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.
项目摘要/摘要
小儿克罗恩病(CD)的治疗目标已从临床改善或缓解转移到
内窥镜愈合(EH)通过磁性共振娱乐进行回肠造影镜和透壁愈合(Th)
(MRE)。发生这种转变是因为实现完全康复的患者(CH,TH和EH)经历了较低的经历
随后的住院治疗,治疗升级或手术率比单独使用EH或没有治愈的率。我们
假设特定的预处理临床,放射学,基因组和微生物因子以及成就
靶向抗TNF生物学暴露与主要终点和主要次要相关
抗TNF开始后52周,我们将在一项前瞻性队列研究中检验该假设
在570个新诊断的小儿发作的CD受试者中,他们在6次内使用抗TNF药物进行治疗
几个月的诊断。我们将管理通过治疗药物指导的个性化抗TNF生物疗法
使用我们开发的新剂量算法进行监测(TDM)。
目标1。评估推定的关联并探索CH和基线之间的新型关联
临床和放射学严重程度的度量。我们假设治疗前的营养状况,
抗TNF启动后52周,抗菌血清学和MRE发现将与CH相关。正式的
将进行假设检验,以确认使用A组预先指定措施的预测能力
逻辑回归模型。我们还将对通过机器确定的新型预测变量进行探索性分析
学习方法,以评估他们在调整确认的主要预测因子后与CH的关系。
AIM 2。评估推定的关联并探索CH和基线宿主之间的新型关联和
微生物基因组和代谢因子。我们假设预处理基因表达特征
微生物因素将与1年级有关。我们将表征宿主基因型,纵向
微生物分类学和代谢组概况,基线时的回肠和结肠宿主表观基因组和转录组
抗TNF开始后52周。
AIM 3。使用K折的交叉验证程序来确定1年级的最佳预测模型。
我们假设包括宿主基因特征和微生物在内的模型将改善CH的预测
仅仅基于临床和成像因子。该模型将包括重要的临床和成像
AIM 1的预测因子以及基线宿主的子集和微生物特征的子集可能是潜在的
AIM 2中的解释。
影响。拟议的Inception队列研究Cameo将在提供一个健壮,新颖的平台上是独一无二的
可导致小儿CD愈合的研究因素,然后立即转化为临床
练习,以及指导针对菌群和宿主免疫反应的未来疗法
目前的方法不太可能实现治愈。
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:
8632332 - 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:
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:
相似国自然基金
分布式非凸非光滑优化问题的凸松弛及高低阶加速算法研究
- 批准号:12371308
- 批准年份:2023
- 资助金额:43.5 万元
- 项目类别:面上项目
资源受限下集成学习算法设计与硬件实现研究
- 批准号:62372198
- 批准年份:2023
- 资助金额:50 万元
- 项目类别:面上项目
基于物理信息神经网络的电磁场快速算法研究
- 批准号:52377005
- 批准年份:2023
- 资助金额:52 万元
- 项目类别:面上项目
考虑桩-土-水耦合效应的饱和砂土变形与流动问题的SPH模型与高效算法研究
- 批准号:12302257
- 批准年份:2023
- 资助金额:30 万元
- 项目类别:青年科学基金项目
面向高维不平衡数据的分类集成算法研究
- 批准号:62306119
- 批准年份:2023
- 资助金额:30 万元
- 项目类别:青年科学基金项目