Adaptive molecular convergence is pervasive across deep time and largely decoupled from phenotypic convergence

C Cory A. Berger (Department of Ecology, Evolution, and Marine Biology, University of California) M Marina I. Stoilova (Department of Ecology and Evolutionary Biology, University of Kansas) R Rebecca M. Varney (School of Biological Sciences, University of Nebraska) S Sam C. Abrams (Department of Ecology, Evolution, and Marine Biology, University of California) M Maria Pia Miglietta (Department of Marine Biology, Texas A&M University Galveston) P Paulyn Cartwright (Department of Ecology and Evolutionary Biology, University of Kansas) T Todd H. Oakley (Department of Ecology, Evolution, and Marine Biology, University of California)

Abstract

Reuse of homologous genes during the evolution of similar traits or ecological transitions is often taken as evidence that evolution is repeatable at the molecular level. To study gene reuse, biologists frequently select specific convergent phenotypes and search for signatures of natural selection in genomes associated with those phenotypes. However, the causes and frequency of genome-scale molecular convergence remain unresolved, especially over deep timescales. We use phylotranscriptomics and analyses of sequence evolution to show that adaptive molecular convergence—defined as excess convergence of nonsynonymous substitutions between homologs, consistent with positive selection—is widespread across Medusozoa. Molecular convergence declines slightly over time but persists among lineages separated by over 600 My, consistently exceeding null expectations based on random overlap. Moreover, lineages sharing repeatedly evolved phenotypes (eyes, medusa loss, and upright colonies) do not exhibit elevated molecular convergence relative to other comparisons. Instead, convergence occurs idiosyncratically among species pairs and is broadly concentrated in genes associated with environment-facing functions, including metabolism, immunity, and xenobiotic processing. Our results suggest that selection often drives similar protein substitutions in disparate lineages, but that the selective causes of molecular convergence reflect multifaceted, lineage-specific interactions between organisms and their environments.

Article Details

Volume / Issue Vol. 123, Issue 31
Published August 04, 2026
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (7)

C

Cory A. Berger

Department of Ecology, Evolution, and Marine Biology, University of California

M

Marina I. Stoilova

Department of Ecology and Evolutionary Biology, University of Kansas

R

Rebecca M. Varney

School of Biological Sciences, University of Nebraska

S

Sam C. Abrams

Department of Ecology, Evolution, and Marine Biology, University of California

M

Maria Pia Miglietta

Department of Marine Biology, Texas A&M University Galveston

P

Paulyn Cartwright

Department of Ecology and Evolutionary Biology, University of Kansas

T

Todd H. Oakley

Department of Ecology, Evolution, and Marine Biology, University of California