| Literature DB >> 26779135 |
Nurdyana Abdul Rahman1, Donovan H Parks1, Inka Vanwonterghem2, Mark Morrison3, Gene W Tyson1, Philip Hugenholtz4.
Abstract
The Fibrobacteres has been recognized as a bacterial phylum for over a decade, but little is known about the group beyond its environmental distribution, and characterization of its sole cultured representative genus, Fibrobacter, after which the phylum was named. Based on these incomplete data, it is thought that cellulose hydrolysis, anaerobic metabolism, and lack of motility are unifying features of the phylum. There are also contradicting views as to whether an uncultured sister lineage, candidate phylum TG3, should be included in the Fibrobacteres. Recently, chitin-degrading cultured representatives of TG3 were isolated from a hypersaline soda lake, and the genome of one species, Chitinivibrio alkaliphilus, sequenced and described in detail. Here, we performed a comparative analysis of Fibrobacter succinogenes, C. alkaliphilus and eight near or substantially complete Fibrobacteres/TG3 genomes of environmental populations recovered from termite gut, anaerobic digester, and sheep rumen metagenomes. We propose that TG3 should be amalgamated with the Fibrobacteres phylum based on robust monophyly of the two lineages and shared character traits. Polymer hydrolysis, using a distinctive set of glycoside hydrolases and binding domains, appears to be a prominent feature of members of the Fibrobacteres. Not all members of this phylum are strictly anaerobic as some termite gut Fibrobacteres have respiratory chains adapted to the microaerophilic conditions found in this habitat. Contrary to expectations, flagella-based motility is predicted to be an ancestral and common trait in this phylum and has only recently been lost in F. succinogenes and its relatives based on phylogenetic distribution of flagellar genes. Our findings extend current understanding of the Fibrobacteres and provide an improved basis for further investigation of this phylum.Entities:
Keywords: TG3; anaerobic digester; comparative genomics; fibrobacteres; termite gut
Year: 2016 PMID: 26779135 PMCID: PMC4704652 DOI: 10.3389/fmicb.2015.01469
Source DB: PubMed Journal: Front Microbiol ISSN: 1664-302X Impact factor: 5.640
Figure 1Phylogenetic analysis of the phylum Fibrobacteres. (A) Maximum likelihood tree of the phylum Fibrobacteres based on alignment of 83 concatenated proteins as previously described (Soo et al., 2014). The tree was inferred using an outgroup comprising 2358 genomes from 33 phyla. For clarity, only the immediate phylum-level neighborhood of the Fibrobacteres is shown. Fibrobacteraceae genomes are shown in red; Fibromonadaceae in blue; and Chitinivibronia in green. Fibrobacteres genomes encoding nitrogen-fixing, flagellar and/or respiratory genes are indicated by N, F, and R in boxes (dotted box indicates incomplete genes), respectively. Bootstrap support for interior nodes using multiple inference methods is shown according to the legend at the lower left of the figure; ML, Maximum Likelihood; MP, Maximum Parsimony; NJ, Neighbor Joining. (B) Maximum likelihood tree based on 16S rRNA genes from Fibrobacteres and TG3 obtained from SILVA database release 119 (Quast et al., 2012). The closest matches to the partial 16S rRNA sequences obtained from the population genomes are indicated by color matching to (A), noting that the position of MC_77 is estimated since this genome lacks a 16S rRNA sequence. Isolates are bolded in black. Taxonomic group names by rank are proposed to the right of the tree, also see main text. Node support values are as described for (A).
Summary statistics of Fibrobacteres isolate and population genomes.
| Cow rumen | 3.8 | 48.1 | 1 | 100.0 | 2.5 | 3188 | 5S,16S,23S | 91.3 | Suen et al., | |
| Soda Lake | 2.6 | 46.2 | 99 | 97.9 | 0.0 | 2346 | 5S,16S,23S | 93.1 | Sorokin et al., | |
| AD_80 | Bioreactor | 3.3 | 51.4 | 123 | 88.9 | 1.7 | 2801 | 5S | 91.1 | Present study |
| AD_111 | Bioreactor | 3.6 | 50.2 | 189 | 88.1 | 0.2 | 3069 | 5S,16S,23S | 91.3 | Present study |
| SR_36 | Sheep rumen | 3.4 | 53.9 | 50 | 99.2 | 1.7 | 2906 | 5S | 93.1 | PRJNA214227 |
| AD_312 | Bioreactor | 2.8 | 37.4 | 56 | 100.0 | 3.5 | 2392 | – | 90.9 | Present study |
| IN01_31 | 3.2 | 43.2 | 220 | 96.6 | 2.6 | 3417 | 5S,23S | 88.5 | Present study | |
| 3.2 | 43.1 | 211 | 98.3 | 1.7 | 3355 | 16S | 90.7 | Present study | ||
| IN01_307 | 2.6 | 41.5 | 157 | 87.9 | 1.7 | 2779 | – | 92.4 | Present study | |
| MC_77 | 2.4 | 52.4 | 317 | 73.3 | 0.0 | 2324 | – | 85.2 | Present study | |
Estimated completeness and contamination based on lineage-specific single copy marker genes (Parks et al., .
Bioproject accession number.
IN01_221.
Inventory of glycoside hydrolases (GHs) identified in the Fibrobacteres genomes, organized by functional category.
| GH5 | Cellulase | PF00150 | 13.0 | 16.7 | 16.7 | 15.2 | 18.8 | 27.5 | 18.0 | 15.2 | 6.3 | 23.3 | 2.37 | 1.46 | 30.9 | 17 |
| GH9 | Endoglucanase | PF00759 | 9.0 | 10.3 | 10.4 | 8.7 | 5.8 | 10.0 | 12.8 | 12.1 | 18.8 | 6.7 | 0.91 | 0.31 | 9.6 | 15 |
| GH44 | Endoglucanase | PF12891 | 1.0 | 1.3 | 1.0 | 1.1 | 1.5 | – | – | – | – | – | 0.03 | 0.03 | 2.3 | 7 |
| GH45 | Endoglucanase | PF02015 | 4.0 | 3.9 | 5.2 | 4.4 | 2.9 | 2.5 | 7.7 | 9.1 | – | 3.3 | 0.02 | 0.01 | 0.3 | 3 |
| Subtotals (%) | 27.0 | 32.1 | 33.3 | 29.4 | 29.0 | 40.0 | 38.5 | 36.4 | 25.0 | 33.3 | 3.33 | 1.81 | ||||
| GH18 | Chitinase | PF00704 | 2.0 | 2.6 | 2.1 | 2.2 | 2.9 | 2.5 | 2.6 | 3.0 | 3.1 | 3.3 | 3.12 | 2.16 | 30.0 | 19 |
| GH19 | Chitinase | PF00182 | – | – | – | – | – | – | – | – | 6.3 | – | 0.55 | 0.32 | 9.7 | 10 |
| GH20 | β-hexosaminidase | PF00728 | – | – | – | – | – | – | – | – | – | 3.3 | 1.15 | 0.91 | 23.2 | 17 |
| Subtotals (%) | 2.0 | 2.6 | 2.1 | 2.2 | 2.9 | 2.5 | 2.6 | 3.0 | 9.4 | 6.7 | 4.82 | 3.39 | ||||
| GH8 | Endo-xylanases | PF01270 | 6.0 | 3.9 | 7.3 | 7.6 | 5.8 | 5.0 | 5.1 | 3.0 | 15.6 | 3.3 | 0.81 | 0.56 | 20.1 | 17 |
| GH10 | Endo-1,4-β-Xylanase | PF00331 | 8.0 | 5.1 | 7.3 | 6.5 | 2.9 | 2.5 | 2.6 | 3.0 | 6.3 | – | 1.06 | 0.43 | 12.7 | 14 |
| GH11 | Xylanase | PF00457 | 4.0 | 1.3 | 4.2 | 5.4 | 1.5 | 2.5 | 5.1 | 3.0 | – | – | 0.31 | 0.08 | 4.3 | 11 |
| GH26 | β-mannanase and xylanase | PF02156 | 4.0 | 3.9 | 4.2 | 3.3 | 2.9 | – | – | 3.0 | – | – | 0.98 | 0.16 | 6.9 | 11 |
| GH53 | Endo-1,4-β-xylanase | PF07745 | 2.0 | 1.3 | 1.0 | 2.2 | 1.5 | 2.5 | 2.6 | 3.0 | – | – | 0.55 | 0.22 | 10.6 | 14 |
| Subtotals (%) | 24.0 | 15.4 | 21.0 | 25.0 | 14.5 | 12.5 | 15.4 | 15.2 | 21.9 | 3.3 | 3.72 | 1.45 | ||||
| GH16 | Xyloglucanases and xyloglycosyltransferases | PF00722 | 4.0 | 5.1 | 4.2 | 3.3 | 4.4 | 0.0 | 0.0 | 0.0 | 3.1 | 0.0 | 1.72 | 0.78 | 19.7 | 20 |
| GH74 | Endoglucanases and oglucanases | – | 2.0 | 3.9 | 2.1 | 2.2 | 2.9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.27 | 0.10 | 4.3 | 9 |
| GH51 | α-L-arabinofuranosidase | – | 1.0 | 1.3 | 1.0 | 1.1 | 1.5 | 0.0 | 2.6 | 3.0 | 0.0 | 0.0 | 0.78 | 0.41 | 15.0 | 14 |
| GH54 | α-L-arabinofuranosidase | PF09206 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.02 | 0.9 | 6 |
| Subtotals (%) | 8.0 | 10.3 | 8.3 | 6.5 | 8.7 | 0.0 | 2.6 | 3.0 | 3.1 | 0.0 | 2.77 | 1.31 | ||||
| GH1 | β-glucosidase and other β-linked dimers | PF00232 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.1 | 3.3 | 2.73 | 3.66 | 46.6 | 17 |
| GH2 | β-galactosidases and other β–linked dimers | PF00703 PF02836 PF02837 | 2.0 | 2.6 | 2.1 | 2.2 | 2.9 | 0.0 | 0.0 | 3.0 | 3.1 | 0.0 | 2.88 | 1.92 | 38.2 | 18 |
| GH3 | Mainly β-glucosidases | PF00933 PF01915 | 3.0 | 2.6 | 2.1 | 1.1 | 2.9 | 5.0 | 0.0 | 3.0 | 0.0 | 0.0 | 4.68 | 5.87 | 73.4 | 27 |
| GH43 | Arabinases and xylosidases | PF04616 | 14.0 | 11.5 | 9.4 | 13.0 | 13.0 | 5.0 | 5.1 | 0.0 | 0.0 | 3.3 | 2.82 | 1.30 | 22.2 | 15 |
| GH52 | β-xylosidase | PF03512 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.3 | 0.04 | 0.03 | 1.5 | 5 |
| Subtotals (%) | 19.0 | 16.7 | 13.5 | 16.3 | 18.8 | 10.0 | 5.1 | 6.1 | 6.2 | 10.0 | 13.14 | 12.79 | ||||
| GH84 | Cellobiose/chitobiose phosphorylase | PF06165 PF06205 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.1 | 0.0 | 0.23 | 0.16 | 4.8 | 7 |
| GH94 | Cellobiose/chitobiose phosphorylase | PF06165 PF06205 | 1.0 | 1.3 | 1.0 | 1.1 | 1.5 | 5.0 | 2.6 | 3.0 | 6.3 | 3.3 | 0.58 | 0.69 | 18.8 | 18 |
| Subtotals (%) | 1.0 | 1.3 | 1.0 | 1.1 | 1.5 | 5.0 | 2.6 | 3.0 | 9.4 | 3.3 | 0.81 | 0.85 | ||||
| GH13 | Unknown | PF02903 | 3.0 | 3.9 | 3.1 | 3.3 | 5.8 | 7.5 | 10.3 | 12.1 | 6.3 | 6.7 | 16.52 | 16.67 | 80.2 | 27 |
| GH23 | Lysozyme type G/peptidoglycan lyase/chitinase | – | 3.0 | 3.9 | 3.1 | 3.3 | 4.4 | 12.5 | 10.3 | 12.1 | 12.5 | 20.0 | 8.01 | 17.21 | 80.7 | 30 |
| GH27 | Unknown | 1.0 | 1.3 | 1.0 | 1.1 | 1.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.44 | 0.09 | 5.1 | 10 | |
| GH30 | Glucosylceramidase | PF02055 | 4.0 | 3.9 | 4.2 | 4.4 | 2.9 | 0.0 | 2.6 | 0.0 | 0.0 | 0.0 | 0.52 | 0.31 | 11.6 | 15 |
| GH57 | α-amylase | PF03065 | 3.0 | 3.9 | 2.1 | 2.2 | 2.9 | 5.0 | 2.6 | 3.0 | 3.1 | 10.0 | 0.70 | 2.43 | 22.8 | 27 |
| GH77 | Amylomaltase or 4-α-glucanotransferase | PF02446 | 1.0 | 1.3 | 1.0 | 1.1 | 1.5 | 2.5 | 2.6 | 3.0 | 3.1 | 3.3 | 1.47 | 3.20 | 55.0 | 26 |
| GH95 | α-1,2-L-fucosidase/α-L-fucosidase | – | 1.0 | 1.3 | 1.0 | 1.1 | 1.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.35 | 0.22 | 9.8 | 14 |
| GH105 | Unknown | PF07470 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.77 | 0.31 | 12.2 | 14 |
| GH106 | α-L-rhamnosidase | – | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.3 | 0.16 | 0.09 | 4.5 | 8 |
| GH109 | α-N-acetylgalactosaminidase | – | 0.0 | 0.0 | 0.0 | 1.1 | 1.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.81 | 5.61 | 65.1 | 27 |
| GH116 | Unknown | 1.0 | 1.3 | 1.0 | 1.1 | 1.5 | 2.5 | 2.6 | 3.0 | 0.0 | 0.0 | 0.04 | 0.21 | 4.7 | 9 | |
| GH127 | β-L-arabinofuranosidase | – | 1.0 | 1.3 | 1.0 | 1.1 | 1.5 | 0.0 | 2.6 | 0.0 | 0.0 | 0.0 | 0.77 | 0.32 | 14.7 | 14 |
| Subtotals (%) | 19.0 | 21.8 | 17.7 | 19.6 | 24.7 | 30.0 | 33.3 | 33.3 | 25.0 | 43.3 | 35.51 | 46.67 | ||||
| Total estimated glycoside hydrolases | 100 | 78 | 96 | 92 | 69 | 40 | 39 | 33 | 32 | 30 | – | – | ||||
| (Glycoside hydrolases with signal peptide (%)) | 71.8 | 64.1 | 72.1 | 76.4 | 48.7 | 35.6 | 46.5 | 40.0 | 31.4 | 28.6 | – | – | ||||
| Total estimated genes | 2871 | 2754 | 3008 | 2855 | 2344 | 3391 | 3347 | 2773 | 2304 | 2321 | 4512 | 3395 | ||||
| (Signal peptide to total genes (%)) | 21.2 | 17.9 | 21.6 | 22.0 | 15.2 | 10.8 | 11.1 | 11.5 | 7.4 | 7.7 | ||||||
| % of genes that are glycoside Hydrolases | 3.5 | 2.8 | 3.2 | 3.2 | 2.9 | 1.2 | 1.2 | 1.2 | 1.4 | 1.3 | 1.2 | 0.9 | ||||
Based on Koeck et al. (.
Of a total of 30 bacterial phylum.
Estimated average genes across 35 and 2038 bacterial genomes respectively.
Average of 116 GHs to total genes of 35 and 2038 bacterial genomes respectively.
Figure 2Glycoside hydrolase families with a significant difference in mean proportions ≥1% between Fibrobacteres and other cellulolytic bacteria and a . Statistical significance was assessed using Welch's t-test with Bonferroni multiple test correction.
Inventory of accessory attachment genes for polymer hydrolysis identified in the Fibrobacteres genomes, organized by Carbohydrate-binding modules (CBMs).
| CBM4 | pfam02018 | 8.3 | 10.9 | 9.6 | 8.6 | 12.2 | 5.9 | 6.7 | 13.3 | 12.5 | 15.4 | 5.6 | 0.5 | 5.5 |
| CBM30 | – | 0.0 | 0.0 | 0.0 | 1.7 | 0.0 | 5.9 | 6.7 | 0.0 | 0.0 | 0.0 | 0.6 | 0.1 | 1.3 |
| CBM51 | pfam14498 | 5.0 | 4.4 | 5.8 | 3.5 | 6.1 | 11.8 | 13.3 | 6.7 | 0.0 | 0.0 | 0.4 | 0.4 | 4.5 |
| Subtotals (%) | 13.3 | 15.2 | 15.4 | 13.8 | 18.4 | 23.5 | 26.7 | 20.0 | 12.5 | 15.4 | 6.6 | 1.0 | ||
| CBM50 | – | 8.3 | 8.7 | 7.7 | 8.6 | 6.1 | 35.3 | 20.0 | 20.0 | 12.5 | 30.8 | 14.6 | 41.2 | 76.1 |
| Subtotals (%) | 8.3 | 8.7 | 7.7 | 8.6 | 6.1 | 35.3 | 20.0 | 20.0 | 12.5 | 30.8 | 14.6 | 41.2 | 76.1 | |
| CBM11 | pfam03425 | 6.7 | 8.7 | 7.7 | 6.9 | 8.2 | 23.5 | 26.7 | 26.7 | 25.0 | 0.0 | 0.1 | 0.0 | 0.6 |
| CBM13 | – | 0.0 | 0.0 | 0.0 | 0.0 | 4.1 | 0.0 | 0.0 | 6.7 | 0.0 | 0.0 | 3.7 | 1.6 | 10.7 |
| CBM22 | – | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15.4 | 6.2 | 0.4 | 4.1 |
| CBM32 | – | 1.7 | 0.0 | 0.0 | 1.7 | 0.0 | 5.9 | 6.7 | 6.7 | 37.5 | 0.0 | 3.2 | 3.4 | 18.4 |
| CBM35 | – | 23.3 | 17.4 | 19.2 | 27.6 | 16.3 | 0.0 | 0.0 | 6.7 | 0.0 | 0.0 | 3.7 | 0.7 | 7.6 |
| CBM61 | – | 1.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.6 | 0.4 | 5.4 |
| CBM67 | – | 1.7 | 2.2 | 1.9 | 1.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8 | 1.1 | 8.4 |
| Subtotals (%) | 35.0 | 28.3 | 28.8 | 37.9 | 28.6 | 29.4 | 33.3 | 46.7 | 62.5 | 15.4 | 19.3 | 7.6 | ||
| CBM6 | pfam03422 | 41.7 | 45.7 | 46.2 | 37.9 | 44.9 | 5.9 | 6.7 | 6.7 | 0.0 | 15.4 | 4.9 | 0.7 | 8.2 |
| CBM9 | pfam02018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.7 | 5.0 | 0.9 | 8.4 |
| Subtotals (%) | 41.7 | 45.7 | 46.2 | 37.9 | 44.9 | 5.9 | 6.7 | 6.7 | 0.0 | 23.1 | 9.9 | 1.6 | ||
| CBM48 | pfam02922 | 1.7 | 2.2 | 1.9 | 1.7 | 2.0 | 5.9 | 13.3 | 6.7 | 12.5 | 7.7 | 7.5 | 23.0 | 65.9 |
| CBM66 | – | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.7 | 1.1 | 1.1 | 7.6 |
| Subtotals (%) | 1.7 | 2.2 | 1.9 | 1.7 | 2.0 | 5.9 | 13.3 | 6.7 | 12.5 | 15.4 | 8.6 | 24.1 | ||
| Total estimated CBM | 60 | 46 | 52 | 58 | 49 | 17 | 15 | 15 | 8 | 13 | ||||
| Total estimated genes | 2871 | 2754 | 3008 | 2906 | 2344 | 3391 | 3347 | 2773 | 2304 | 2321 | ||||
| CBM to estimated genes (%) | 2.1 | 1.7 | 1.7 | 2.0 | 2.1 | 0.5 | 0.4 | 0.5 | 0.3 | 0.6 | 1.4 | 0.3 | ||
Based on Koeck et al. (.
Average of 52 CBMs to total genes across 35 cellulolytic bacteria genomes.
Average of 52 CBMs to total genes across 2038 bacterial species.
Inventory of accessory attachment genes for polymer hydrolysis identified in the Fibrobacteres genomes, organized by functional category.
| Fib_succ_major | TIGR02145 | 54 | 65 | 72 | 96 | 17 | 119 | 116 | 70 | 0 | 41 | 0.0 | 0.1 |
| Fibro-slime protein | TIGR02148 | 10 | 7 | 7 | 8 | 5 | 3 | 1 | 6 | 0 | 2 | 0.3 | 0.2 |
| Type IV pilin N-term methylation site PilA | pfam13544 | 3 | 3 | 2 | 3 | 3 | 4 | 2 | 2 | 6 | 2 | 2.2 | 2.7 |
| Type IV pilus assembly protein PilB | K02652 | 1 | 0 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 3 | 0.9 | 0.4 |
| Type IV pilus assembly protein PilC | K02653 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 0.8 | 0.4 |
| Leader peptidase (prepilin peptidase) / N-methyltransferase [EC:3.4.23.43 2.1.1.-] | K02654 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1.1 | 0.5 |
| Type IV pilus assembly protein PilE | K02655 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0.1 | 0.2 |
| Type IV pilus assembly protein PilM | K02662 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.7 | 0.3 |
| Type IV pilus assembly protein PilN | K02663 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.4 | 0.3 |
| Type IV pilus assembly protein PilO | K02664 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0.3 | 0.2 |
| Type IV pilus assembly protein PilQ | K02666 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 0.1 | 0.2 |
| Two-component system, NtrC family, response regulator PilR | K02667 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0.1 | 0.1 |
| Twitching motility protein PilT | K02669 | 3 | 2 | 3 | 2 | 3 | 2 | 2 | 2 | 3 | 2 | 0.9 | 0.5 |
Based on Koeck et al. (.
Average across 3454 bacterial genomes on IMG.
Figure 3Composite metabolic reconstruction of members of the phylum Fibrobacteres. Presence of genes and pathways in a given lineage is indicated by colored dots (legend at lower left). Steps in metabolic pathways absent in all investigated Fibrobacteres genomes are indicated by red crosses. Multistep reactions are shown by red arrows. Abbreviations are described in Table S3.