# Cross-feeding options define genome evolution and community assembly of deep groundwater microbiome

**Authors:** Maryam Rezaei Somee, Carolina González-Rosales, Matti Gralka, Stephanie Turner, Stefan Bertilsson, Mark Dopson, Maliheh Mehrshad

PMC · DOI: 10.1186/s40793-026-00865-z · 2026-02-17

## TL;DR

This study explores how deep groundwater microbes evolve and form communities based on their metabolic interactions in nutrient-poor environments.

## Contribution

The study introduces new insights into how metabolic cross-feeding influences genome evolution and community assembly in deep groundwater microbiomes.

## Key findings

- Larger-genomed lineages thrive in deep, nutrient-poor groundwater, while metabolically dependent lineages decline.
- Similar ecological niches are occupied by distinct microbial lineages across different groundwater sites.
- Metabolic cross-feeding is limited in deep groundwater ecosystems, affecting microbial community assembly.

## Abstract

Deep groundwaters populated by diverse and active microbes are among the most energy and nutrient-limited ecosystems. Characteristics of this ecosystem (including nutrient and dispersal limitations, low cell densities, and an episodic growth strategy) interactively underpin the so far elusive eco-evolutionary dynamics of its microbiome. Here, we used genome-resolved modular metabolic analyses of disconnected deep groundwater sites in the Fennoscandian Shield to test how eco-evolutionary constraints in these deep groundwater ecosystems shape microbial genome architecture, metabolic versatility, and community assembly at different depths.

The analysis revealed that lineages with larger genomes (≥ 2.6 Mb) maintained higher population sizes in the deepest and most oligotrophic groundwaters, whereas lineages with known metabolic dependencies, such as and DPANN, declined in relative abundance with depth. This pattern was interpreted as consistent with limited opportunities for sustained metabolic cross-feeding in these ecosystems. Moreover, while similar ecological niches based on cross-feeding interactions and potential primary production were available across different boreholes, distinct microbial lineages appeared to occupy these niches at each site.

The findings provided new insights into the role of metabolic cross-feeding in genome evolution and community assembly of deep groundwater microbiomes. By extending the streamlining theory, this study underscores the critical influence of ecological interactions, particularly metabolic exchanges, in shaping microbial life under severe nutrient limitation, offering new insights into subsurface microbial communities.

The online version contains supplementary material available at 10.1186/s40793-026-00865-z.

## Full-text entities

- **Genes:** GLUD1 (glutamate dehydrogenase 1) [NCBI Gene 2746] {aka GDH, GDH1, GLUD, hGDH1}, APCS (amyloid P component, serum) [NCBI Gene 325] {aka HEL-S-92n, PTX2, SAP}, TNK2 (tyrosine kinase non receptor 2) [NCBI Gene 10188] {aka ACK, ACK-1, ACK1, p21cdc42Hs}, MAG (myelin associated glycoprotein) [NCBI Gene 4099] {aka GMA, S-MAG, SIGLEC-4A, SIGLEC4, SIGLEC4A, SPG75}, TP63 (tumor protein p63) [NCBI Gene 8626] {aka AIS, B(p51A), B(p51B), EEC3, KET, LMS}, CDK5R1 (cyclin dependent kinase 5 regulatory subunit 1) [NCBI Gene 8851] {aka CDK5P35, CDK5R, NCK5A, p23, p25, p35}, RTCA (RNA 3'-terminal phosphate cyclase) [NCBI Gene 8634] {aka RPC, RTC1, RTCD1}, IL2RG (interleukin 2 receptor subunit gamma) [NCBI Gene 3561] {aka CD132, CIDX, IL-2RG, IMD4, P64, SCIDX}, ME2 (malic enzyme 2) [NCBI Gene 4200] {aka ODS1}, PC (pyruvate carboxylase) [NCBI Gene 5091] {aka PCB}, RELA (RELA proto-oncogene, NF-kB subunit) [NCBI Gene 5970] {aka AIF3BL3, CMCU, NFKB3, p65}, PLEK (pleckstrin) [NCBI Gene 5341] {aka P47, PLEK1}, FGD1 (FYVE, RhoGEF and PH domain containing 1) [NCBI Gene 2245] {aka AAS, FGDY, MRXS16, ZFYVE3}, ACLY (ATP citrate lyase) [NCBI Gene 47] {aka ACL, ATPCL, CLATP}, ING2 (inhibitor of growth family member 2) [NCBI Gene 3622] {aka ING1L, ING1Lp, p33ING2}, SDS (serine dehydratase) [NCBI Gene 10993] {aka SDH, hSDH}, GLUL (glutamate-ammonia ligase) [NCBI Gene 2752] {aka DEE116, GLNS, GS, PIG43, PIG59}, FADD (Fas associated via death domain) [NCBI Gene 8772] {aka GIG3, IMD90, MORT1}, NIFK (nucleolar protein interacting with the FHA domain of MKI67) [NCBI Gene 84365] {aka MKI67IP, Nop15, Nopp34}, AMT (aminomethyltransferase) [NCBI Gene 275] {aka GCE, GCE2, GCST, GCVT, NKH}, MCAT (malonyl-CoA-acyl carrier protein transacylase) [NCBI Gene 27349] {aka FASN2C, MCT, MCT1, MT, NET62, OPA15}, POR (cytochrome p450 oxidoreductase) [NCBI Gene 5447] {aka CPR, CYPOR, P450R}, PCK2 (phosphoenolpyruvate carboxykinase 2, mitochondrial) [NCBI Gene 5106] {aka PEPCK, PEPCK-M, PEPCK2, mtPCK2}, CAT (catalase) [NCBI Gene 847], ASPDH (aspartate dehydrogenase domain containing) [NCBI Gene 554235], PPAT (phosphoribosyl pyrophosphate amidotransferase) [NCBI Gene 5471] {aka ATASE, GPAT, PRAT}
- **Diseases:** SLIDINGWINDOW:4:15 (MESH:D012559), FSGD (MESH:D042822), fracture (MESH:D050723), necrosis (MESH:D009336)
- **Chemicals:** acid (MESH:D000143), C1 (MESH:C400149), glutamine (MESH:D005973), pyrimidines (MESH:D011743), P1 (MESH:C480041), oxygen (MESH:D010100), methionine (MESH:D008715), tricarboxylic acid (MESH:D014233), C (MESH:D002244), fatty acid (MESH:D005227), L-lactate (MESH:D019344), sulfate (MESH:D013431), Ser (MESH:D012694), nitrate (MESH:D009566), propionyl-CoA (MESH:C009061), NAD(P)H (-), citrate (MESH:D019343), lignin (MESH:D008031), CH4 (MESH:D008697), H2 (MESH:D006859), tryptophan (MESH:D014364), NADPH (MESH:D009249), pentose phosphate (MESH:D010428), fumarate (MESH:D005650), nitrite (MESH:D009573), s-methyl malonyl-CoA (MESH:C015357), OAA (MESH:D062907), TCA (MESH:D014238), succinyl-CoA (MESH:C012046), adenine (MESH:D000225), A (MESH:D001151), cytosine (MESH:D003596), ammonium (MESH:D064751), P23 (MESH:D011727), thymidine (MESH:D013936), malonyl-CoA (MESH:D008316), iron (MESH:D007501), cysteine (MESH:D003545), P5 (MESH:C016883), phospholipids (MESH:D010743), glyoxylate (MESH:C031150), amino acid (MESH:D000596), 3-hydroxy-propionate (MESH:C031601), Glutamate (MESH:D018698), purines (MESH:D011687), hydrogen-peroxide (MESH:D006861), FA (MESH:D005492), Acyl-CoA (MESH:D000214), succinate (MESH:D019802), formaldehyde (MESH:D005557), P2 (MESH:C020845), 2-oxoglutarate (MESH:D007656), Formate (MESH:C030544), Acetate (MESH:D000085), nucleotides (MESH:D009711), N2 (MESH:D009584), guanine (MESH:D006147), butyrate (MESH:D002087), Sugar- (MESH:D000073893), malate (MESH:C030298)
- **Species:** Bacteria Latreille et al. 1825 (Bacteria stick insect, genus) [taxon 629395], Candidatus Zixiibacteriota (phylum) [taxon 1379697], Pseudomonadota (proteobacteria, phylum) [taxon 1224], Chloroflexota (GNS bacteria, phylum) [taxon 200795], Planctomycetota (phylum) [taxon 203682], Actinomycetota (actinobacteria, phylum) [taxon 201174], Elusimicrobiota (candidate division TG1, phylum) [taxon 74152], Prochlorococcus (genus) [taxon 1218]

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13014828/full.md

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Source: https://tomesphere.com/paper/PMC13014828