亲爱的研友该休息了!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!身体可是革命的本钱,早点休息,好梦!

Exploring Centiloid Robustness: Impact of Sample Size and Image Resolution on Centiloid Conversion Accuracy

稳健性(进化) 样本量测定 人工智能 计算机科学 计算机视觉 模式识别(心理学) 统计 数学 化学 生物化学 基因
作者
Jinsong Zhang,David N. Soleimani‐Meigooni,Robert A. Koeppe,Sarah F. Ackley,Daniel R. Schonhaut,Zhiyun Lin,Piyush Maiti,Claire Yballa,Sandra Rocha,Ranjani Shankar,Alinda Amuiri,Pierrick Bourgeat,Vincent Doré,María C. Carrillo,Bradford C. Dickerson,Liana G. Apostolova,Theresa M. Harrison,Lea T. Grinberg,Salvatore Spina,William W. Seeley
出处
期刊:Journal of nuclear medicine [Society of Nuclear Medicine]
卷期号:66 (12): jnumed.125.270607-jnumed.125.270607 被引量:1
标识
DOI:10.2967/jnumed.125.270607
摘要

As Centiloids are increasingly used in trials and clinical settings to quantify amyloid-β (Aβ) PET, better characterization of sources of measurement error is essential. We examined 2 potential factors driving it: variability in the estimated coefficients in the SUV ratio-to-Centiloid conversion equation related to random sampling of the calibration dataset and PET image resolution. Methods: First, we analyzed [11C]PiB scans in 200 participants with a clinical diagnosis of Alzheimer disease (cAD) and 114 Aβ-negative participants. PET scans were processed using the standard Centiloid pipeline and a nonstandard MRI-based pipeline (native space, cerebellar cortex as reference). We split data into training and test datasets (n = 157 each) to compare conversion equations in subsamples with an n of 10-30 Aβ-negative and 15-50 cAD participants. Second, all [11C]PiB images, along with 604 [18F]florbetaben and 538 [18F]florbetapir images, were reduced from high (6/7 mm3) to medium (8 mm3) and low (10 mm3) resolution and resulting Centiloids were compared between resolutions. rPOP and CapAIBL, 2 PET-only processing pipelines, were used to explore the effects of the PET spatial resolution across different pipelines. Results: In the smallest required sample of 15 cAD and 10 Aβ-negative participants, conversion error was 1.7 Centiloids at 25 Centiloids and 3.4 Centiloids at 100 Centiloids. Error decreased to 1.0 Centiloid at 25 Centiloids and 2.0 Centiloids at 100 Centiloids, when including 50 cAD and 30 Aβ-negative participants. Lower image resolution was associated with a systematic difference in Centiloids, especially in highly positive [11C]PiB scans: a scan estimated as 100 Centiloids in high resolution was quantified as 94.2 Centiloids and 84.9 Centiloids at medium and low resolution. When a [11C]PiB scan was quantified as 25 Centiloids in its high resolution, lowering its resolution resulted in reduced values of 23.5 Centiloids and 20.6 Centiloids for medium and low resolution, respectively. Similar trends were observed for [18F]florbetaben and [18F]florbetapir scans. Conclusion: A relatively accurate SUV ratio-to-Centiloid conversion equation for level 2 analyses can still be achieved with a minimally required datasets. Increasing the number of cAD participants reduced error at higher values, whereas adding Aβ-negative participants had little effect. Image resolution significantly impacts Centiloids in highly positive scans and should be considered when interpreting data acquired with different settings. Errors remain minimal at 25 Centiloids, the typical cutoff for determining Aβ positivity.
最长约 10秒,即可获得该文献文件

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
celia发布了新的文献求助10
2秒前
虚心的飞鸟完成签到 ,获得积分10
12秒前
粽子完成签到,获得积分10
34秒前
48秒前
53秒前
hhhhhhhhhccccc完成签到,获得积分10
56秒前
57秒前
1分钟前
英勇明雪完成签到 ,获得积分10
1分钟前
1分钟前
1分钟前
慕青应助科研通管家采纳,获得10
1分钟前
1分钟前
盛夏如花发布了新的文献求助10
1分钟前
赵方赢发布了新的文献求助10
1分钟前
wxy2011完成签到 ,获得积分10
1分钟前
坚定的安珊完成签到 ,获得积分10
2分钟前
junzzz完成签到 ,获得积分10
2分钟前
LIFE2020完成签到 ,获得积分10
2分钟前
科目三应助赵方赢采纳,获得10
2分钟前
金木水发布了新的文献求助10
2分钟前
lilili发布了新的文献求助10
2分钟前
2分钟前
默默完成签到 ,获得积分10
3分钟前
3分钟前
日初发布了新的文献求助10
3分钟前
求学完成签到,获得积分10
3分钟前
上官若男应助盛夏如花采纳,获得10
3分钟前
LC完成签到 ,获得积分10
3分钟前
小马甲应助日初采纳,获得10
3分钟前
drlanlan完成签到,获得积分10
3分钟前
3分钟前
花球发布了新的文献求助10
3分钟前
花球完成签到,获得积分10
3分钟前
科研通AI6应助柔弱的纸鹤采纳,获得30
3分钟前
3分钟前
史前巨怪完成签到,获得积分0
3分钟前
3分钟前
杨sq发布了新的文献求助10
3分钟前
3分钟前
高分求助中
From Victimization to Aggression 10000
(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
Encyclopedia of Reproduction Third Edition 3000
Comprehensive Methanol Science Production, Applications, and Emerging Technologies 2000
化妆品原料学 1000
1st Edition Sports Rehabilitation and Training Multidisciplinary Perspectives By Richard Moss, Adam Gledhill 600
小学科学课程与教学 500
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5644619
求助须知:如何正确求助?哪些是违规求助? 4764721
关于积分的说明 15025369
捐赠科研通 4802978
什么是DOI,文献DOI怎么找? 2567787
邀请新用户注册赠送积分活动 1525410
关于科研通互助平台的介绍 1484909