in tobacco. (A) To make comparisons of gene module content easier, the co-expression networks are simplified by collecting all genes belonging to one label co-occurrence and representing it as one node. In this example, genes B and C belong to same label co-occurrence (green node) and are assigned to the same node in simplified network. (B) Two gene modules from tobacco with C1368 and C1349 used as module centers (large nodes). The nodes represent label co-occurrences, while node labels represent genes assigned to the label co-occurrences. Gray edges represent associations of the label co-occurrences to the module centers. The two modules are weakly overlapping and consequently sharing genes, which is shown by connecting the overlapping label co-occurrences by red dashed edges. (C) Labels found in the label co-occurrences. For simplicity, only pfam labels are shown. The two modules show enrichment in ontologies representing ribosome structural components. A d=2 d=2 B A d=1 d=4 F d=1 d=2 d=2 d=2 A 2nd B 3rd 4th C d=2 d=2 A D C C E B 2nd d=2 d=1 B E 3rd 4th C d=2 d=4 D 1st 5th 6th F d=1 d=1 d=4 D 1st E 5th 6th F d=1 Supplementary Figure 4. Estimating the distribution of representative module degrees. (A) Nodes represent modules, and edges indicate similar modules. Numbers adjacent to a module indicate the degree (d) of a module. (B) Module collection is determined by module degree, with modules with higher degree having higher precedence. (C) The first module, with highest degree is collected (module D), together with its neighbors (modules B, C,E and F). Modules can only be collected once. In this example, out of six modules, two module degrees were collected (d=2, d=4 for modules A and D). A HW09A20u_at Contig18367_at Contig9885_at Contig9764_at Contig6333_at Contig6238_s_at Contig2249_at Contig12071_at rbags1c11_at Contig15264_at Contig8958_at Contig6546_at Contig6009_at Contig5838_at Contig7171_s_at Contig14304_at rbah38o04_s_at Contig9632_at HW01L24u_at HV_CEb0004O15r2Contig21968_at Contig23141_at Contig17921_at Contig2425_s_at GST_N GST_C ADH_N ADH_zinc_N p450 UDPGT 3Beta_HSD Epimerase Chitin_bind_1 Glyco_hydro_19 WRKY peroxidase Bet_v_1 FMN_red Flavodoxin_1 Oxidored_FMN Peptidase_C1 B Glyma09g0673 Glyma09g3629 Glyma06g1137 Glyma12g3576 Glyma13g3957 Glyma03g0775 Glyma12g0895 Glyma12g3568 Glyma20g1997 Glyma12g3053 Glyma06g0037 Glyma12g0759 Glyma11g1172 Glyma15g0390 Glyma07g1827 Glyma14g0067 Glyma13g1944 Glyma19g3719 Glyma14g1140 Glyma20g3567 Glyma07g0023 Glyma15g1797 Glyma03g3390 Glyma11g1015 Glyma11g0078 Glyma07g1827 RNA_pol_Rpb1 SNF2_N RRM_1 NTF2 Pre-SET SET YDG_SRA Frigida Homeobox PHD DDT FF WW BTAD Coatomer_E TPR_1 TPR_2 DEAD Helicase_C DUF1605 WD40 PX SMC_N SMC_hinge GYF Supplementary Figure 5. Examples of frequently multiplied modules in plants. Genes/probesets that were used as module centers are indicated above the boxes. Colored shapes indicate label co-occurrences that were present in the respective modules. For simplicity, only pfam labels are shown. (A) Metabolism related modules in barley. (B) Transcription related modules in soybean. B A Wild type cobl10-4qrt1-2 C D pir1-1 E crd1-1 pPIR1::GUS Supplementary Figure 6. Mutants from the pollen cell wall module show normal pollen. (A-D) Whole anthers and mature pollen (inset upper right) stained with Alexander stain and DAPI (insets lower left) indicate that pollen viability is not affected in the mutants. Note that cobl10-4 was crossed into the quartet (qrt)1-2 background, which displays tetrads of pollen grains after meiosis (Francis et al., 2006). (E) Pollination of wild type pistils with pPIR::GUS pollen shows pollen and pollen tube specific expression of PIR1. Scale bars: 50 µm (including insets). Mature root Mature seed Senescence leaf Mature leaf Lower stem Upper stem Closed buds Open buds Flower Young leaf Young silique Log2 -2 2 Rt9.57_409 Rt10.22_439 Rt18.07_623 Rt21.59_540 Rt14.32_1169 Rt21.16_521 Rt14.24_1096 Rt15.57_1226 Rt19.30_934 Rt20.04_915 Rt22.15_566 Rt9.89_489 Rt9.93_443 Rt10.84_439 Rt11.97_1854 Rt13.56_245 Rt13.13_361 Rt14.68_1312 Rt12.44_822 Rt14.49_339 Rt13.75_339 Rt19.20_343 Rt8.28_205_Trp Rt11.17_757_putative anthocyanin Rt12.57_609_KGG Rt13.84_303.6_N_ Rt14.90_287.3_N_ Rt5.81_251.4_N_ Rt10.60_472.7_P_ Rt10.61_470.4_F_ Rt11.03_468.7_F_ Rt8.81_468.6_F_ Rt13.50_787.3_P_ Rt9.70_466.5_F_ Rt14.57_568.7_P_ Rt14.95_566.8_P_ Rt16.41_585.4_P_ Rt13.11_463.7_Q3G Rt15.08_1130 Rt12.44_1850 Rt13.63_447_K3G Rt18.81_669 Rt11.66_353_4CGA Rt14.05_852 Rt14.44_981_putative Nicotianoside III Rt14.68_878 Rt14.77_989 Rt10.34_472 Rt10.76_470 Rt11.00_470 Rt13.88_1416 Rt13.20_593_K-3G6 ''R Rt15.91_1023 Rt16.16_1174 Rt15.71_1256 Rt15.47_1169_putative Nicotianoside VII Rt15.72_1114 Rt16.10_1154_putative Nicotianoside V Rt10.13_472 Rt11.54_486 Rt17.05_1112_putative Nicotianoside Rt16.25_1109_putative Nicotianoside Rt16.32_821 Rt16.59_1008_putative Nicotianoside II Rt16.78_862 Rt17.14_948 Rt16.99_1094_putative Nicotianoside Rt17.49_948 Rt11.60_540 Rt13.56_292 Rt10.41_453 Rt9.38_442 Rt13.64_1071 Rt9.80_428 Rt13.18_438 Rt14.23_912_putative Nicotianoside C Rt14.23_458 Rt14.04_895 Rt15.45_964 Rt8.12_367 Rt15.68_309 Rt11.13_353_5CGA Rt9.48_353_3CGA Rt10.07_658 Rt14.89_275 Rt15.49_805 Rt16.31_806 Rt12.93_434 Rt17.77_332 Rt23.08_730 Rt12.70_609_Q-3G6 Rt12.18_625_QGH ''R Rt13.27_623_putative flavonol glycoside Rt17.74_329 Rt20.82_669 Rt21.55_683 Rt22.26_697 Rt22.29_724 Rt15.04_878 Rt12.39_363 Rt20.01_682 Rt20.11_655 Rt20.81_696 Rt21.53_710 Rt23.76_744 Supplemental Figure 7. Hierarchical clustering analysis of LC-MS metabolite profile of tobacco tissues. Relative peak area was normalized by average value and shown with logarithmic scale (log2). Fold change is visualized by indicating color, red (high) and blue (low), respectively. A Tobacco cv019175_at Arabidopsis at1g21130 Tobacco c3748_at Tobacco c3748_x_at Arabidopsis at1g21100 Tobacco eb427179_s_at Arabidopsis at5g53810 Arabidopsis at1g76790 Arabidopsis at5g37170 Tobacco eb684248_at Arabidopsis at5g54160 B C bp526622 at2g45580 at3g44250 c1929 c1929 c9871 c9087 at5g38130 eb442153 at1g61680 at2g24210 c9087 eb427243 c9871 eb442153 at4g39480 at1g66120 at1g22380 at5g53810 dw000847 c533 eb427179 eb426591 at1g66540 at3g53300 c1918 c9610 c1998 c8891 eb427179 c11505 bp527611 c9377 eb427315 c533 at5g37170 c5971 dw000243 eb428900 bp530950 c493 at1g65450 c4917 eb426013 at3g25810 c493 c658 at5g38120 c9210 c6423 Module: 11 c4106 cv019608 Module: Query gene HOM000005 HOM000093 ORTHO000744 ORTHO000866 ORTHO014107 ORTHO025893 p450 HOM000066 ORTHO000740 ORTHO002190 Prenyltrans Terpene_synth Terpene_synth_C Glyco_transf_28 HOM000023 ORTHO000038 UDPGT HOM000062 HOM000359 ORTHO012960 ORTHO046158 Transferase AMP-binding HOM000212 HOM000226 ORTHO001435 ORTHO002921 Dimerisation HOM000097 Methyltransf_2 ORTHO046399 ORTHO232858 Supplementary Figure 8. EB427179-like gene modules in Arabidopsis. A) Gene module network of EB427179 with Arabidopsis modules shown. B) Expression profile of At5g53810. C) Gene module comparison of EB427179 and At5g53810 and At5g37170. LSD pair found: Within a module Across two modules Module B Generated from perspective of gene 6 Similar to module A and E Not in modules 6 Module A Generated from perspective of gene 1 Similar to module B and E 1 Module C Generated from perspective of gene 3 Similar to module D (ii) 7 2 8 3 9 4 5 Module E Generated from perspective of gene 5 Similar to module A and B Module D Generated from perspective of gene 9 Similar to module C 10 Gene 10 Does not form a module Supplementary Figure 9. Genes can be present in multiple modules and have multiple LSD relationships. Nodes represent genes, while black solid edges represent co-expression relationships. Node colors represent different gene labels. Dashed edges represent the three LSD relationships. In this example, genes 2 and 4 can be in the same module (module C), or in two similar modules (module A and E), depending on the investigated module. A LSD pair found: Across two modules Within a module Not in modules Found: 2 across edges 1 within edge 2 not edge Module X Module Y B Found: 0 across edges 2 within edges 3 not edge 1st permutation Module X Module Y Found: 3 across edges 0 within edges 2 not edge 2nd permutation Module X ... Module Y Found: 1 across edges 1 within edges 4 not edge 1000th permutation Module X Module Y Supplementary Figure 10. Counting and estimating the significance of large-scale duplicated genes (LSD) in modules. (A) Consider two similar modules, X and Y, containing four genes each. Nodes and node colors represent genes and labels, respectively. Red edges represent LSD pairs found across the two modules. Gray edges represent LSD pairs found within a module, while blue edges represent LSD pairs not found in two similar modules. In this example, 2 red edges, 1 gray edge and 2 blue edges (5 edges in total) were found. Note that for simplicity, only the violet label is analyzed in this example. (B) To estimate the significance of the edge distributions, the 5 LSD edges are distributed randomly among the members of the violet label. The criteria are: the number of edges must stay constant (i.e. 5) and the edges can be only distributed among the violet label. The LSD edges are permuted 1000 times, and the number of red, gray and blue edges is counted for each permutation. The analysis is done for each label, if any LSD gene-pairs are found for the label.
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