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34 results for “Multimodal integration”

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zenodo44/100

Section 5.3 "Task Area 3: Multimodal data linking and integration" Figure 10

<p>Figure 10. Data flow to obtain a multimodal data structure (mmDS) with an overarching graph database (MUGDAT).</p> <p>from NFDI Grant Application, "<strong>National Research Data Infrastructure for Microscopy and Bioimage Analysis</strong>" (NFDI4BIOIMAGE)</p>

opencc-by-4.0Nov 2021View details →
zenodo40/100

Data underlying the paper titled "Integrating multimodal Raman and photoluminescence microscopy with enhanced insights through multivariate analysis"

<p>The folder includes Raman and Photoluminescence surface maps of microsamples from Cultural Heritage materials. The maps were obtained using a multimodal optical microscope that integrates Raman and Photoluminescence optical techniques to perform a raster scanning of microsample surface.&nbsp;</p> <p>Data refer to the publication: https://doi.org/10.1088/2515-7647/ad5773</p> <p>&nbsp;</p>

opencc-by-4.0Jun 2024View details →
ClinicalTrials.gov36/100

Predicting Pathological Complete Response in Esophageal Squamous Cell Carcinoma Using a Multimodal Model Integrating Clinical, Radiomics, and Deep Learning Features

ClinicalTrials.gov study NCT07181850. IPD Sharing: NO. Countries: 1. Publications: 4.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov32/100

Integrating Multimodal AI to Predict Treatment Response and Refine Risk Stratification in Esophageal Cancer

ClinicalTrials.gov study NCT07354295. IPD Sharing: NO. Countries: 1. Publications: 1.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov32/100

Multimodal Remote Monitoring and Integrated Educational Program in OSA Patients Initiating Continuous Positive Airway Pressure (CPAP): (SLEEPCONNECT)

ClinicalTrials.gov study NCT04054180. IPD Sharing: Not stated. Countries: 1. Publications: 13.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Study of Carotid Artery Stenosis Through the Integration of Multimodal Imaging and Computational Fluid Dynamics

ClinicalTrials.gov study NCT06294496. IPD Sharing: YES. Countries: 1. Publications: 8.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov32/100

Integrative Nursing Based Multimodal Interventions for Uncontrolled Hypertensives

ClinicalTrials.gov study NCT04809519. IPD Sharing: Not stated. Countries: 1. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Quantitative Evaluation of Apathy Close to Real Life Situation by Means of a Multimodal Sensor System Integrated.

ClinicalTrials.gov study NCT02496312. IPD Sharing: Not stated. Countries: 0. Publications: 19.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Effects of Multimodal Exercises Integrated With Cognitive-behavioral Therapy in Subjects With Chronic Neck Pain

ClinicalTrials.gov study NCT04768790. IPD Sharing: NO. Countries: 1. Publications: 1.

closedIPD-NOFeb 2026View details →
zenodo28/100

Multimodal Features Integration: Genomics and Histopathological images for colon cancer stage prediction and survival stratification

<p>File Description</p> <p>clinical_patient_coad.xls - Clinical data for colon cancer patients<br>COAD__geneExp.xls - RNA data for colon cancer patients<br>COAD__methylation_450__TSS200-TSS1500.xls - DNA methylation data for colon cancer patients<br>COAD__miRNAExp__ReadCount.xls - miRNA data for colon cancer patients<br>COAD_DX_STG1.tar.gz - Image tiles for stage 1 colon cancer patients<br>COAD_DX_STG2.tar.gz - Image tiles for stage 2 colon cancer patients<br>COAD_DX_STG3.tar.gz - Image tiles for stage 3 colon cancer patients<br>COAD_DX_STG4.tar.gz - Image tiles for stage 4 colon cancer patients</p>

opencc-by-4.0Mar 2024View details →
zenodo28/100

MOJITOO: a fast and universal method for integration of multimodal single cell data

<p>MOJITOO benchmarking seurat Robjects.</p>

opencc-by-4.0Mar 2022View details →
zenodo28/100

Supplementary methods and dataset related to the manuscript: Temporal integration of multimodal signals in crocodiles

Open the record for dataset details and reuse information.

opencc-by-4.0Dec 2023View details →
ClinicalTrials.gov28/100

Existential Genomics: Effects of Multimodal Rehabilitation and Integrative Care on Patients With Chronic Pain

ClinicalTrials.gov study NCT02459639. IPD Sharing: Not stated. Countries: 0. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov28/100

A Cluster Randomised Controlled Trial of a Multimodal Integrated Intervention for Kidney Cachexia

ClinicalTrials.gov study NCT07107087. IPD Sharing: Not stated. Countries: 0. Publications: 0.

restrictedIPD-UNDECIDEDFeb 2026View details →
geo24/100

Multimodal Single-Cell Integration Across Time, Individuals, and Batches

GEO Series GSE305370. Homo sapiens. 80 samples. Type: Expression profiling by high throughput sequencing; Genome binding/occupancy profiling by high throughput sequencing; Other.

openGEO-OpenOct 2025View details →
geo24/100

Integrated analysis of multimodal single-cell data

GEO Series GSE164378. Homo sapiens. 9 samples. Type: Expression profiling by high throughput sequencing; Other.

openGEO-OpenJan 2021View details →
geo24/100

Multimodal integration of transcriptomics, proteomics and radiomics improves prediction of recurrence in patients with IDH-mutant Glioma

GEO Series GSE226321. Homo sapiens. 59 samples. Type: Expression profiling by high throughput sequencing.

openGEO-OpenApr 2025View details →
zenodo24/100

Pancancer survival prediction using a deep learning architecture with multimodal representation and integration

<p>The clinical data, gene expression (mRNA) data, and microRNA expression (miRNA) data were downloaded from the PanCanAtlas TCGA project (https://gdc.cancer.gov/about-data/publications/pancanatlas). The&nbsp;gene copy number variation (CNV) data was downloaded from UCSC Xena (http://xena.ucsc.edu/public/).</p> <p>Files prefixed with &#39;Pre&#39; represent the preprocessed datasets. The preprocessing details can be found in &#39;Datasets and data preprocessing&#39; subsection.</p>

opencc-by-4.0Jan 2023View details →
ClinicalTrials.gov24/100

AI-Driven Multimodal Therapeutic System With Virtual Reality Integration for Anxiety Disorders in Adolescents

ClinicalTrials.gov study NCT07364136. IPD Sharing: Not stated. Countries: 1. Publications: 0.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov24/100

Mechanisms of Disease Severity in Multiple Sclerosis: an Integrative Multimodal Study

ClinicalTrials.gov study NCT03369106. IPD Sharing: NO. Countries: 1. Publications: 0.

closedIPD-NOFeb 2026View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated datasets

Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record