Evidence map›Paper›PMID 40492901›Full record

ArticleSmall (Weinheim an der Bergstrasse, Germany)2025

A Granular Hydrogel-Enabled Wearable Electrochemical Biosensing Platform for Continuous Non-Invasive Sweat Lactate Detection.

Farnaz Lorestani, Xianzhe Zhang, Zaman Ataie, Alexander Kedzierski, Yushen Liu, Aarón López, Ankan Dutta, Kyle Kacala, Zhenyuan Niu, Amir Sheikhi and 1 more

Abstract read
In one paragraph

Article in Small (Weinheim an der Bergstrasse, Germany), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
  4. Shadow-Calibrated Stereo Vision for Colorimetric Sweat Analysis.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  5. Making Sweat Measurable: Induction, Sampling, and Refreshment in Wearable Biofluid Sensing.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Review
  6. Advances in Laser-Induced Graphene for Flexible Sensors.Materials (Basel, Switzerland) · 2026
    Review
  7. Article
  8. 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

11 authors.

Farnaz LorestaniDepartment of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA, 16802, USA.ORCID 0000-0003-3069-3429
Xianzhe ZhangDepartment of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA, 16802, USA.
Zaman AtaieDepartment of Chemical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA.
Alexander KedzierskiDepartment of Biomedical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA.
Yushen LiuDepartment of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA, 16802, USA.
Aarón LópezDepartment of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA, 16802, USA.
Ankan DuttaDepartment of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA, 16802, USA.
Kyle KacalaDepartment of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA, 16802, USA.
Zhenyuan NiuDepartment of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA, 16802, USA.
Amir SheikhiDepartment of Chemical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA.
Huanyu ChengDepartment of Engineering Science and Mechanics, The Pennsylvania State University, University Park, PA, 16802, USA.

Funding

An automated portable system for detecting and treating opioid induced respiratory depressionU01DA056242 · NIDA · TRUSTEES OF INDIANA UNIVERSITY · PI GUO, FENG, MACKIE, KENNETH · 2022 to 2024
$3.8M
Cross-Disciplinary Neural Engineering (CDNE) Training ProgramT32NS115667 · NINDS · PENNSYLVANIA STATE UNIVERSITY, THE · PI GLUCKMAN, BRUCE J · 2021 to 2025
$1.1M
Smart skin grafts for quantitative assessment and treatment of diabetic woundsR21EB030140 · NIBIB · PENNSYLVANIA STATE UNIVERSITY, THE · PI CHENG, HUANYU · 2021 to 2021
$620k
HUMAN-CENTRIC NON-INVASIVE PHYSIOLOGICAL SENSING SYSTEM FOR EARLY DETECTION OF WORKERS? HEAT STRESS IN THE FIELDR21OH012220 · OH · PENNSYLVANIA STATE UNIVERSITY, THE · PI JEBELLI, HOUTAN · 2022 to 2023
$422k
Foundation for the National Institutes of Health T32NS115667National Science Foundation 2243979National Science Foundation 2309323National Science Foundation 2319139NIBIB NIH HHS R21 EB030140NIDA NIH HHS U01 DA056242NIH HHS R21EB030140NIH HHS R21OH012220NIH HHS U01DA056242NINDS NIH HHS T32 NS115667NIOSH CDC HHS R21 OH012220Penn State University
6 · The paper itself

Abstract

Although continuous and non-invasive measurements of sweat biomarkers may provide vital health information, sweat collection often involves intense physical activities or chemical/thermal stimuli. The natural body sweat during endogenous metabolic or stress processes, secreted at much lower rates at rest, may be continuously analyzed using microfluidic devices integrated with hydrophilic rigid fillers; however, the sweat uptake and accumulation in thermoregulatory processes take too long for near-real-time measurements. This work provides an innovative body fluid collection strategy using a granular hydrogel scaffold (GHS), facilitating osmotic and capillary effects to uptake and transfer an ultralow amount of sweat into a microfluidic device at rest. Taken together with a spiral microfluidic channel, the GHS-embedded microfluidics reduce the evaporation of collected sweat and store it in a sensing well for near-real-time measurements. Integrating the sweat-collecting system with an enzymatic gold-graphene nanocomposite-modified laser-induced graphene (LIG) electrode and a LIG-based pH sensor enables the accurate continuous on-body detection of sweat lactate during normal daily activities at a low perspiration rate. The novel combination of a GHS-integrated microfluidic system with a low-cost, flexible, sensitive, and stable LIG-based sensing system provides an accessible technology for sweat-based biosensing during normal daily activities.

Indexed as

Biosensing TechniquesElectrochemical TechniquesHydrogelsLactic AcidSweatWearable Electronic DevicesElectrodesGraphiteHumansGraphiteHydrogelsLactic Acidgranular hydrogelnanocomposite‐modified electrodenon‐invasive and continuous monitoringsweat sampling at restwearable lactate sensor

Identifiers

PMID40492901
PMCPMC12393019

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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 OpenQuestion graph.