Evidence mapPaperPMID 41566851Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

Autonomous Hydrogel Actuators Programmed by Endogenous Biochemical Logic for Dual-Stage Morphing and Drug Release.

Yuchen Liu, Harischandra Potthuri, Alejandro Sosnik, Luai R Khoury

Abstract read
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

4 authors.

Yuchen LiuDepartment of Materials Science and Engineering, Technion Israel Institute of Technology, Haifa, Israel.
Harischandra PotthuriDepartment of Materials Science and Engineering, Technion Israel Institute of Technology, Haifa, Israel.
Alejandro SosnikDepartment of Materials Science and Engineering, Technion Israel Institute of Technology, Haifa, Israel.ORCID https://orcid.org/0000-0003-4704-4599
Luai R KhouryDepartment of Materials Science and Engineering, Technion Israel Institute of Technology, Haifa, Israel.ORCID https://orcid.org/0000-0002-9581-4917

Funding

Israeli Centers for Research ExcellenceNeubauer Family FoundationTamara and Harry Handelsman Academic Chair
6 · The paper itself

Abstract

Designing soft materials that autonomously respond to complex physiological environments remains a fundamental challenge in biomedical systems engineering. Here, we report on a 3D-printed hybrid protein-polymer hydrogel actuator that operates via endogenous biochemical logic, enabling fully autonomous dual-stage shape morphing and enzyme-triggered drug release in gastric-mimicking environments. The actuator comprises a bilayer structure: an active layer based on bovine serum albumin-poly (ethylene glycol) diacrylate (BSA-PEGDA), and a passive PEGDA layer. In acidic gastric fluid, the BSA-PEGDA layer undergoes rapid conformational swelling, followed by delayed softening from pepsin-mediated degradation, autonomously driving reversible shape transitions without manual intervention. By embedding doxorubicin (DOX) within the BSA-PEGDA hydrogel network, the system achieves site-specific, enzyme-gated drug release that is tunable using pepstatin A as a biochemical inhibitor. High-resolution digital light processing (DLP) printing enables the fabrication of complex autonomous actuators and microneedle-equipped grippers capable of mucosal adhesion, catch-and-release behavior, and controlled delivery. This work establishes a materials design strategy where biochemical cues are used as programmable inputs to drive mechanical and therapeutic outputs, offering a robust platform for bioresponsive soft robotics and in situ drug delivery.

Indexed as

Drug LiberationHydrogelsAnimalsAutonomous RobotsCattleDoxorubicinPepstatinsPolyethylene GlycolsPrinting, Three-DimensionalSerum Albumin, BovineDoxorubicinHydrogelspepstatinPepstatinspoly(ethylene glycol)diacrylatePolyethylene GlycolsSerum Albumin, Bovineautonomous actuatorsbiochemical logicendogenous biochemical cueshydrogelsprotein‐driven materials

Identifiers

PMID41566851
PMCPMC12933017

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

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 Socratic graph.