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Record W4405814341 · doi:10.26434/chemrxiv-2024-k3074

Genetically-targeted photocatalytic organic dyes for spatiotemporally controlled organic synthesis directed by specific living cells

2024· preprint· en· W4405814341 on OpenAlexfundno aff
Spencer Zhao, Kang Yong Loh, Jonathan Tyson, Chandan Kadur, Carolyn R. Bertozzi, Karl Deisseroth, Zhenan Bao

Bibliographic record

VenueChemRxiv · 2024
Typepreprint
Languageen
FieldMaterials Science
TopicPhotochromic and Fluorescence Chemistry
Canadian institutionsnot available
FundersNatural Sciences and Engineering Research Council of CanadaNational Science Foundation
KeywordsPhotocatalysisOrganic synthesisOrganic chemicalsChemistryNanotechnologyEnvironmental scienceEnvironmental chemistryBusinessMaterials scienceBiochemistryCatalysis

Abstract

fetched live from OpenAlex

Catalytic reactions of a broad range of abiotic molecules and macromolecules are beyond the native capabilities of mammals. Natural enzymes from prokaryotes or plant-based eukaryotes have limited substrate scopes. Therefore, broadening the range of catalytic bond-forming reactions that function in physiological conditions would enable the syntheses of a vast array of molecules directly within biological systems. This approach may provide an alternative way to modulate cellular behaviors if such molecules can be synthesized with spatiotemporal control on specific cell types in living systems; furthermore, restricting synthesis to well-defined cells or cell-types would enable a potentially transformative approach of treating cells as separable reaction vessels within living organisms. Herein, we use genetic targeting to incorporate an organic photocatalytic dye onto specific cell types to enable in-situ light-controlled and spatially defined chemical synthesis of non-natural molecules. We demonstrate, for the first time, a photo-patterned organic coupling reaction in the extracellular matrix of living cells under dilute, aqueous, aerobic physiological conditions. A 6-fold contrast in reaction yield can be achieved between two adjacent HEK293FT cells with and without light exposure. The above photocatalysis can be initiated using mild confocal laser stimulation as low as 16 μW/mm2 at multiple wavelengths. Furthermore, the cell-type specific photocatalyzed C-H functionalization coupling reactions taking place on cell surfaces are used to demonstrate anabolic construction of non-natural products. The above findings lay an important foundation for developing future abiotic cell-type specific chemical syntheses in living organisms.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.000
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

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 science0.0000.000
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 head0.011
GPT teacher head0.222
Teacher spread0.211 · 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 source (direct Gemma or distilled Codex), 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

Citations1
Published2024
Admission routes1
Has abstractyes

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