Intelligent luminescent microneedle and hydrogel patches for visual monitoring of lactic acid and dopamine

被引:6
作者
Maimaiti, Alituniguli [1 ]
Zhu, Kai [1 ]
Yan, Bing [1 ]
机构
[1] Tongji Univ, Sch Chem Sci & Engn, Siping Rd 1239, Shanghai 200092, Peoples R China
基金
中国国家自然科学基金;
关键词
Hydrogen-bonded organic frameworks; Smartphone; Back-propagation neural network; Biomarkers; Microneedle; Fluorescence sensing platforms; LACTATE; SYSTEM;
D O I
10.1016/j.cej.2024.155715
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Dopamine (DA) and lactic acid (LA) are vital biochemical indicators of neurotransmitters and tissue oxidation monitoring, which can comprehensively assess the neurological and physical conditions. The combination of fluorescent sensor and artificial intelligence shows great potentials in monitoring and quantizing of human biochemicals. Herein, a Tb3+ functionalized hydrogen-bonded organic framework material (Tb@ME-TPA) is synthesized based on coordination post-synthesis modification, and its sensing mechanism for DA and LA is investigated by experiments and theoretical calculations. For visual detection of DA and LA in actual environment, Tb@ME-TPA is fabricated into PVA films and microneedle patches, which hold the advantages of high efficiency, sensitivity and anti-interference. In addition, microneedles-based probe for minimally invasive sensing of DA in the dermal interstitial fluid along with a portable smartphone platform are designed to monitor with high accuracy. Furthermore, an intelligent back-propagation neural network model based on fluorescence image recognition is constructed, which can combine optical sensing of LA with deep learning by computer, greatly improving the efficiency and accuracy. This work not only presents a novel idea for the integration of fluorescent materials, smartphones and deep learning, but also provides an effective method for the prediction of diseases as well as the real-time monitoring of overall well-being.
引用
收藏
页数:10
相关论文
共 46 条
[1]   Multichannel ratiometric fluorescence sensor arrays for rapid visual monitoring of epinephrine, norepinephrine, and levodopa [J].
An, Jia ;
Shi, Yuxia ;
Fang, Junan ;
Hu, Yongqin ;
Liu, Yufei .
CHEMICAL ENGINEERING JOURNAL, 2021, 425
[2]   THE DETERMINATION OF HYDROXYDOPAMINES AND OTHER TRACE AMINES IN THE URINE OF PARKINSONIAN-PATIENTS AND NORMAL CONTROLS [J].
ANDREW, R ;
WATSON, DG ;
BEST, SA ;
MIDGLEY, JM ;
WENLONG, H ;
PETTY, RKH .
NEUROCHEMICAL RESEARCH, 1993, 18 (11) :1175-1177
[3]   On-demand lactate monitoring towards assessing physiological responses in sedentary populations [J].
Bhide, Ashlesha ;
Lin, Kai-Chun ;
Muthukumar, Sriram ;
Prasad, Shalini .
ANALYST, 2021, 146 (11) :3482-3492
[4]   Simultaneously Enhancing Efficiency and Lifetime of Ultralong Organic Phosphorescence Materials by Molecular Self-Assembly [J].
Bian, Lifang ;
Shi, Huifang ;
Wang, Xuan ;
Ling, Kun ;
Ma, Huili ;
Li, Mengpin ;
Cheng, Zhichao ;
Ma, Chaoqun ;
Cai, Suzhi ;
Wu, Qi ;
Gan, Nan ;
Xu, Xiangfei ;
An, Zhongfu ;
Huang, Wei .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2018, 140 (34) :10734-10739
[5]   Pore Modulation of Hydrogen-Bonded Organic Frameworks for Efficient Separation of Propylene [J].
Cai, Youlie ;
Gao, Junkuo ;
Li, Jing-Hong ;
Liu, Puxu ;
Zheng, Yanchun ;
Zhou, Wei ;
Wu, Hui ;
Li, Libo ;
Lin, Rui-Biao ;
Chen, Banglin .
ANGEWANDTE CHEMIE-INTERNATIONAL EDITION, 2023, 62 (37)
[6]   MOF-Nanocomposite Mixed-Matrix Membrane for Dual-Luminescence Ratiometric Temperature Sensing [J].
Ding, Yanyun ;
Lu, Yantong ;
Yu, Kuangli ;
Wang, Shuo ;
Zhao, Dian ;
Chen, Banglin .
ADVANCED OPTICAL MATERIALS, 2021, 9 (19)
[7]   Fabrication of Lanthanide-Functionalized Hydrogen-Bonded Organic Framework Films for Ratiometric Temperature Sensing by Electrophoretic Deposition [J].
Feng, Ji-fei ;
Yan, Xu-Yan ;
Ji, Zhen-Yu ;
Liu, Tian-Fu ;
Cao, Rong .
ACS APPLIED MATERIALS & INTERFACES, 2020, 12 (26) :29854-29860
[8]   Dysregulation of the dopamine system in the pathophysiology of schizophrenia and depression [J].
Grace, Anthony A. .
NATURE REVIEWS NEUROSCIENCE, 2016, 17 (08) :524-+
[9]   Determination of Urinary 1-Hydroxypyrene for Biomonitoring of Human Exposure to Polycyclic Aromatic Hydrocarbons Carcinogens by a Lanthanide- functionalized Metal-Organic Framework Sensor [J].
Hao, Ji-Na ;
Yan, Bing .
ADVANCED FUNCTIONAL MATERIALS, 2017, 27 (06)
[10]   Acid Responsive Hydrogen-Bonded Organic Frameworks [J].
Hisaki, Ichiro ;
Suzuki, Yuto ;
Gomez, Eduardo ;
Ji, Qin ;
Tohnai, Norimitsu ;
Nakamura, Takayoshi ;
Douhal, Abderrazzak .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2019, 141 (05) :2111-2121