Appendix S5. Phylogenetic trait conservatism was evaluated using a second approach in which traits were assigned to Operational Taxonomic Units (OTUs) based on their taxonomic affiliation. Prior to calculating all phylogenetic signals, we collapsed into single clades those OTUs whose trait assignment originated from the same reference organism (Appendix S2). Phylogeny reconstruction was performed using RAxML as explained in the Phylogenetic community structure section in Materials and Methods. Phylogenetic trees are given in Appendix S6. Phylogenetic signals were calculated by means of the D statistic (Fritz & Purvis 2010; see the Phylogenetic trait conservatism section in Materials and Methods). Phylogenetic signals were calculated using this second approach both with the complete dataset including 3290 OTUs and with the subset of 1387 OTUs classified with confidence thresholds equal or over 80 % at the finest taxonomic level (see Appendix S3). Regardless of the dataset used, we found a high and significant correlation in the D values calculated based on reference organisms or on the assignment of traits to environmental sequences (R ranging from 0.80 to 0.87; P < 0.01; Table S5.1). Table S5.1. Phylogenetic signals (D values) calculated based on traits assigned to reference organisms or to environmental sequences Traits Formation of endospores Formation of other spores Formation of cysts Tolerance to desiccation Tolerance to salts Organic C consumption N fixation Nitrate Reduction Denitrification Phototrophic C fixation Formation of prosthecae Formation of PHA inclusions Ammonia oxidation Formation of exospores Formation of akinetes Reference Organisms * -0.748 -0.565 0.678 0.608 0.521 -0.239 0.507 0.807 0.597 0.342 -0.160 0.438 NA NA NA Taxonomic affiliation All OTUs † OTUs CT ≥ 80 % ‡ -1.235 -1.165 -0.318 -0.350 0.778 1.256 0.794 0.993 0.738 0.733 -0.282 -0.458 0.864 0.851 0.755 0.516 0.876 0.401 0.476 0.444 1.185 0.310 0.499 0.140 NA NA NA NA NA NA * D values calculated using 385 reference organisms contained in the Silva database (Quast et al. 2003), with the phylogenetic tree exported from ARB (Ludwig et al. 2002) and the trait matrix provided in Appendix S4 † D values calculated using 3290 OTUs using a phylogenetic tree reconstructed using RAxML (first tree in Appendix S6) and the trait matrix provided in Appendix S2 ‡ D values calculated as in †, but exclusively using the subset of 1387 OTUs classified with a confidence threshold equal or over 80 % according to Wang et al. (2007)