{"doi":"10.1101/2022.05.19.492721","title":"Higher-order interactions shape microbial interactions as microbial community complexity increases","abstract":"ABSTRACT Non-pairwise interactions, or higher-order interactions (HOIs), in microbial communities have been claimed to explain the emergent features in microbiomes. Yet, the re-organization of microbial interactions between pairwise cultures and larger communities remains largely unexplored from a molecular perspective but is central to our understanding and further manipulation of microbial communities. Here, we used a bottom-up approach to investigate microbial interaction mechanisms from pairwise cultures up to 4-species communities from a simple microbiome ( Hafnia alvei, Geotrichum candidum, Pencillium camemberti and Escherichia coli ). Specifically, we characterized the interaction landscape for each species combination involving E. coli by identifying E. coli’s interaction-associated genes using an RB-TnSeq-based interaction assay. We observed a deep reorganization of the interaction-associated genes, with very few 2-species interactions conserved all the way up to a 4-species community and the emergence of multiple HOIs. We further used a quantitative genetics strategy to decipher how 2-species interactions were quantitatively conserved in higher community compositions. Epistasis-based analysis revealed that, of the interactions that are conserved at all levels of complexity, 82% follow an additive pattern. Altogether, we demonstrate the complex architecture of microbial interactions even within a simple microbiome, and provide a mechanistic and molecular explanation of HOIs.","journal":"bioRxiv (Cold Spring Harbor Laboratory)","year":2022,"id":300115,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":3,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.953,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2022-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":698297,"name":"Anneliese J. Morrison","orcid":"0000-0003-3822-3851","position":1,"is_corresponding":false},{"id":216710,"name":"Michael J. Harms","orcid":"0000-0002-0241-4122","position":2,"is_corresponding":false},{"id":44572,"name":"Rachel J. Dutton","orcid":"0000-0002-2944-2182","position":3,"is_corresponding":false},{"id":263082,"name":"Manon Morin","orcid":"0000-0003-2158-0473","position":0,"is_corresponding":true}],"reference_count":44,"raw_metadata":null,"created_at":"2026-07-19T00:31:49.412501Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}