Clinical, imaging, and endoscopic outcomes of children newly diagnosed with Crohn's disease
新诊断克罗恩病儿童的临床、影像学和内镜结果
基本信息
- 批准号:10292286
- 负责人:
- 金额:$ 39.12万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2021
- 资助国家:美国
- 起止时间:2021-09-07 至 2023-03-31
- 项目状态:已结题
- 来源:
- 关键词:AdultAlgorithmsAnti-Tumor Necrosis Factor TherapyBiologicalBiological Response Modifier TherapyBudgetsCharacteristicsChildChildhoodClassificationClinicalClinical TreatmentClinical/RadiologicCohort StudiesColonCrohn&aposs diseaseDataData Management ResourcesDiagnosisDisease ProgressionDisease remissionDoseDrug MonitoringExhibitsFutureGene ExpressionGene Expression ProfileGenesGenomicsGenotypeGoalsHealth ExpendituresHospitalizationIL17 Signaling PathwayImageImmune responseImmunomodulatorsInflammatoryInstitutional Review BoardsInterleukin-10IntestinesLogistic RegressionsMachine LearningMagnetic ResonanceManualsMeasuresMetabolicMicrobeMicrobial TaxonomyModelingMononuclearNewly DiagnosedNutritional statusOperative Surgical ProceduresOutcomePatientsPediatric Crohn&aposs diseasePhagocytesPharmaceutical PreparationsProbabilityProceduresProcessProspective cohort studyProtocols documentationQuality of lifeReadingRectumReportingRuminococcusSedimentation processSerologyServicesSeveritiesSpecific qualifier valueStandardizationSteroidsTNF geneTestingTherapeuticTranslatingValidationalpha-Defensinsantimicrobialbaseclinical practiceclinical remissionclinical research siteepigenomeexperiencegenetic signaturehealinghospitalization ratesileumimprovedinfliximabmachine learning methodmetabolomicsmicrobialmicrobial genomicsmicrobiotanoveloperationoperational taxonomic unitspredictive modelingprimary endpointradiomicsrectalresponsesecondary endpointseropositivesingle-cell RNA sequencingtargeted treatmenttranscriptome
项目摘要
Project Summary/Abstract
Therapeutic goals in pediatric Crohn’s Disease (CD) have shifted from clinical improvement or remission to
endoscopic healing (EH) by ileocolonoscopy and transmural healing (TH) by magnetic resonance enterography
(MRE). This shift happened because patients who achieve complete healing (CH, TH and EH) experience lower
rates of subsequent hospitalization, therapy escalation, or surgery than those with EH alone or no healing. We
hypothesize that specific pre-treatment clinical, radiologic, genomic, and microbial factors along with attainment
of targeted anti-TNF biologic exposure will be associated with the primary endpoint, CH, and the major secondary
endpoints, EH and TH, 52 weeks after anti-TNF start.. We will test this hypothesis in a prospective cohort study
of 570 newly diagnosed pediatric-onset CD subjects who initiate treatment with anti-TNF medication within 6
months of diagnosis. We will administer personalized anti-TNF biologic therapy guided by therapeutic drug
monitoring (TDM) using a novel dosing algorithm which we developed.
Aim 1. Evaluate putative associations and explore novel associations between CH and baseline
measures of clinical and radiologic severity. We hypothesize that pre-treatment nutritional status,
antimicrobial serologies, and MRE findings will be associated with CH 52 weeks after anti-TNF start. Formal
hypothesis tests will be carried out to confirm the predictive power of a set of pre-specified measures using a
logistic regression model. We will also conduct exploratory analyses of novel predictors, identified via machine
learning methods, to assess their relationship with CH after adjusting for the confirmed primary predictors.
Aim 2. Evaluate putative associations and explore novel associations between CH and baseline host and
microbial genomic and metabolic factors. We hypothesize that pre-treatment gene expression signatures
and microbial factors will be associated with year 1 CH. We will characterize the host genotype, longitudinal
microbial taxonomic and metabolomic profiles, and ileal and colon host epigenome and transcriptome at baseline
and at 52 weeks after anti-TNF start.
Aim 3. Use a k-fold cross-validation procedure to determine the optimal predictive model of year 1 CH.
We hypothesize that a model which includes host gene signatures and microbes will improve prediction of CH
beyond one based on clinical and imaging factors alone. The model will include significant clinical and imaging
predictors from Aim 1 and the subset of baseline host and microbial characteristics found to be potentially
explanatory in Aim 2.
Impact. The proposed inception cohort study, CAMEO, will be unique in providing a robust, novel platform to
study factors that contribute to healing in pediatric CD that can then be immediately translated into clinical
practice, as well as guiding future therapies targeting the microbiota and host immune responses in patients
unlikely to achieve healing with current approaches.
项目总结/摘要
儿童克罗恩病(CD)的治疗目标已从临床改善或缓解转向
通过回结肠镜检查进行内镜下愈合(EH),通过磁共振小肠造影检查进行透壁愈合(TH
(MRE)。这种转变的发生是因为实现完全愈合的患者(CH,TH和EH)经历了更低的
随后住院、治疗升级或手术的发生率高于单纯EH患者或未治愈者。我们
假设特定治疗前临床、放射学、基因组和微生物因素沿着
的靶向抗TNF生物制剂暴露将与主要终点CH和主要次要终点CH相关。
终点,EH和TH,抗TNF治疗开始后52周。我们将在一项前瞻性队列研究中检验这一假设
570例新诊断的儿童发病CD受试者在6天内开始抗TNF药物治疗,
数月的诊断。我们将在治疗药物的指导下实施个性化的抗TNF生物治疗
监测(TDM)使用我们开发的一种新的给药算法。
目标1。评估CH和基线之间的假定关联并探索新的关联
临床和放射学严重程度的测量。我们假设治疗前的营养状况,
抗TNF治疗开始后52周,抗微生物血清学和MRE结果将与CH相关。正式
将进行假设检验,以确认一组预先指定的测量方法的预测能力,
Logistic回归模型我们还将对通过机器识别的新预测因子进行探索性分析。
学习方法,以评估其与CH的关系后,调整确认的主要预测因素。
目标二。评估CH和基线宿主之间的假定关联并探索新的关联,
微生物基因组和代谢因子。我们假设治疗前的基因表达特征
和微生物因素将与1年CH。我们将表征宿主基因型,纵向
基线时的微生物分类学和代谢组学特征以及回肠和结肠宿主表观基因组和转录组
开始抗TNF治疗后52周。
目标3。使用k折交叉验证程序确定第1年CH的最佳预测模型。
我们假设一个包括宿主基因签名和微生物的模型将改善CH的预测
而不仅仅是基于临床和成像因素。该模型将包括重要的临床和成像
目标1中的预测因子以及基线宿主和微生物特征的子集被发现可能
目标2中的解释。
冲击拟议的初始队列研究CAMEO将是独一无二的,它提供了一个强大的、新颖的平台,
研究有助于儿童CD愈合的因素,然后可以立即转化为临床
实践,以及指导未来针对患者微生物群和宿主免疫反应的疗法
用目前的方法不太可能治愈。
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
数据更新时间:{{ journalArticles.updateTime }}
{{
item.title }}
{{ item.translation_title }}
- DOI:
{{ item.doi }} - 发表时间:
{{ item.publish_year }} - 期刊:
- 影响因子:{{ item.factor }}
- 作者:
{{ item.authors }} - 通讯作者:
{{ item.author }}
数据更新时间:{{ journalArticles.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ monograph.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ sciAawards.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ conferencePapers.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ patent.updateTime }}
LEE ARMISTEAD DENSON其他文献
LEE ARMISTEAD DENSON的其他文献
{{
item.title }}
{{ item.translation_title }}
- DOI:
{{ item.doi }} - 发表时间:
{{ item.publish_year }} - 期刊:
- 影响因子:{{ item.factor }}
- 作者:
{{ item.authors }} - 通讯作者:
{{ item.author }}
{{ truncateString('LEE ARMISTEAD DENSON', 18)}}的其他基金
Clinical, Imaging, and Endoscopic Outcomes of Children Newly Diagnosed with Crohn's Disease
新诊断克罗恩病儿童的临床、影像学和内窥镜结果
- 批准号:
10560015 - 财政年份:2023
- 资助金额:
$ 39.12万 - 项目类别:
Genetic Regulation of Tissue Fibrosis in Human Intestinal Organoids
人类肠道类器官组织纤维化的基因调控
- 批准号:
10428618 - 财政年份:2021
- 资助金额:
$ 39.12万 - 项目类别:
Genetic Regulation of Tissue Fibrosis in Human Intestinal Organoids
人类肠道类器官组织纤维化的基因调控
- 批准号:
10191137 - 财政年份:2021
- 资助金额:
$ 39.12万 - 项目类别:
Dosing and Pilot Efficacy of 2'-Fucosyllactose in Inflammatory Bowel Disease
2-岩藻糖基乳糖治疗炎症性肠病的剂量和试验效果
- 批准号:
10394798 - 财政年份:2018
- 资助金额:
$ 39.12万 - 项目类别:
Dosing and Pilot Efficacy of 2'-Fucosyllactose in Inflammatory Bowel Disease
2-岩藻糖基乳糖治疗炎症性肠病的剂量和试验效果
- 批准号:
9883036 - 财政年份:2018
- 资助金额:
$ 39.12万 - 项目类别:
Causes and consequences of neutrophil dysfunction in early onset Crohn's disease
早发型克罗恩病中性粒细胞功能障碍的原因和后果
- 批准号:
8735941 - 财政年份:2013
- 资助金额:
$ 39.12万 - 项目类别:
Causes and consequences of neutrophil dysfunction in early onset Crohn's disease
早发型克罗恩病中性粒细胞功能障碍的原因和后果
- 批准号:
9116212 - 财政年份:2013
- 资助金额:
$ 39.12万 - 项目类别:
Causes and consequences of neutrophil dysfunction in early onset Crohn's disease
早发型克罗恩病中性粒细胞功能障碍的原因和后果
- 批准号:
9932706 - 财政年份:2013
- 资助金额:
$ 39.12万 - 项目类别:
Causes and consequences of neutrophil dysfunction in early onset Crohn's disease
早发型克罗恩病中性粒细胞功能障碍的原因和后果
- 批准号:
8632332 - 财政年份:2013
- 资助金额:
$ 39.12万 - 项目类别:
Predicting Response to Standardized Pediatric Colitis Therapy: PROTECT Study
预测标准化小儿结肠炎治疗的反应:PROTECT 研究
- 批准号:
8458111 - 财政年份:2012
- 资助金额:
$ 39.12万 - 项目类别:
相似海外基金
DMS-EPSRC: Asymptotic Analysis of Online Training Algorithms in Machine Learning: Recurrent, Graphical, and Deep Neural Networks
DMS-EPSRC:机器学习中在线训练算法的渐近分析:循环、图形和深度神经网络
- 批准号:
EP/Y029089/1 - 财政年份:2024
- 资助金额:
$ 39.12万 - 项目类别:
Research Grant
CAREER: Blessing of Nonconvexity in Machine Learning - Landscape Analysis and Efficient Algorithms
职业:机器学习中非凸性的祝福 - 景观分析和高效算法
- 批准号:
2337776 - 财政年份:2024
- 资助金额:
$ 39.12万 - 项目类别:
Continuing Grant
CAREER: From Dynamic Algorithms to Fast Optimization and Back
职业:从动态算法到快速优化并返回
- 批准号:
2338816 - 财政年份:2024
- 资助金额:
$ 39.12万 - 项目类别:
Continuing Grant
CAREER: Structured Minimax Optimization: Theory, Algorithms, and Applications in Robust Learning
职业:结构化极小极大优化:稳健学习中的理论、算法和应用
- 批准号:
2338846 - 财政年份:2024
- 资助金额:
$ 39.12万 - 项目类别:
Continuing Grant
CRII: SaTC: Reliable Hardware Architectures Against Side-Channel Attacks for Post-Quantum Cryptographic Algorithms
CRII:SaTC:针对后量子密码算法的侧通道攻击的可靠硬件架构
- 批准号:
2348261 - 财政年份:2024
- 资助金额:
$ 39.12万 - 项目类别:
Standard Grant
CRII: AF: The Impact of Knowledge on the Performance of Distributed Algorithms
CRII:AF:知识对分布式算法性能的影响
- 批准号:
2348346 - 财政年份:2024
- 资助金额:
$ 39.12万 - 项目类别:
Standard Grant
CRII: CSR: From Bloom Filters to Noise Reduction Streaming Algorithms
CRII:CSR:从布隆过滤器到降噪流算法
- 批准号:
2348457 - 财政年份:2024
- 资助金额:
$ 39.12万 - 项目类别:
Standard Grant
EAGER: Search-Accelerated Markov Chain Monte Carlo Algorithms for Bayesian Neural Networks and Trillion-Dimensional Problems
EAGER:贝叶斯神经网络和万亿维问题的搜索加速马尔可夫链蒙特卡罗算法
- 批准号:
2404989 - 财政年份:2024
- 资助金额:
$ 39.12万 - 项目类别:
Standard Grant
CAREER: Efficient Algorithms for Modern Computer Architecture
职业:现代计算机架构的高效算法
- 批准号:
2339310 - 财政年份:2024
- 资助金额:
$ 39.12万 - 项目类别:
Continuing Grant
CAREER: Improving Real-world Performance of AI Biosignal Algorithms
职业:提高人工智能生物信号算法的实际性能
- 批准号:
2339669 - 财政年份:2024
- 资助金额:
$ 39.12万 - 项目类别:
Continuing Grant