Evidence map›Paper›PMID 40599679›Full record

ArticleAdvanced materials interfaces2025

Conjugation Strategies for Low Solubility Proteins to Single-Walled Carbon Nanotubes as a Sensitive Fluorescent Assay to Protease Activity.

Sepehr Hejazi, Nabila Masud, Hasibul Hasan Hasib, Cole Bertrand, Anwesha Sarkar, Nigel F Reuel

Abstract read
In one paragraph

Article in Advanced materials interfaces, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Sepehr HejaziChemical and Biological Engineering - Iowa State University, 618 Bissell Rd, Ames, IA 50011.
Nabila MasudElectrical and Computer Engineering - Iowa State University, 618 Bissell Rd, Ames, IA 50011.
Hasibul Hasan HasibElectrical and Computer Engineering - Iowa State University, 618 Bissell Rd, Ames, IA 50011.
Cole BertrandChemical and Biological Engineering - Iowa State University, 618 Bissell Rd, Ames, IA 50011.
Anwesha SarkarElectrical and Computer Engineering - Iowa State University, 618 Bissell Rd, Ames, IA 50011.
Nigel F ReuelChemical and Biological Engineering - Iowa State University, 618 Bissell Rd, Ames, IA 50011.

Funding

Unsupervised optimization of protein therapeutics using closed-loop in vitro synthesis, nanosensing,and deep-learningR35GM138265 · NIGMS · IOWA STATE UNIVERSITY · PI Nigel F Reuel · 2020 to 2026
$2.3M
NIGMS NIH HHS R35 GM138265
6 · The paper itself

Abstract

Recently, single-walled carbon nanotube-based optical biosensors have been shown to detect hydrolase activity directly on target substrates such as proteins and peptides. This study presents a metastable protein conjugation approach to immobilize more hydrophobic proteins and enhance the sensitivity of protease detection. The method combines covalent conjugation of substrate proteins via carbodiimide chemistry (EDC/NHS) with non-covalent polymer wrapping of SWCNT, in this case, carboxymethyl cellulose. The formation of protein-SWCNT complexes as a result of multi-site conjugation between the proteins and carboxyl groups, enabled iterative pelleting, washing, and resuspension steps to be applied to the probes which allowed for removal of unbound proteins and residual materials, enhancing the sensor's sensitivity by approximately threefold, reaching an LOD of 6.4 ng/ml in a 5 minute reaction. This immobilization approach is applied to the ECM proteins such as gelatin and collagen and used to detect ECM degrading enzymes' activity. ECM degrading enzymes caused a fluorescent intensity decrease of the SWCNT probes, enabling quantification of enzyme concentration between the range 160 ng/ml to 100 µg/ml within 5 minutes of reaction. This hybrid approach provides a rapid and sensitive platform for detecting extracellular degrading enzymes with potential applications in cancer diagnosis and prognosis, wound healing, high-throughput screening for enzyme inhibitors and drug discovery.

Indexed as

CollagenECM degrading enzymesOptical BiosensorSWCNT probes

Identifiers

PMID40599679
PMCPMC12208672

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.