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An open science resource for establishing reliability and reproducibility in functional connectomics

机译:一个开放的科学资源可用于建立功能连接组学的可靠性和可重复性

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摘要

Efforts to identify meaningful functional imaging-based biomarkers are limited by the ability to reliably characterize inter-individual differences in human brain function. Although a growing number of connectomics-based measures are reported to have moderate to high test-retest reliability, the variability in data acquisition, experimental designs, and analytic methods precludes the ability to generalize results. The Consortium for Reliability and Reproducibility (CoRR) is working to address this challenge and establish test-retest reliability as a minimum standard for methods development in functional connectomics. Specifically, CoRR has aggregated 1,629 typical individuals’ resting state fMRI (rfMRI) data (5,093 rfMRI scans) from 18 international sites, and is openly sharing them via the International Data-sharing Neuroimaging Initiative (INDI). To allow researchers to generate various estimates of reliability and reproducibility, a variety of data acquisition procedures and experimental designs are included. Similarly, to enable users to assess the impact of commonly encountered artifacts (for example, motion) on characterizations of inter-individual variation, datasets of varying quality are included.
机译:鉴定有意义的基于功能成像的生物标记物的努力受到可靠地表征人脑功能个体间差异的能力的限制。尽管据报道,越来越多的基于连接组学的方法具有中等到较高的重测信度,但数据采集,实验设计和分析方法的可变性却无法概括结果。可靠性和再现性联盟(CoRR)致力于解决这一挑战,并建立重测可靠性作为功能连接组学方法开发的最低标准。具体而言,CoRR汇总了来自18个国际站点的1,629位典型个体的静息状态fMRI(rfMRI)数据(5,093 rfMRI扫描),并通过国际数据共享神经影像倡议(INDI)公开共享。为了使研究人员能够对可靠性和再现性进行各种估算,其中包括各种数据采集程序和实验设计。类似地,为了使用户能够评估常见的伪影(例如运动)对个体间变异的表征的影响,包括了变化质量的数据集。

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