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Record W4385381724 · doi:10.1101/2023.07.28.550916

Genetic and functional diversity of β- <i>N</i> -acetylgalactosamine residue-targeting glycosidases expanded by deep-sea metagenome

2023· preprint· en· W4385381724 on OpenAlexfundno aff
Tomomi Sumida, Satoshi Hiraoka, Keiko Usui, Akihiro Ishiwata, Toru Sengoku, Keith A. Stubbs, Katsunori Tanaka, Shigeru Deguchi, Shinya Fushinobu, Takuro Nunoura

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2023
Typepreprint
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicEnzyme Production and Characterization
Canadian institutionsnot available
FundersInstitute of GeneticsJapan Agency for Marine-Earth Science and TechnologyJapan Society for the Promotion of ScienceAustralian Research CouncilJapan Agency for Medical Research and DevelopmentMizutani Foundation for Glycoscience
KeywordsGlycoside hydrolaseGlycoconjugateBiochemistryGlycanFunctional diversityHydrolaseEnzymeBiologyPeptide sequenceComputational biologyChemistryGeneGlycoproteinEcology

Abstract

fetched live from OpenAlex

Abstract β- N -Acetylgalactosamine-containing glycans play essential roles in several biological processes, including cell adhesion, signal transduction, and immune responses. β- N -Acetylgalactosaminidases hydrolyze β- N -acetylgalactosamine linkages of various glycoconjugates. However, their biological significance remains ambiguous, primarily because only one type of enzyme, exo-β- N -acetylgalactosaminidases that specifically act on β- N -acetylgalactosamine residues, has been documented so far. In this study, we identified three novel glycoside hydrolase families distributed among all three domains of life and characterized eight novel β- N -acetylgalactosaminidases and β- N -acetylhexosaminidase through sequence-based screening of deep-sea metagenomes and subsequent searching of public protein databases. Despite low sequence similarity, the crystal structures of these enzymes demonstrate that all enzymes share a prototype structure and diversify their substrate specificities (endo-, dual-endo/exo-, and exo-) through the accumulation of mutations and insertional amino acid sequences. The diverse β- N -acetylgalactosaminidases reported in this study could facilitate the comprehension of their structures and functions and present novel evolutionary pathways for expanding their substrate specificity.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.147
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.014
GPT teacher head0.202
Teacher spread0.188 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2023
Admission routes1
Has abstractyes

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