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Record W4293525965 · doi:10.1002/adfm.202205178

Nerve Growth Factor‐Binding Engineered Silk Films Promote Neuronal Attachment and Neurite Outgrowth

2022· article· en· W4293525965 on OpenAlexafffund
Lizzy A. Baker, Lingling Xu, Farideh Badichi Akher, Madelaine Robertson, Lauren Pugsley‐DeBruyn, Chloe Xiaoyi, Xiang‐Qin Liu, John P. Frampton, Jan K. Rainey

Bibliographic record

VenueAdvanced Functional Materials · 2022
Typearticle
Languageen
FieldMaterials Science
TopicSilk-based biomaterials and applications
Canadian institutionsDalhousie University
FundersCanada Foundation for InnovationNatural Sciences and Engineering Research Council of CanadaCanada Research ChairsDalhousie Medical Research FoundationBeatrice Hunter Cancer Research Institute
KeywordsSILKNeuriteNerve growth factorTropomyosin receptor kinase ASpider silkMaterials scienceCell biologyProtein kinase ANeurotrophinTissue engineeringBiologyKinaseBiochemistryIn vitroReceptor

Abstract

fetched live from OpenAlex

Abstract Spider silks have outstanding potential as biomaterials due to their sought‐after mechanical properties and low immunogenicity. The toughest spider silk is aciniform silk, which is used by spiders to wrap prey and produce egg sacs. A variety of recombinant aciniform silk constructs are now been developed, including hybrid silks with domains from multiple spider silk proteins fused together. In this study, an engineered aciniform silk construct, termed N B Silk, fused both N‐ and C‐terminally to heptapeptide motifs that bind the neurotrophic factor and nerve growth factor‐β (NGF) is introduced. N B Silk is shown to be amenable to casting into robust films that remain intact while sequestering and maintaining bioactive NGF at the film surface for at least 7 days. These films support cell survival while enhancing differentiation and neurite density and outgrowth in neuron‐like PC12 cells, with elevation of signaling through both the mitogen‐activated protein kinase (MAPK) and protein kinase B (AKT) signaling pathways. Strikingly, preloading of N B Silk films with NGF enhances neuritogenesis even over conditions where cells are grown with NGF supplementation in the culture medium. N B Silk scaffolds, thus, warrant future development and evaluation as biomaterials for nerve regeneration.

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), Insufficient payload (model declined to judge)
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 score0.015
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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0070.000

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 head0.017
GPT teacher head0.242
Teacher spread0.225 · 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

Citations13
Published2022
Admission routes2
Has abstractyes

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