NIR-II/NIR-I Fluorescence Molecular Tomography of Heterogeneous Mice Based on Gaussian Weighted Neighborhood Fused Lasso Method

近红外光谱 高斯分布 光学相干层析成像 计算机科学 漫反射光学成像 材料科学 生物医学工程 光学 断层摄影术 迭代重建 人工智能 生物系统 物理 量子力学 医学 生物
作者
Meishan Cai,Zeyu Zhang,Xiaojing Shi,Zhenhua Hu,Jie Tian
出处
期刊:IEEE Transactions on Medical Imaging [Institute of Electrical and Electronics Engineers]
卷期号:39 (6): 2213-2222 被引量:25
标识
DOI:10.1109/tmi.2020.2964853
摘要

Fluorescence molecular tomography (FMT), which can visualize the distribution of fluorescence biomarkers, has become a novel three-dimensional noninvasive imaging technique for in vivo studies such as tumor detection and lymph node location. However, it remains a challenging problem to achieve satisfactory reconstruction performance of conventional FMT in the first near-infrared window (NIR-I, 700-900nm) because of the severe scattering of NIR-I light. In this study, a promising FMT method for heterogeneous mice was proposed to improve the reconstruction accuracy using the second near-infrared window (NIR-II, 1000-1700nm), where the light scattering significantly reduced compared with NIR-I. The optical properties of NIR-II were analyzed to construct the forward model for NIR-II FMT. Furthermore, to raise the accuracy of solution of the inverse problem, we proposed a novel Gaussian weighted neighborhood fused Lasso (GWNFL) method. Numerical simulation was performed to demonstrate the outperformance of GWNFL compared with other algorithms. Besides, a novel NIR-II/NIR-I dual-modality FMT system was developed to contrast the in vivo reconstruction performance between NIR-II FMT and NIR-I FMT. To compare the reconstruction performance of NIR-II FMT with traditional NIR-I FMT, numerical simulations and in vivo experiments were conducted. Both the simulation and in vivo results showed that NIR-II FMT outperformed NIR-I FMT in terms of location accuracy and spatial overlap index. It is believed that this study could promote the development and biomedical application of NIR-II FMT in the future.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
Eden发布了新的文献求助10
刚刚
1秒前
2秒前
2秒前
Lucas的应助被王大大大大大牙采纳,获得10
2秒前
云淡风轻发布了新的文献求助10
2秒前
2秒前
LAN完成签到,获得积分10
3秒前
斯文败类的应助被于某人采纳,获得10
3秒前
3秒前
苏苏发布了新的文献求助10
4秒前
程易完成签到 ,获得积分10
4秒前
jjjjjjj发布了新的文献求助10
4秒前
4秒前
chen发布了新的文献求助10
4秒前
zpl发布了新的文献求助10
4秒前
5秒前
5秒前
ding的应助被枫影采纳,获得10
5秒前
5秒前
kk发布了新的文献求助20
6秒前
ww发布了新的文献求助10
7秒前
小六发布了新的文献求助10
7秒前
Annabelle完成签到,获得积分10
7秒前
桐桐的应助被lv采纳,获得10
7秒前
7秒前
浮光跃金完成签到,获得积分10
7秒前
Mar发布了新的文献求助10
7秒前
8秒前
8秒前
8秒前
派大星发布了新的文献求助10
9秒前
aaaa的应助被拉长的芷烟采纳,获得30
10秒前
10秒前
行歌发布了新的文献求助10
11秒前
所所的应助被STP顶峰相见采纳,获得10
11秒前
11秒前
David发布了新的文献求助10
11秒前
香蕉觅云的应助被Annabelle采纳,获得10
11秒前
12秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Aspects of Post-SPE Phonology 2000
Performance standards for antimicrobial disk and dilution susceptibility tests for bacteria isolated from animals 888
Rosenblum, Global Change Biology 800
Holistic Discourse Analysis, Second Edition by Robert E. Longacre (2012-09-10) 666
Berberine regulates the TLR4 signaling pathway to suppress hypoxia-induced proliferation and migration of pulmonary arterial smooth muscle cells 530
Organizational Behavior 510
热门求助领域 (近24小时)
化学 材料科学 医学 生物 计算机科学 工程类 纳米技术 物理 有机化学 化学工程 内科学 生物化学 复合材料 催化作用 心理学 细胞生物学 无机化学 电极 光电子学 人工智能
热门帖子
关注 科研通微信公众号,转发送积分 7859837
求助须知:如何正确求助?哪些是违规求助? 9377952
关于积分的说明 20714232
捐赠科研通 7458927
什么是DOI,文献DOI怎么找? 3346838
关于科研通互助平台的介绍 2489025
邀请新用户注册赠送积分活动 2371484