| Literature DB >> 36093053 |
Arwa Gabr1, Timothy G Stephens2, Debashish Bhattacharya2.
Abstract
The primary plastid endosymbiosis (∼124 Mya) that occurred in the heterotrophic amoeba lineage, Paulinella, is at an earlier stage of evolution than in Archaeplastida, and provides an excellent model for studying organelle integration. Using genomic data from photosynthetic Paulinella, we identified a plausible mechanism for the evolution of host control of endosymbiont (termed the chromatophore) biosynthetic pathways and functions. Specifically, random gene loss from the chromatophore and compensation by nuclear-encoded gene copies enables host control of key pathways through a minimal number of evolutionary innovations. These gene losses impact critical enzymatic steps in nucleotide biosynthesis and the more peripheral components of multi-protein DNA replication complexes. Gene retention in the chromatophore likely reflects the need to maintain a specific stoichiometric balance of the encoded products (e.g., involved in DNA replication) rather than redox state, as in the highly reduced plastid genomes of algae and plants.Entities:
Keywords: Biological sciences; Evolutionary biology; Genetics
Year: 2022 PMID: 36093053 PMCID: PMC9450145 DOI: 10.1016/j.isci.2022.104974
Source DB: PubMed Journal: iScience ISSN: 2589-0042
Figure 1The purine metabolism pathway in P. micropora KR01
Diagram of the purine metabolism pathway separated into (A) de novo biosynthesis and (B) salvage and degradation reactions. The colored boxes associated with each enzymatic reaction show proteins that are chromatophore-encoded (green), nuclear-encoded (without a crTP; red), or nuclear-encoded with a crTP (blue). A colored box indicates that at least one annotated gene associated with that enzymatic step meets the specified definition. The figure was created with BioRender.com.
Summary of genes annotated with KO numbers associated with each major enzyme in the purine metabolism pathway
| EC No. | KO No. | Gene ID | Localization (transit pep.) | Origin | Gene ID | ||
|---|---|---|---|---|---|---|---|
| 1.1.1.205 | K00088 | MSTRG.5217.1.p1 | Nuclear | Eukryotic | EAQ75021 | m.38036 | |
| APP88521.1 | Chromatophore | PCH_840764_841927 | |||||
| 1.17.4.2 | K00527 | MSTRG.18906.1.p1 | Nuclear | Bacterial | – | – | |
| K00524 | APP88576.1 | Chromatophore | – | PCH_911314_913644 | |||
| 2.1.2.3 & 3.5.4.10 | K00602 | MSTRG.20503.1.p1 | Nuclear (mtTP) | Eukryotic | EAQ73602;EAQ75486 | m.37772 | |
| APP88285.1 | Chromatophore | PCH_581624_583204 | |||||
| 2.7.1.40 | K00873 | MSTRG.23381.1.p1 | Nuclear (mtTP) | Uncertain | EAQ74576 | m.31965, m.36553, m.41188 | |
| MSTRG.22796.1.p1 | Nuclear | Eukryotic | |||||
| MSTRG.13414.1.p1 | Nuclear (mtTP) | Eukryotic | |||||
| MSTRG.24199.1.p1 | Nuclear | Eukryotic | |||||
| APP87965.1 | Chromatophore | PCH_198293_200050 | |||||
| 2.7.4.3 | K00939 | MSTRG.8290.1.p1 | Nuclear | Eukryotic | EAQ76717 | m.91075, m.131899, m.46966, m.27298 | |
| MSTRG.13579.1.p1 | Nuclear | Eukryotic | m.27298 | ||||
| MSTRG.15534.1.p1 | Nuclear | Eukryotic | m.131899 | ||||
| MSTRG.2607.1.p1 | Nuclear | Eukryotic | m.64390 | ||||
| MSTRG.1642.2.p1 | Nuclear (mtTP) | Eukryotic | m.146726 | ||||
| APP88343.1 | Chromatophore | PCH_652542_653090 | |||||
| K18532 | MSTRG.8083.1.p1 | Nuclear | Eukaryotic | – | m.91398 | ||
| 2.7.4.6 | K00940 | MSTRG.7674.2.p1 | Nuclear | Eukryotic | EAQ76583 | m.143874 | |
| MSTRG.13723.1.p1 | Nuclear (mtTP) | Eukryotic | m.102663 | ||||
| APP88146.1 | Chromatophore | PCH_406754_407299 | |||||
| 2.7.4.8 | K00942 | MSTRG.12344.1.p1 | Nuclear | Eukryotic | EAQ74985 | m.86957 | |
| APP88506.1 | Chromatophore | PCH_828448_829026 | |||||
| 6.3.4.4 | K01939 | MSTRG.25312.1.p1 | Nuclear | Eukaryotic | EAQ73482;EAQ74936 | m.54505 | |
| MSTRG.20131.1.p1 | Nuclear (mtTP) | Eukaryotic | |||||
| APP88625.1 | Chromatophore | PCH_972494_973807 | |||||
| 6.3.5.2 | K01951 | MSTRG.17803.1.p1 | Nuclear | Eukaryotic | EAQ75767 | m.35054 | |
| APP88209.1 | Chromatophore | PCH_487179_488762 | |||||
| 6.3.5.3 | K01952 | MSTRG.834.1.p1 | Nuclear | Uncertain | – | m.13621 | |
| K23265 | APP87930.1 | Chromatophore | EAQ73739 | – | |||
| K23269 | APP88186.1 | Chromatophore | EAQ75725 | – | |||
| 2.4.2.17 | K00765 | APP88666.1 | Chromatophore | EAQ74750 | PCH_1018315_1018971 | ||
| 2.7.6.5 & 3.1.7.2 | K01139 | APP88130.1 | Chromatophore | EAQ76636 | PCH_386204_387925 | ||
| 3.5.4.19 & 3.6.1.31 | K11755 | APP87820.1 | Chromatophore | EAQ74855 | PCH_10921_11655 | ||
| 1.17.4.1 | K10807 | MSTRG.3989.1.p1 | Nuclear | Eukaryotic | – | m.19028 | |
| K10808 | MSTRG.12045.1.p1 | Nuclear | Eukaryotic | – | m.79073, m.89037, m.148939, m.53968 | ||
| 2.1.2.2 | K11175 | MSTRG.838.1.p1 | Nuclear | Bacterial | EAQ74543 | m.95502 | |
| 2.4.2.1 | K03783 | MSTRG.4695.1.p1 | Nuclear | Eukaryotic | – | m.81060, m.70572 | |
| K09913 | MSTRG.6408.1.p1 | Nuclear | Uncertain | – | – | ||
| MSTRG.6409.1.p1 | Nuclear (crTP) | Uncertain | |||||
| 2.4.2.7 | K00759 | MSTRG.6689.1.p1 | Nuclear | Eukaryotic | EAQ74398 | m.69775 | |
| 2.4.2.8 | K00760 | MSTRG.27853.2.p1 | Nuclear (crTP) | Eukryotic | – | m.60233 (crTP), m.96498, m.21561, m.103930 | |
| MSTRG.15480.1.p1 | Nuclear | Eukryotic | |||||
| MSTRG.17958.1.p1 | Nuclear | Eukryotic | |||||
| 2.4.2.14 | K00764 | MSTRG.835.1.p1 | Nuclear | Eukaryotic | EAQ75726 | m.33221 | |
| 2.7.1.20 | K00856 | MSTRG.24012.1.p1 | Nuclear (crTP) | Eukryotic | – | m.46151 (crTP), m.43287, m.47560 | |
| MSTRG.18860.1.p1 | Nuclear | Eukryotic | |||||
| 2.7.4.10 | K00944 | MSTRG.11129.2.p1 | Nuclear | Eukryotic | – | m.85710, m.63610 | |
| MSTRG.23120.1.p1 | Nuclear | Eukryotic | |||||
| 3.1.3.5 | K01081 | MSTRG.17384.1.p1 | Nuclear | Eukryotic | – | m.15216, m.102769, m.22838, m.28026, m.42900, m.63166 | |
| MSTRG.27764.1.p1 | Nuclear | Eukryotic | |||||
| K11751 | MSTRG.831.1.p1 | Nuclear | Eukaryotic | – | m.106789, m.5449, m.145463 | ||
| MSTRG.19222.1.p1 | Nuclear | Eukaryotic | |||||
| K24242 | MSTRG.21922.1.p1 | Nuclear (crTP) | Eukaryotic | – | m.63166 (crTP) | ||
| MSTRG.16505.1.p1 | Nuclear | Eukaryotic | |||||
| 3.5.4.3 | K01487 | MSTRG.9046.t1.1.p1 | Nuclear | Uncertain | – | – | |
| 3.5.4.4 | K01488 | MSTRG.10333.1.p1 | Nuclear | Eukaryotic | – | m.41872 | |
| MSTRG.21591.1.p1 | Nuclear | Eukaryotic | – | m.47071 | |||
| MSTRG.21594.1.p1 | Nuclear | Eukaryotic | – | m.59944 | |||
| MSTRG.13131.1.p1 | Nuclear | Eukaryotic | – | m.68534 | |||
| MSTRG.13131.6.p1 | Nuclear | Eukaryotic | – | ||||
| MSTRG.4653.2.p1 | Nuclear | Eukaryotic | – | ||||
| MSTRG.26161.6.p1 | Nuclear | Eukaryotic | – | ||||
| 3.5.4.6 | K01490 | MSTRG.9371.1.p1 | Nuclear | Eukaryotic | – | m.73797, m.27282, m.160032 | |
| MSTRG.16814.2.p1 | Nuclear | Eukaryotic | – | ||||
| 3.6.1.5 | K01510 | MSTRG.21143.1.p1 | Nuclear | Eukaryotic | – | m.107005, m.139053 | |
| 3.6.1.6 | K12304 | MSTRG.971.1.p1 | Nuclear | Eukaryotic | – | m.93542, m.61014 | |
| MSTRG.2459.4.p1 | Nuclear | Eukaryotic | – | ||||
| 3.6.1.11 | K01514 | MSTRG.13432.1.p1 | Nuclear (crTP) | Eukaryotic | – | m.41082 (crTP), m.56304 | |
| 3.6.1.15 | K06928 | MSTRG.15872.1.p1 | Nuclear | Eukaryotic | – | – | |
| 3.6.1.- | K01519 | MSTRG.11874.1.p1 | Nuclear (crTP) | Eukaryotic | – | m.41123 (crTP) | |
| MSTRG.24583.1.p1 | Nuclear | Eukaryotic | m.104136 | ||||
| 4.3.2.2 | K01756 | MSTRG.6096.1.p1 | Nuclear | Eukaryotic | EAQ76193 | m.90258, m.131755, m.52838, m.53423 | |
| MSTRG.9958.1.p1 | Nuclear (mtTP) | Eukaryotic | |||||
| 4.3.2.10 | K01663 | MSTRG.5172.1 | Nuclear (crTP) | Eukaryotic | – | m.24429 (crTP) | |
| 5.3.1.16 | K01814 | MSTRG.7507.1 | Nuclear (crTP) | Eukaryotic | EAQ73877 | m.45228 (crTP) | |
| 6.3.2.6 | K01923 | MSTRG.7998.1.p1 | Nuclear | Eukaryotic | EAQ76110 | m.80556, m.62628 | |
| 6.3.3.1 | K01933 | MSTRG.9541.1.p1 | Nuclear | Eukaryotic | EAQ76774 | m.40437 | |
| 6.3.4.13 | K01945 | MSTRG.11290.1.p1 | Nuclear | Uncertain | EAQ76112 | m.48871 |
Chromatophore transit peptides (crTP); mitochondrial transit peptides (mtTP).
Possible large insertion that disrupts the functional region.
Protein is 3′ or 5′ partial.
Figure 2The pyrimidine metabolism pathway in P. micropora KR01
Diagram of the pyrimidine metabolism pathway separated into (A) de novo biosynthesis and (B) salvage and degradation reactions. The colored boxes associated with each enzymatic reaction show proteins that are chromatophore-encoded (green), nuclear-encoded (without a crTP; red), or nuclear-encoded with a crTP (blue). A colored box indicates that at least one annotated gene associated with that enzymatic step meets the specified definition. The figure was created with BioRender.com.
Summary of genes annotated with KO numbers associated with each major enzyme in the pyrimidine metabolism pathway
| EC No. | KO No. | Gene ID | Localization (transit pep.) | Origin | Gene ID | ||
|---|---|---|---|---|---|---|---|
| Nuclear and chromatophore encoded | 1.17.4.2 | K00527 | MSTRG.18906.1.p1 | Nuclear | Bacterial | – | – |
| K00524 | APP88576.1 | Chromatophore | – | PCH_911314_913644 | |||
| 2.4.2.10 | K13421 | MSTRG.5317.1.p1 | Nuclear | Eukaryotic | –EAQ74889;EAQ76532 | m.76923, m.59611 | |
| K00762 | APP88279.1 | Chromatophore | PCH_574488_575072 | ||||
| 2.7.4.6 | K00940 | MSTRG.7674.2.p1 | Nuclear | Eukaryotic | EAQ76583 | m.102663, m.143874 | |
| MSTRG.13723.1.p1 | Nuclear (mtTP) | Eukaryotic | |||||
| APP88146.1 | Chromatophore | PCH_406754_407299 | |||||
| 2.7.4.9 | K00943 | MSTRG.9240.1.p1 | Nuclear | Eukaryotic | EAQ75333 | m.93602, m.114252 | |
| APP88085.1 | Chromatophore | – | |||||
| 3.5.4.13 | K01494 | MSTRG.7644.1.p1 | Nuclear | Eukaryotic | EAQ75459;EAQ76479 | – | |
| APP88297.1 | Chromatophore | PCH_596488_597081 | |||||
| 4.1.1.23 | K13421 | MSTRG.5317.1.p1 | Nuclear | Eukaryotic | – | m.76923, m.59611 | |
| K01591 | APP88463.1 | Chromatophore | EAQ76096 | PCH_781998_782753 | |||
| 6.3.4.2 | K01937 | MSTRG.26400.1.p1 | Nuclear | Eukaryotic | EAQ76380 | m.39956 | |
| APP88166.1 | Chromatophore | PCH_436530_438125 | |||||
| 6.3.5.5 & 3.5.2.3 | K11540 | MSTRG.13416.1.p1 | Nuclear | Eukaryotic | – | m.4707 | |
| K11541 | MSTRG.9073.1.p1 | Nuclear | Eukaryotic | – | m.143618 | ||
| K01955 | APP88558.1 | Chromatophore | EAQ73983 | PCH_890549_893851 | |||
| K01956 | APP88018.1 | Chromatophore | EAQ75106 | PCH_250855_252036 | |||
| Chromatophore encoded | 1.3.5.2 | K00254 | APP88135.1 | Chromatophore | EAQ76618 | PCH_393519_394685 | |
| 2.1.1.148 | K03465 | APP88298.1 | Chromatophore | – | PCH_597091_597813 | ||
| 2.4.2.9 | K00761 | APP88061.1 | Chromatophore | EAQ73733 | PCH_305134_305784 | ||
| 2.7.4.22 | K09903 | APP88634.1 | Chromatophore | EAQ74917 | PCH_983960_984673 | ||
| 2.7.4.25 | K13799 | APP88384.1 | Chromatophore | EAQ76776 | PCH_688242_689084 | ||
| 3.5.4.1 | K01485 | APP87895.1 | Chromatophore | EAQ73641;EAQ74433 | PCH_89917_91152 | ||
| Nuclear encoded | 1.3.98.1 | K00226 | MSTRG.1224.1.p1 | Nuclear | Eukaryotic | EAQ74251 | m.72251 |
| MSTRG.1225.1.p1 | Nuclear | Eukaryotic | |||||
| 1.17.4.1 | K10807 | MSTRG.3989.1.p1 | Nuclear | Eukaryotic | – | m.19028 | |
| K10808 | MSTRG.12045.1.p1 | Nuclear | Eukaryotic | – | m.79073, m.89037, m.148939, m.53968 | ||
| 2.1.1.45 | K13998 | MSTRG.21233.1.p1 | Nuclear | Eukaryotic | – | m.50936 | |
| MSTRG.27860.1.p1 | Nuclear | Eukaryotic | – | ||||
| 2.1.3.2 | K00609 | MSTRG.21874.1.p1 | Nuclear (crTP) | Uncertain | EAQ75419 | m.86993, m.62292 (crTP) | |
| MSTRG.13416.1.p1 | Nuclear | Eukaryotic | – | m.4707 | |||
| MSTRG.9073.1.p1 | Nuclear | Eukaryotic | – | – | |||
| 2.4.2.2 & 2.4.2.3 & 2.4.2.4 | K09913 | MSTRG.6408.1.p1 | Nuclear | Uncertain | – | – | |
| MSTRG.6409.1.p1 | Nuclear (crTP) | Uncertain | |||||
| 2.7.1.48 | K00876 | MSTRG.28031.1.p1 | Nuclear (crTP) | Eukaryotic | – | m.65065 | |
| MSTRG.25663.1.p1 | Nuclear | Bacteria | |||||
| 3.1.3.5 | K01081 | MSTRG.17384.1.p1 | Nuclear | Eukaryotic | – | m.15216, m.102769, m.22838, m.28026, m.42900, m.63166 | |
| MSTRG.27764.1.p1 | Nuclear | Eukaryotic | |||||
| K11751 | MSTRG.831.1.p1 | Nuclear | Eukaryotic | – | m.106789, m.5449, m.145463 | ||
| MSTRG.19222.1.p1 | Nuclear | Eukaryotic | |||||
| K24242 | MSTRG.21922.1.p1 | Nuclear (crTP) | Eukaryotic | – | m.63166 (crTP) | ||
| MSTRG.16505.1.p1 | Nuclear | Eukaryotic | m.22838 | ||||
| 3.5.4.5 | K01489 | MSTRG.23658.1.p1 | Nuclear | Eukaryotic | – | m.58556 | |
| 3.6.1.5 | K01510 | MSTRG.21143.1.p1 | Nuclear | Eukaryotic | – | m.107005, m.139053 | |
| 3.6.1.6 | K12304 | MSTRG.971.1.p1 | Nuclear | Eukaryotic | – | m.93542, m.61014 | |
| MSTRG.2459.4.p1 | Nuclear | Eukaryotic | |||||
| 3.6.1.12 | K16904 | MSTRG.9895.1.p1 | Nuclear | Eukaryotic | – | m.73914 | |
| 3.6.1.- | K01519 | MSTRG.11874.1.p1 | Nuclear (crTP) | Eukaryotic | – | m.41123 (crTP) | |
| MSTRG.24583.1.p1 | Nuclear | Eukaryotic | m.104136 | ||||
| 3.6.1.23 | K01520 | MSTRG.27457.1.p1 | Nuclear (crTP) | Eukaryotic | – | m.87559 (crTP) | |
| MSTRG.19767.1.p1 | Nuclear | Eukaryotic | m.118837, m.201858, m.56738 |
KO numbers in italics are associated with multiple enzyme reactions within the Pyrimidine Metabolism pathway.
Chromatophore transit peptides (crTP); mitochondrial transit peptides (mtTP).
Protein is 3′ or 5′ partial.
Summary of genes annotated with KO numbers associated with each protein in the bacterial DNA replication complex
| EC No. | KO No. | Name | Gene ID | Localization (transit pep.) | Origin | Gene ID | ||
|---|---|---|---|---|---|---|---|---|
| 2.7.7.7 | K02342 | DNA polymerase III subunit epsilon | MSTRG.13717.1.p1 | Nuclear (crTP) | Uncertain | EAQ74371 | m.66968, m125241 | |
| MSTRG.8071.1.p1 | Nuclear (mtTP) | Bacterial | ||||||
| APP88013.1_204 | Chromatophore | PCH_246209_247117 | ||||||
| 3.6.4.12 | K02314 | Replicative DNA helicase | APP88154.1_345 | Chromatophore | EAQ75589 | PCH_420124_421542 | ||
| 2.7.7.101 | K02316 | DNA primase | APP88027.1_218 | Chromatophore | EAQ75091 | PCH_261592_263637 | ||
| 2.7.7.7 | K02337 | DNA polymerase III subunit alpha | APP88023.1_214 | Chromatophore | EAQ75099 | PCH_256107_259634 | ||
| 2.7.7.7 | K02338 | DNA polymerase III subunit beta | APP88184.1_375 | Chromatophore | EAQ75723 | PCH_460012_461196 | ||
| 2.7.7.7 | K02340 | DNA polymerase III subunit delta | APP88227.1_418 | Chromatophore | EAQ75796 | PCH_510667_511635 | ||
| 2.7.7.7 | K02341 | DNA polymerase III subunit delta' | APP88084.1_275 | Chromatophore | EAQ75332 | PCH_333304_334296 | ||
| 2.7.7.7 | K02343 | DNA polymerase III subunit gamma/tau | APP88218.1_409 | Chromatophore | EAQ75781 | PCH_497417_499171 | ||
| – | K03111 | Single-strand DNA-binding protein | APP88236.1_427 | Chromatophore | EAQ75861 | PCH_521937_522311 | ||
| 6.5.1.2 | K01972 | DNA ligase | MSTRG.15911.1.p1 | Nuclear (crTP) | Eukaryotic | EAQ75604 | m.13705 (crTP) | |
| MSTRG.8876.1.p1 | Nuclear (mtTP) | Eukaryotic | m.92521, m.34888, m.39298 | |||||
| MSTRG.7660.1.p1 | Nuclear | Eukaryotic | ||||||
| 2.7.7.7 | K02335 | DNA polymerase I | MSTRG.17738.1.p1 | Nuclear | Eukaryotic | EAQ74696 | m.105893, m.106755 (truncated), m.25805, m.133252, m.8010 (truncated), m.41193, m.183634 (truncated), m.52383 (+150aa) | |
| MSTRG.27742.1.p1 | Nuclear (crTP) | Maybe-Bacterial | ||||||
| MSTRG.6340.1.p1 | Nuclear (mtTP) | Eukaryotic | ||||||
| MSTRG.4007.1.p1 | Nuclear | Eukaryotic | ||||||
| MSTRG.13387.1.p1 | Nuclear | Uncertain | ||||||
| 3.1.26.4 | K03469 | RNase HI | MSTRG.11892.1.p1 | Nuclear | Uncertain | EAQ76617 | m.71861 | |
| MSTRG.19480.1.p1 | Nuclear (crTP) | Uncertain | m.147684 (truncated) | |||||
| 3.1.26.4 | K03470 | RNase HII | MSTRG.7053.1.p1 | Nuclear (crTP) | Uncertain | EAQ75396 | m.103917 (truncated), m.150289 (truncated), m.59563 (truncated) |
Chromatophore transit peptides (crTP); mitochondrial transit peptides (mtTP).
Partial crTP.
Figure 3Diagram of the bacterial DNA replication and repair pathway.
(A) The DNA replication complex shown along a segment of DNA with proteins that are nuclear-encoded and chromatophore targeted shown in blue and proteins that are chromatophore-encoded shown in green.
(B) Proteins encoded in the chromatophore (green), nuclear (red), or nuclear with a crTP (blue) genomes. A colored box indicates that at least one annotated gene associated with that protein meets the specified definition. The figure was created with BioRender.com.
Figure 4Summary of enzyme localization of nucleotide de novo biosynthesis pathways in photosynthetic Paulinella
(A) Purine and (B) Pyrimidine de novo biosynthesis pathway enzymes that are localized to the chromatophore (green box) and the cytosol (orange outline) in photosynthetic Paulinella. Red arrows represent enzymes encoded by the nuclear genome and localized to the cytosol, green arrows represent enzymes encoded by the chromatophore genome and localized to the chromatophore, and blue arrows represent enzymes that are nuclear-encoded and chromatophore localized (i.e., transported into the chromatophore by a crTP). Gray arrows represent enzymes that are not predicted to be localized to that compartment.
| REAGENT or RESOURCE | SOURCE | IDENTIFIER |
|---|---|---|
| Manually corrected gene models and phylogenetic trees | This paper | |
| Original code associated with this research | Version 1 | |
| Version 1 | ||
| BioProject PRJNA568118 | ||
| NCBI RefSeq v.95 protein database | Version 95 | |
| Pfam | Release 33.1 | |
| UniProt | Releases 2019_10 & 2020_05 | |
| KR01 | ||
| BLAST | ||
| KAAS | ||
| KEGG pathway mapper | ||
| Trimmomatic v0.38 | ||
| HISAT2 v2.1.0 | ||
| samtools v1.8 | ||
| StringTie2 v2.0.6 | ||
| IGV v2.8.12 | ||
| Minimap2 v2.17 | ||
| Trans-Decoder v5.5.0 | N/A | |
| HMMER v3.1b2 | ||
| Salmon v1.1.0 | ||
| MAFFT v7.453 | ||
| IQTREE v1.6.12 | ||
| TreeViewer v1.2.2 | N/A | |
| AliStat v1.12 | ||
| TargetP-2.0 | ||
| Trinity v2.9.0 | ||
| Jellyfish v2.3.0 | ||
| Bowtie2 v2.3.5.1 | ||