Comparative genome and transcriptome analyses of the social amoeba Acytostelium subglobosum that accomplishes multicellular development without germ-soma differentiation
BMC Genomics volume 16, Article number: 80 (2015)
Social amoebae are lower eukaryotes that inhabit the soil. They are characterized by the construction of a starvation-induced multicellular fruiting body with a spore ball and supportive stalk. In most species, the stalk is filled with motile stalk cells, as represented by the model organism Dictyostelium discoideum, whose developmental mechanisms have been well characterized. However, in the genus Acytostelium, the stalk is acellular and all aggregated cells become spores. Phylogenetic analyses have shown that it is not an ancestral genus but has lost the ability to undergo cell differentiation.
We performed genome and transcriptome analyses of Acytostelium subglobosum and compared our findings to other available dictyostelid genome data. Although A. subglobosum adopts a qualitatively different developmental program from other dictyostelids, its gene repertoire was largely conserved. Yet, families of polyketide synthase and extracellular matrix proteins have not expanded and a serine protease and ABC transporter B family gene, tagA, and a few other developmental genes are missing in the A. subglobosum lineage. Temporal gene expression patterns are astonishingly dissimilar from those of D. discoideum, and only a limited fraction of the ortholog pairs shared the same expression patterns, so that some signaling cascades for development seem to be disabled in A. subglobosum.
The absence of the ability to undergo cell differentiation in Acytostelium is accompanied by a small change in coding potential and extensive alterations in gene expression patterns.
Morphogenesis and cell differentiation are the major components of multicellular development. In multicellular organisms, somatic cells, which are free from regenerative obligations, accomplish a variety of tasks to support complex body structures and functional integrity. The differentiation of mortal or sacrificial somatic cells from reproductive germ cells was the key event for the establishment and diversification of multicellular systems. How this was achieved in the history of life is an interesting and complex issue [1,2].
The social amoebae are unique organisms that exhibit conditional multicellularity and serve as an excellent model system to address this issue; they grow as solitary amoeba in the presence of sufficient food, but when starved, they gather together and form a multicellular fruiting body composed of a spore ball(s) and a supportive stalk(s). In many species, the stalk is filled with vacuolated stalk cells to stiffen it using osmotic pressure and cellulose walls that are deposited and polymerized on the extracellular matrix (ECM). While spores transmit their genetic information to their offspring, the stalk cells are no longer regenerative and represent one of the simplest forms of terminally differentiated somatic cells. In Dictyostelium discoideum, the most widely analyzed social amoeba species, cells in the migratory slug are committed to either the spore (prespore cells) or stalk lineage (prestalk cells) . The latter further diversifies to generate the prestalk subpopulations PstB, PstO, and PstU, which end up in the basal disk and upper and lower cup structures, in addition to PstA constituting the main stalk body. These developmental processes are mainly controlled by the external levels of chemical cues such as cyclic nucleotides, ammonia, polyketides, peptides, and steroids to activate the corresponding intracellular signaling cascades .
In spite of the common nature of starvation-induced fruiting body formation, species in the genus Acytostelium form an acellular stalk  and all aggregated amoebae become spores  (Figure 1A, B). They skip the migratory stage and multiple tips arise directly from the cell aggregates to generate crown-type fruiting bodies (Figure 1C). Recently, we studied the development of Acytostelium subglobosum and found that the aggregated cells first became prespore-like cells producing spore coat proteins, and then function as if they were prestalk cells to synthesize and secrete the ECM and cellulose, and finally achieve terminal differentiation of the spores at the top of culminants . Thus, temporal but not permanent division of labour is observed in this species.
According to molecular phylogenetic analyses, D. discoideum belongs to the newest evolutionary clade (group 4), while the genus Acytostelium is in an older clade (group 2) [7,8] (Figure 1D). There are two possibilities for the lack of the ability to undergo cell differentiation in Acytostelium: this ability was either acquired in a later species or it had been acquired in a common ancestor and lost in the Acytostelium lineage. Since the species in the oldest clade, group 1, form fruiting bodies with cellular stalks, the latter possibility seems more likely, although it is still possible that cellular stalks arose independently multiple times, as pointed out by Swanson et al. . In either case, it is intriguing to determine what genetic information correlates with the ability to undergo germ-soma differentiation.
In the present study, we analyzed the genome and transcriptome of A. subglobosum in comparison with other social amoebae making cellular stalks. The D. discoideum genome was reported initially in 2005 . Since then, the genomes of Dictyostelium purpureum (group 4) , Polysphondylium pallidum (group 2), and Dictyostelium fasciculatum (group 1)  have become available. The developmental transcriptome of D. purpureum was compared with that of D. discoideum to reveal their remarkable conservation . Our comparative analyses showed that dissimilarities in the gene repertoire between differentiating and non-differentiating species were limited, but that their transcriptomes had diverged. We suppose that the critical loss of early developmental genes relevant to cell-type specification affected the gene networks and led to the invention of a new developmental program where the entry of the entire amoeba to germ-line spores was traded off against the low efficiency of their dispersal due to short and fragile acellular stalks that were unable to support sizable spore balls.
Results and discussion
Structure and general features of the A. subglobosum genome
The genome of A. subglobosum LB-1/A1 was sequenced using a whole genome shotgun sequencing approach and assembled into 371 contigs (DDBJ:BAUZ01000001-BAUZ01000371) arranged into 106 supercontigs (Table 1, Additional file 1: Figure S1). The total extension of the nucleotide sequence was 30.9 Mbp and close to the size of D. fasciculatum, the smallest dictyostelid genome analyzed so far. Since there was no available information on the genome size of A. subglobosum, we used comparative flow cytometry analysis of nuclear DNA content to estimate its size as approximately 29 Mbp (Figure 1E). Although there is a small discrepancy between the two numbers, we assume that the present data adequately represent the A. subglobosum genome. The chromosome number is 18 (Figure 1F). This is much larger than in the other dictyostelid species, but the possibility that it is diploid was shown to be unlikely from the results of flow cytometry. The (A + T) content of the A. subglobosum genome is 55%, which is remarkably lower than the other dictyostelid species and naturally results in differential codon usage. It is much less biased compared to that of D. discoideum (Additional file 2: Table S1). The rRNA genes were found clustered in one of the supercontigs (SC 64). The number of tRNA genes was the smallest among the analyzed species. Simple sequence repeats and transposons were also not abundant. As a whole, our sequencing data revealed the neutral base composition, compact nature, and rather static features of the A. subglobosum genome.
Protein coding potential of A. subglobosum
We performed expressed sequence tag (EST) analysis of vegetative and developmental cDNA libraries to determine the protein coding potential of A. subglobosum. Altogether, 32000 clones were read from both ends (DDBJ:HY448297-HY508708), and the obtained sequences were clustered into 7439 non-redundant groups derived from 5749 genes, 98.4% of which were successfully mapped to the genome at an identity ≥ 95% and coverage ≥ 80%. Representative cDNA clones were chosen for each of these groups and re-sequenced. The transcript information thus obtained (Additional file 1: Figure S2) was incorporated into a gene prediction program based on dicodon analysis  (Additional file 1: Figure S3). We also constructed homology-based gene models using D. discoideum protein sequences. The three sets of gene models, actual transcript sequences, ab initio predictions, and homology based predictions were combined to generate 12722 non-redundant protein coding genes (Additional file 2: Table S2; Additional file 3). This gene number is smaller than D. discoideum, but larger than 3 other species (Table 1). Lack of stalk cells in A. subglobosum may therefore not be explained simply by the absence of gene sets required for cell differentiation and stalk-cell function. This supports the previous argument that the ability to undergo cell differentiation was lost in A. subglobosum rather than its acquisition in later species.
Orthology and gene family analyses
The gene orthology relationships were analyzed by the standard bidirectional best hit approach. When the e-value threshold was set to 1E-10, 4987 A. subglobosum genes were shared as orthologs with 3 other species (Figure 2, area K), but 190 P. pallidum, 203 D. fasciculatum, and 233 D. discoideum genes had no orthologs in the A. subglobosum lineage (Figure 2, area G). Heidel et al.  took a more conscientious approach by employing identity and coverage factors and described that 6569 D. discoideum genes were shared with P. pallidum and D. fasciculatum. The corresponding gene number was 5330 in our analysis (sum of K and G in Figure 2). Since changing the threshold value did not result in an increased number of orthologs, we did not change the above number and examined the genes of interest individually in the later analyses.
To analyze the lineage-specific expansion of gene families in D. discoideum, we combined the homology search results and OrthoMCL  data of D. discoideum. Namely, homologous genes for each D. discoideum gene were assigned to the same gene family. Clustering of D. discoideum proteins by OrthoMCL resulted in similar but slightly bigger families than those reported by Eichinger et al.  (Additional file 1: Figure S4). For the 5414 OrthoMCL OG-ids of D. discoideum , which did not exclude the unique genes in this species, 4582 A. subglobosum, 4468 P. pallidum, and 4445 D. fasciculatum gene families (and unique genes) were associated.
Besides common expansions, a significant number of lineage-dependent family expansions were observed (Additional file 1: Figure S5). Notable examples of them are marked and detailed in Table 2. The polyketide synthase (PKS) family (OG5_id 126633), whose members function in the biosynthesis of diverse classes of natural products such as those involved in intercellular and ecological interactions [10,18,19], is very small in A. subglobosum. This suggests that these activities are less extensive in this species. Yet, A. subglobosum does have homologs of stlB, involved in the biosynthesis of differentiation inducing factor-1 (DIF-1) , which is necessary for the induction of stalk-cell subpopulations [21,22], and stlA [23,24], which is involved in the signaling cascade for spore maturation in D. discoideum (Figure 3). Likewise, the ECM family (OG5_133822), which is expressed predominantly in prestalk cells and is required for cellulose deposition and polymerization , has not expanded in A. subglobosum, reflecting the small and less complex structure of its fruiting bodies.
Search for genes associated with the ability to undergo cell differentiation
The main purpose of this study was to mine out genetic information that was correlated with the ability to undergo cell differentiation. It was noted, at the early stage of the study, that the major D. discoideum genes related to stalk-cell differentiation were present in A. subglobosum despite the absence of stalk cells in this species. Although this is seemingly contradictory, it is not irrational considering the fact that A. subglobosum does make stalks. Apparently, a simple loss of “stalk genes” cannot explain the unique developmental process of A. subglobosum.
As already mentioned, 233 D. discoideum genes with orthologs in P. pallidum and D. fasciculatum did not have specific orthologs in the A. subglobosum lineage. Only 5 of them, 3 unique genes and 2 family-constituting genes, are currently known to be related to culmination and cell differentiation (Table 3). Of special interest is the tagA gene, which encodes a putative serine protease and ABC transporter B family protein and has been reported to play a crucial role in cell-fate determination and maintenance of the spore lineage . Although there are a large number of ABC transporters in A. subglobosum, as in other dictyostelids, there is only 1 member (gene_6301) of the B subgroup with a serine protease domain (OG5_134947). Gene_6301 encodes a protein orthologous to TagC (Additional file 1: Figure S6) and is expressed similarly to it at the later stages of development (Additional file 2: Table S2).
Other genes in Table 3 are expressed at the later stages of D. discoideum development and their relevance to cell-fate determination is less likely. Two genes, rtaA and warA, are concerned with prestalk-cell diversification. The rtaA gene encodes a putative GPCR [28,29] expressed in PstU cells , which finally populate the upper cup of a fruiting body whose function is to lift up the spore mass . The latter gene, warA, is a homeodomain-containing putative transcription factor expressed in prestalk cells and determines the proportion of PstO cells in the slug, which occupy the zone between the prestalk and prespore regions . Since the corresponding cell populations do not exist even temporarily in A. subglobosum, the mechanistic aspect of culmination seems different in this species, as pointed out by Bonner . The expl7 gene encodes a member of the expansin-like protein family and is homologous to the plant cellulose-binding protein expansin . Although the over-expression of expl7 resulted in an anomaly of stalk morphology, its disruption did not affect the fruiting body morphology in D. discoideum , suggesting complementation by its paralog(s). The disruption mutant of rsc12 resulted in aberrant culminant at the final stage of development , but detailed analysis has not been carried out.
Loss of function can also be caused by the acquisition of new genes with suppressive effects. Although it is possible that some such genes may act to suppress the A. subglobosum counterparts of developmental genes in stalk-cell-making species, their functions in relation to fruiting body formation are elusive without molecular biological analyses.
Comparative transcriptome analysis
The above mentioned analysis on the gene repertoires demonstrated that the majority of genes involved in fruiting body formation in D. discoideum have orthologs in A. subglobosum and only few of them are without counterparts. To clarify whether the conserved genes are actually expressed, the developmental transcriptome of A. subglobosum was analyzed. Approximately 4.5 Gb of cDNA reads, generated at each of 0, 8, 16, and 24 h of development, were combined, clustered, and mapped to the A. subglobosum genome contigs (Additional file 1: Figure S7), resulting in the association of at least 9067 gene models. For the 5961 A. subglobosum orthologs to D. discoideum genes with a significant level of expression, expression data for 5062 (85%) genes were obtained. As for the developmental gene orthologs, 70 had no clear evidence of expression during growth and asexual development.
In an attempt to compare the temporal expression patterns of orthologous pairs, the expression data of A. subglobosum obtained here and those of D. discoideum  were clustered collectively by K-means clustering, after normalization and standardization (Additional file 2: Table S3), using the cluster number 8 (Figure 4A). The resulting clusters fell into 2 major groups according to their mutual distances: clusters 1–3 and 4–8. The average expression pattern of the former group is down-regulation and the latter, up-regulation during development. There was a striking difference between the 2 species in gene distribution among the clusters (Figure 4B). Clusters 4 and 8 contain comparable fractions of A. subglobosum and D. discoideum genes, while the other clusters are extremely biased to either species. More than 50% of the analyzed genes were in the down-regulated clusters (C1–C3) in A. subglobosum, while less than 20% were so in D. discoideum. These differences are in contrast to a report on D. purpureum transcriptome analysis that demonstrated a remarkable conservation in gene expression patterns with D. discoideum [13,36], indicating the distant anatomical nature of the A. subglobosum fruiting body. (Additional file 1: Figure S8).
In accordance with the overall dissimilarity, only 18% of the orthologous gene pairs were assigned to the same clusters and nearly half of the ortholog pairs belonged to different groups (C1–C3 vs. C4–C8) (Figure 4C). As can be seen in Figure 4C, the A. subglobosum orthologs for prespore-specific genes, showed the stronger propensity for precocious expression, while prestalk-specific gene orthologs displayed the opposite pattern. This tendency for differential expression coincides with our previous finding that A. subglobosum produces prespore vesicles soon after aggregation and then makes stalk materials . In consideration of development under starvation stress, it should be a safe strategy to transcribe the germ-line (spore lineage) genes first and to use the rest of the available energy for stalk formation, unless the population is divided into germ (spore) and soma (stalk cells) lineages; the stalk volume can be variable, but the amount of spore coat material is definite. The D. discoideum developmental genes whose orthologs belong to distant clusters are listed in Table 4. Interestingly, genes important for the terminal differentiation of spores and stalk cells in D. discoideum such as acbA, dgcA, and gtaC were expressed very early and down-regulated rapidly in A. subglobosum despite their presumed functions at the latest stage (Table 4). They may be translationally or post-translationally regulated or might have different functions in A. subglobosum.
In addition to the differential expression time course, altered mRNA levels, both increased and decreased, were noticed in a substantial number of ortholog pairs (Additional file 1: Figure S9). It caught our attention that counting factor and related components involved in determination of aggregate size (cfn50-1, ctnA, and cf60) were greatly repressed. Only one of the related genes, cfaD, is expressed at a comparable level and in the same pattern, but this gene is presumed to control the growth-development transition. Since inactivation of these genes in D. discoideum results in larger aggregates, the implications of the above finding on the small fruiting bodies of A. subglobosum are unclear. It may be related to the fact that A. subglobosum development is possible only at lower cell densities than for D. discoideum development . It is also interesting that the expression of genes for G protein α subunits 6 (gpaF) and 9 (gpaI) were altered in mutually opposite directions. These transcriptome differences should exert significant influences on the signal-response cascades and gene networks during development.
Signaling cascades for cell differentiation and morphogenesis
The cell differentiation process in D. discoideum proceeds in 3 major steps: cell-fate determination, diversification of the prestalk cell lineage, and terminal differentiation of the spores and stalk cells (Figure 5A). To examine how genomic and transcriptomics properties of A. subglobosum related to these steps, the results of gene orthology and transcriptome analyses of A. subglobosum were overlaid on the known signaling cascades controlling D. discoideum development (Figure 6).
The spore lineage cells induced by a high concentration of extracellular cAMP in turn induce uncommitted cells to the prestalk lineage in D. discoideum. The important gene at this step, tagA, is missing, as mentioned above, and orthologs of two cAMP receptors, cAR3 and cAR4 (encoded by carC and carD), are also absent in A. subglobosum, corresponding to the lack of cell-type differentiation in this species. The specific substrate of TagA is suspected to be the acyl coenzyme A binding protein (AcbA) from the genetic evidence . The facts that lack of the transporter domain of tagA caused the multi-tip phenotype in D. discoideum but that complete disruption of this gene resulted in a single gnarled stalk suggest the dual function of TagA during development.
Stalk-cell diversification is triggered by DIF-1, which is secreted from prespore cells in D. discoideum. Despite the fact that A. subglobosum does not make the basal disk or upper and lower cup structures of the fruiting body, genes for the components of the DIF-1 signaling cascade do exist and are expressed at more or less similar timings. On the other hand, we were unable to detect DIF-1 production in A. subglobosum either biochemically or biologically . Therefore, it is possible that a similar but different substance is produced in A. subglobosum and induces a modified version of the polyketide signaling cascade to activate ECM genes and the cellulose synthase required for stalk formation.
The molecular mechanisms of synchronized and rapid spore encapsulation caused by exocytosis of spore-coat materials in the prespore vesicles are relatively well understood. They employ peptides called spore differentiation factor 1 (SDF-1) and SDF-2, which are secreted as precursors from prespore cells and processed by the serine protease-ABC transporters TagB and TagC, respectively [39,40]. The whole process is accelerated by GABA- and MPBD-mediated cascades, the former being triggered by a steroid type SDF (SDF-3) . The accumulation of SDF precursors in the prespore cells is controlled by intracellular cAMP levels via protein kinase A . Overlaying A. subglobosum orthology and expression data suggested that only the core cascade involving SDF-2 is intact in A. subglobosum (Figure 6B); enhancement by the SDF-3-GABA route is probably disabled by the lack of its essential gene, gadA. The SDF-1 cascade seems to be hampered by the absence of tagB. Considering the small size of the A. subglobosum sorus, the synchronous encapsulation of spore precursor cells may not require multiple cascades, although the possibility of functional complementation by paralogous genes still exists.
Overall developmental signalling is compared between the 2 species in Figure 5. We already showed that a sequential gene expression of “prespore” and “prestalk” genes was observed in individual cells . The results presented here suggest that this finding can be extended: In contrast to the developmental process of D. discoideum achieved by 2 types of cells in parallel, the developmental program of A. subglobosum seems to depend largely on sequential gene expression, which is regulated cell-autonomously, and on a few cell-cell interactions.
Our genome analysis of A. subglobosum revealed the unexpected conservation of D. discoideum stalk-specific genes. However, alterations in developmental transcriptomes were extensive. This suggests that non-differentiating species utilize fundamentally different developmental programs, even though their final morphologies appear similar. Since gene losses at the early stages of cell-fate determination must disturb the later developmental processes enormously, they are likely to have been compensated by differential gene regulations.
Cell culture and asexual development
The clonal line of A. subglobosum strain LB-1/A1 was described previously (6). A1 cells were grown in shaking HL5 medium at 22°C. For asexual development, the cells were harvested at their early growth phase (1.0–3.0 × 106 cells/mL), washed twice with KK2 buffer (20 mM K2HPO4/KH2PO4, pH 6.8), and spread on a cellulose ester membrane (48 mm in diameter) (Advantech) at a density of 2.5 × 105 cells/cm2. This was the upper limit for efficient fruiting body formation in A. subglobosum. Ten membranes were put on a 20 cm × 20 cm plate of plain agar containing charcoal to enhance development, and incubated at 22°C.
Genome size determination
Approximately 1 × 108 cells were harvested from the HL5 culture, washed in phosphate-buffered saline (PBS) and pelleted by centrifugation. Their nuclei were prepared using a nuclei extraction kit NE-PER (Pierce), resuspended in 2 mL PBS containing 1 mM EDTA, 200 μg/mL RNase A, and 50 μg/mL propidium iodide, and then analyzed on a FACS Calibur platform (Becton Dickinson) using an excitation wavelength of 488 nm. To ensure single-nucleus measurement, the gate was set using the FLS-A and FL2-W parameters of the doublet discrimination module.
Chromosome number determination
Approximately 5 × 106 cells were seeded in a 5 cm dish containing acid-washed coverslips and incubated for 2 h in 5 ml HL5 medium to allow cells to adhere. The culture medium was replaced with fresh HL5 containing 33 μM nocotazole. After incubation for 4 h, the coverslips were placed in chilled distilled water for 10 min and fixed for 1 h in ice-cold 3:1 ethanol/glacial acetic acid, followed by 10 min re-fixation in the fresh fixative. The coverslips were air dried and mounted on glass slides in 3 μL DAPI/Vectashield and observed under a wide-field fluorescent microscope using a 100 × 1.4 NA objective.
Genome sequencing and assembly of A. subglobosum
Genomic DNA was extracted from the nuclei of growth phase A1 cells and processed for nucleotide sequencing. We constructed a hybrid de novo assembly based on Sanger pair-end whole genome shotgun (WGS) sequences from plasmid clones with a ~3 Kb insert and supplemented with Illumina WGS sequences. The Sanger sequence data were assembled into sequence contigs using PCAP  and the subsequently independently assembled Illumina contigs using Platanus  were used to extend them and to close gaps between Sanger-based contigs. The transcriptome data (see below) were also used to fill the contig gaps where possible. A fosmid library was also constructed and its 6912 clones were end-sequenced to aid scaffold construction. Some contig gaps were filled by manual walking-in.
To construct the growth phase cDNA libraries, mRNA was extracted using Oligotex-dT30 < super > (TAKARA), reverse transcribed, and ligated with (asgl library) or without (asgs library) size fractionation (>1 Kb) to pSPORT1 using the SuperScript Plasmid System with Gateway Technology (Invitrogen) and transformed into Escherichia coli DH10B ElectroMax (Invitrogen). For the preparation of developmental RNA, the developing cells were detached from the membranes by incubation in cold PBS containing 5 mM EDTA for 5 min followed by vigorous shaking, and washed twice with cold PBS. A full-length developmental cDNA library (asdv) was constructed from the 3 combined preparations of 20 h cells by the SMART method (TAKARA) using pDNR-LIB as a vector. The inserts of randomly chosen clones from these 3 cDNA libraries were sequenced from both ends using an ABI 3730 DNA Analyzer (Applied Biosystems). The obtained EST data were assembled by the CAP3 program to obtain non-redundant sequences. We selected and re-sequenced 700 clones with an unfilled internal sequence to generate high quality cDNA sequences.
For mRNA massive sequencing, we combined 6 independent preparations of total RNA from 0, 8, 16, and 24 h of development. The cDNA templates for Solexa sequencing were synthesized using an mRNA-Seq RNA Sample Prep Kit (Illumina) according to the manufacturer’s instructions. The sequence data were assembled using ABySS  and mapped to the genome contigs using the exonerate assembly program .
Gene model construction
A. subglobosum gene models were constructed by the following 3 methods. 1) Acyto_CDS: the cDNA sequences and CAP4 assembly of ESTs were aligned to the genome contigs and those with an identity ≥ 95% and coverage ≥ 80% were selected. Where it was appropriate, the forward and reverse sequences of each singlet were joined. The longest open reading frames starting with the initiation codon were adopted. 2) Dicty_Pept: the translated A. subglobosum genome sequences homologous to D. discoideum protein sequences at a similarity ≥ 30% and coverage ≥ 50% were extracted and joined where appropriate. 3) Ab initio prediction: a gene prediction program based on dicodon analysis  was used employing the real transcript information obtained here. The final gene models were constructed by unifying the above 3 models and, in part, by manual curation.
Genome information and gene models of other dictyostelid species
The genome sequences and gene models of D. discoideum, D. purpureum, P. pallidum, and D. fasciculatum were downloaded from dictyBase . For D. discoideum, the genes located on the duplicated region of chromosome 2  were eliminated. D. discoideum “developmental genes” were extracted from published reports summarized in the Dicty Stock Center website .
Gene orthology and family assignment
Orthologous gene pairs were determined between 2 species by the bidirectional best hit approach setting the blastp threshold to an e-value of 1E-10. Genes of non-orthologous hits were regarded as paralogs in each species. We used OrthoMCL  to cluster the proteins of D. discoideum and manually supplemented the results using information from the dictyBase gene list and reports by Sucgang et al.  and Heidel et al. . Orthologous genes in other species and their paralogs were assigned to the same gene family.
The mRNAseq data of A. subglobosum obtained as the mean of 6 biological replicates, excluding contaminating rRNA sequences, were converted to reads per kilobase per million as in the case of D. discoideum. For the downloaded D. discoideum data of Parikh et al. , those from 0, 8, 16, and 24 h were extracted and the mean of 2 biological replicates was obtained. To normalize the data of the 2 species, each value was multiplied by [107/the sum of the relative expression levels for each time point of each species]. Genes that were not expressed throughout development were eliminated, and all remaining data of the 2 species were combined. K-means clustering was performed using Orange software  with distance measure, Pearson correlation, initialization, random, and restart 100 times. Cluster number 8 was employed after trials using larger and smaller numbers.
Availability of supporting data
The data sets supporting the results of this article were deposited to DDBJ under project ID PRJDG1513. Their accessions are HY448297-HY508708 for 60412 EST, BAUZ01000001-BAUZ01000371 for 371 WGS and DF837573-DF83768 for 106 CON (Contiguous sequence) entries. CON entries include 11687 CDS loci (locus_tag: SAMD00019534_000010- SAMD00019534_126860; protein_id: GAM116827-GAM29510). Protein sequences of gene models are also supplied in Additional file 3.
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This work was supported by a Grant-in-aid for Scientific Research on Priority Areas (#20017004) and a Grant-in-Aid for Scientific Research (B) (#17310112) to H. Urushihara from the Ministry of Education, Culture, Sports, Science, and Technology of Japan. We acknowledge Mr. Ryuji Yoshino for his assistance in setting up A. subglobosum culture and experiments.
The authors declare that they have no competing interests.
HU conceived of the study, and participated in its design and coordination and drafted the manuscript. HKuwayama, KU, TH participated in the library construction. TI, HKagoshima, TS, AT, KO, HKuwayama, KM, YKohara, AF participated in the sequencing and alignment. TT, HN performed gene model construction. YKuroki, AF carried out flow karyometry. JSK, RHI determined the chromosome number. FK performed the statistical analyses. All authors read and approved the final manuscript.
Size distribution of analyzed A. subglobosum supercontigs. Figure S2. Properties of A. subglobosum coding genes deduced from cDNA and EST analyses. Figure S3. Results of A. subglobosum gene prediction. Figure S4. Gene family distributions in D. discoideum. Figure S5. Lineage-specific family expansions. Figure S6. A phylogenetic tree of the ABC transporter B family, serine protease family proteins. Figure S7. Statistics of mRNAseq results. Figure S8. K-means clustering of developmental transcriptomes. Figure S9. Differential expression of orthologous gene pairs between A. subglobosum and D. discoideum.
Comparison of codon frequencies. Table S2. Homology and Expression data of A. subglobosum genes. Table S3. Downloaded and processed D. discoideum data. Table S4. D. discoideum developmental genes with altered expression in A. subglobosum (shown by DDB_G ID).
Protein sequences of gene models used in the present study.
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Urushihara, H., Kuwayama, H., Fukuhara, K. et al. Comparative genome and transcriptome analyses of the social amoeba Acytostelium subglobosum that accomplishes multicellular development without germ-soma differentiation. BMC Genomics 16, 80 (2015). https://doi.org/10.1186/s12864-015-1278-x