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Multi-Omic Biomarkers for Neuropathic Pain Secondary to Chemotherapy

Multi-Omic Biomarkers for Neuropathic Pain Secondary to Chemotherapy
化疗继发神经病理性疼痛的多组学生物标志物
批准号:
10709410
负责人:
JOSEPH F FOSS
金额:
$163.6万
依托单位国家:
美国
项目类别:
财政年份:
2020
资助国家:
美国
项目状态:
未结题
起止时间:
2020-09-30 至 2025-08-31

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PROJECT SUMMARY Taxanes are among the most efficacious chemotherapeutic agents and are frequently used in the treatment of early stage and metastatic breast cancer, but are known to produce a pain condition known as chemotherapy- induced peripheral neuropathic pain (CIPNP). CIPNP is one of the primary dose-limiting toxicities of taxane administration. No diagnostic tool exists to identify patients that will develop CIPNP in response to taxane therapy. To address this unmet clinical need, this proposal seeks to develop biomarker signatures associated with taxane-induced neuropathic pain to 1) identify patients at risk for developing debilitating taxane neuropathic pain before chemotherapy is initiated and 2) to identify patients on treatment that are at risk of developing neuropathic pain and need dose adjustments to prevent the onset of symptoms. Our long-term goal is to identify biomarker signatures that can identify patients at high risk of developing taxane-induced CIPNP to enable personalized dose adjustments to minimize CIPNP and optimize therapeutic outcomes. During the R61 phase, we will perform genome-wide, epigenome-wide, miRNome-wide, and untargeted metabolome-wide associations of the 11-point pain-intensity Numerical Rating Scale (NRS), Chemotherapy-induced peripheral neuropathy 20- item (CIPN20), the Pain Catastrophizing Scale (PCS), and Patient Reported Outcome Measurement System (PROMIS) scores for physical function, anxiety, depression, and pain interference to identify novel biomarkers associated with identifiable phenotypes (Aim 1A). Next, we will test panels of candidate mRNA and cytokine biomarkers for their association with NRS, CIPN20, PCS, and PROMIS scores (Aim 1B). An added strength of this study is that by collecting samples before, during, and after taxane treatment we will be able to compare those patients who develop CIPNP to those that remain pain free, providing a better understanding of the molecular mechanism predisposing a patient to developing neuropathic pain. R61 milestones include developing biomarker signatures that identify patients at risk of developing neuropathic pain that compromise quality of life (i) before taxane therapy is started and (ii) over the time course of taxane therapy. One rationale is that some patients will have a detectable biomarker profile suggesting a high likelihood of long term (i.e., greater than 1 year) neuropathic pain and a need to either avoid or reduce taxane doses. A second rationale is that some patients may not have a biomarker signature indicating an adverse response to taxane therapy at baseline, but develop one through the course of taxane therapy. This biomarker signature will be used to detect these susceptible patients early and personalize their taxane therapy to minimize CIPNP. In the R33 phase (Aim 2), we will use machine learning to develop and validate algorithms using biomarker signatures from associations with phenotypic changes from Aim 1 (A and B) to predict individuals at risk of developing CIPNP and to identify patients who are at risk of developing an adverse profile as taxane therapy is administered.
期刊论文(4)
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科研奖励(0)
会议论文
DOI: 10.1177/15330338221127169
发表时间: 2022-01
期刊: Technology in cancer research & treatment
影响因子: 2.8
作者: []
通讯作者:
DOI: 10.1038/s41746-022-00651-4
发表时间: 2022-07-27
期刊: NPJ digital medicine
影响因子: 15.2
作者: []
通讯作者:
DOI: 10.3389/fpain.2023.1139883
发表时间: 2023
期刊: Frontiers in pain research (Lausanne, Switzerland)
影响因子: --
作者: []
通讯作者:
An interpretable predictive deep learning platform for pediatric metabolic diseases.
针对儿科代谢疾病的可解释预测深度学习平台。
DOI: 10.1093/jamia/ocae049
发表时间: 2024
期刊: Journal of the American Medical Informatics Association : JAMIA
影响因子: --
作者: [Javidi,Hamed, Mariam,Arshiya, Alkhaled,Lina, Pantalone,KevinM, Rotroff,DanielM]
通讯作者: Rotroff,DanielM
Multi-Omic Biomarkers for Neuropathic Pain Secondary to Chemotherapy
  • 批准号:
    10056337
  • 项目类别:
  • 资助金额:
    $477.54万
  • 财政年份:
    2020
  • 负责人:
    JOSEPH F FOSS
  • 依托单位:
海外基金