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Project Summary The primary goal of our proposal is to improve the AI/ML-readiness of data in the Cancer Epitope Database and Analysis Resource (CEDAR). CEDAR provides a catalog of manually curated information from journal articles that describe the specific molecular targets of adaptive immune responses - also called `epitopes' - in tumor cells. Like many other curated resources in the biomedical domain, CEDAR tracks the provenance of the statements it captures by identifying the journal article (which is straightforward by its PubMed record) and the specific part of the article where the curated data is contained. We here propose to make the data location field in CEDAR accessible for AI/ML approaches, that will allow the comparison of information extracted by algorithms from a free text article to the curated data in CEDAR. Specifically, we will: 1) Standardize how `data location' in a manuscript is captured in CEDAR. 2) Programmatically link data locations to parts of journal articles in PubMed Central (PMC). Completing these Aims will make the CEDAR data more valuable for large language models (LLM) and related AI applications. Moreover, the approaches and code developed will be applicable to the many other biomedical knowledgebases that curate data from the literature and capture its specific location.
期刊论文(12)
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IEDB and CEDAR: Two Sibling Databases to Serve the Global Scientific Community.
IEDB 和 CEDAR:为全球科学界服务的两个兄弟数据库。
DOI: 10.1007/978-1-0716-3239-0_9
发表时间: 2023
期刊: Methods in molecular biology (Clifton, N.J.)
影响因子: --
作者: [Blazeska,Nina, Kosaloglu-Yalcin,Zeynep, Vita,Randi, Peters,Bjoern, Sette,Alessandro]
通讯作者: Sette,Alessandro
DOI: 10.3389/fgene.2023.1082168
发表时间: 2023
期刊: FRONTIERS IN GENETICS
影响因子: 3.7
作者: [Frentzen, Angela, Greenbaum, Jason A., Kim, Haeuk, Peters, Bjoern, Kosaloglu-Yalcin, Zeynep]
通讯作者: Kosaloglu-Yalcin, Zeynep
DOI: 10.3390/ijms221910344
发表时间: 2021-09-26
期刊: International journal of molecular sciences
影响因子: 5.6
作者: [Bakare AB, Dean J, Chen Q, Thorat V, Huang Y, LaFramboise T, Lesnefsky EJ, Iyer S]
通讯作者: Iyer S
DOI: 10.1016/j.isci.2022.104975
发表时间: 2022-09-16
期刊: ISCIENCE
影响因子: 5.8
作者: [Alvarez, Heli M. Garcia, Kosaloglu-Yalcin, Zeynep, Peters, Bjoern, Nielsen, Morten]
通讯作者: Nielsen, Morten
10
    THE CANCER EPITOPE DATABASE AND ANALYSIS RESOURCE
    THE CANCER EPITOPE DATABASE AND ANALYSIS RESOURCE
    THE CANCER EPITOPE DATABASE AND ANALYSIS RESOURCE
    Developing computational models to predict the immune response to B. pertussis booster vaccination
    海外基金