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Record W4410560610 · doi:10.1021/acs.macromol.5c00729

Facile Synthesis of Trialkylamine Oxide-Modified Platinum Polymer Probes for Mass Cytometry

2025· article· en· W4410560610 on OpenAlexafffund
Tianjia Yang, A. T. Lee, Edmond C. N. Wong, Yang Liu, Daniel Majonis, Mitchell A. Winnik

Bibliographic record

VenueMacromolecules · 2025
Typearticle
Languageen
FieldMaterials Science
TopicPolymer Surface Interaction Studies
Canadian institutionsCanadian Standards AssociationUniversity of Toronto
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsMass cytometryPlatinumPolymerChemistryOxidePolymer chemistryMaterials scienceChemical engineeringOrganic chemistryCatalysisBiochemistry

Abstract

fetched live from OpenAlex

Mass cytometry is a powerful, high-throughput single-cell analysis technique that uses metal-tagged antibodies detected via inductively coupled plasma time-of-flight mass spectrometry. Current reagents use metal-chelating polymers (MCPs) for hard metal ions, but expanding to soft metal ions could significantly improve multiplexing. However, high nonspecific binding and poor water solubility have been challenges for polymer reagents, with chelators for soft metal ions. To address this, we synthesized a polyacrylamide polymer with dipicolylamine (DPA) pendant groups by reacting poly(pentafluorophenyl acrylate) with a lysine-based DPA chelator. To enhance the water solubility of Pt 2+ -loaded poly(DPA), we modified DPA units with trialkylamine amine oxide (TAAO) molecules. Further treatment with glutathione to displace the Pt–Cl bond yielded polymers with enhanced water solubility and low nonspecific binding to peripheral blood mononuclear cells in mass cytometry analyses. We also prepared a water-soluble TAAO polymer through postpolymerization modification of poly(dimethylaminoethyl methacrylate), synthesized via reversible addition–fragmentation chain transfer polymerization (RAFT). The oxidation reaction simultaneously cleaved the trithiocarbonate end group and introduced the TAAO functionality. The resulting polyTAAO was conjugated to poly(DPA) through an amine end group, producing a highly soluble polymer, even without glutathione modification. Pt polymers modified with polyTAAO exhibited ultralow nonspecific binding in mass cytometry. A polyTAAO-modified Pt probe was conjugated to an anti-CD20 antibody and used for labeling peripheral blood mononuclear cells. This probe demonstrated effective cell population identification comparable to that of commercial Maxpar reagents. This work advances zwitterionic materials for biological applications and develops novel MCPs for next-generation mass cytometry reagents.

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)0.001
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 score0.042
Threshold uncertainty score0.790

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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 head0.019
GPT teacher head0.292
Teacher spread0.274 · 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
Published2025
Admission routes2
Has abstractyes

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