MétaCan
Menu
Back to cohort
Record W4392756017 · doi:10.1117/12.3000416

Portable red-blue light source for antimicrobial photodynamic therapy of orthopaedic implant biofilms

2024· article· en· W4392756017 on OpenAlexaff
Valentin Demidov, Scott J. Sottosanti, Natalia Demidova, Logan M. Bateman, Olivia P. Jackson, Lucas P. Craig, Dana Hazem, Jason R. Gunn, Ida Leah Gitajn, Jonathan T. Elliott

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicPhotodynamic Therapy Research Studies
Canadian institutionsCollege of Family Physicians of CanadaUniversity of Toronto
FundersNational Institute of Arthritis and Musculoskeletal and Skin DiseasesNational Cancer Institute
KeywordsBiofilmAntimicrobialPhotodynamic therapyMicrobiologyAntibiotic resistanceAntibioticsMedicineChemistryBacteriaBiology

Abstract

fetched live from OpenAlex

Well-organized ecosystems of bacteria colonize orthopaedic devices causing biofilm infections that are notoriously difficult to manage. Biofilms typically exhibit increased resistance to antibiotics leading to treatment failure, and tools for eradicating biofilms that do not increase antibiotic resistance are greatly needed. Antimicrobial photodynamic therapy (aPDT) is a promising form of treatment to combat clinically relevant biofilms. Exogenous provision of 5-aminolevulinic acid (5-ALA) to biofilm-forming clinical strains of <i>E. coli</i>, <i>E. faecalis</i> and <i>S. aureus</i> was recently shown by several research groups to result in the accumulation of sufficient quantities of endogenous photosensitizers porphyrins (protoporphyrin IX, coproporphyrin III and others), via the heme biosynthetic pathway, to produce a significant phototoxic effect when exposed to activating light. For clinical translation of this extremely promising approach, here we develop a portable light source for 5-ALA-based aPDT of orthopaedic implant biofilms, spectrally shaped for optimal porphyrin light absorption at wavelengths range approved by FDA for clinical use. After phantom calibration, we tested it on <i>E.coli-E.faecalis</i> biofilms grown in soft lithography-fabricated microfluidic chips and on methicillin-resistant <i>S. aureus</i> (MRSA) biofilms grown on titanium and stainless steel orthopaedic hardware in custom-designed macrofluidic devices. Successful in-vitro experiments allowed us to conduct a proof-of-concept validation study in a preclinical rat model of MRSA-contaminated open fracture. Following tibia fracture and two hours of wound infection development, a one hour incubation with 20% 5-ALA and treatment with either 90J/cm<sup>2</sup> or three fractions of 30J/cm<sup>2</sup> light doses demonstrated 94% and 99% overall reduction of MRSA, respectively, while the temperature of the tissue remained &lt;39°C, below the threshold for thermal damage. The encouraging results suggest further preclinical testing of the developed light source for optimization of aPDT regimen and 5-ALA concentration to reduce the risk of long-term side effects in animal models of contaminated trauma surgery.

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 categoriesnone
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 score0.166
Threshold uncertainty score0.751

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.300
Teacher spread0.286 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

Same topicPhotodynamic Therapy Research StudiesFrench-language works237,207