JoVE - Journal of Visualized Experiments
JoVE Visualize
Contact Us

Multi-modal AI in precision medicine: integrating genomics, imaging, and EHR data for clinical insights

  • 0Integral Centre of Excellence for Interdisciplinary Research (ICEIR), Integral University, Lucknow, India.
Frontiers in Artificial Intelligence +

|

January 23, 2026

|

January 23, 2026

View abstract on PubMed

Summary

This summary is machine-generated.

Artificial intelligence (AI) integrates multi-modal data for personalized medicine, improving disease detection and treatment. This approach enhances diagnostics and drug development, redefining individualized healthcare delivery.

Area Of Science

  • Biomedical Informatics
  • Computational Biology
  • Digital Health

Background

  • Precision healthcare aims for individualized therapeutic strategies.
  • Artificial intelligence (AI) is central to integrating multi-modal patient data.
  • Heterogeneous data streams include genomic, imaging, and electronic health records (EHR).

Purpose Of The Study

  • To review the transformative potential of multi-modal AI in precision medicine.
  • To emphasize AI's role in multi-omics data integration, predictive modeling, and clinical decision support.
  • To critically evaluate challenges in AI-driven precision healthcare.

Main Methods

  • AI-enabled multi-modal data integration consolidates diverse data streams.
  • Machine learning (ML) and deep learning (DL) algorithms extract complex associations.
  • Review of AI applications in digital health, including biosensors and real-time monitoring.

Main Results

  • AI enhances early disease detection, biomarker discovery, and drug development.
  • Improved diagnostic precision, risk stratification, and patient-specific interventions.
  • AI facilitates continuous refinement of treatment plans through digital health tools.

Conclusions

  • The convergence of AI and multi-modal data is redefining individualized healthcare.
  • AI-driven precision medicine offers significant implications for oncology, neurology, and cardiovascular medicine.
  • Addressing challenges like data interoperability, bias, and privacy is crucial for AI adoption.

Keywords:

Related Concept Videos

Genomics 02:02

39.8K

Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...

Statistical Software for Data Analysis and Clinical Trials 01:12

1.4K

Statistical software is pivotal in data analysis and clinical trials by providing tools to analyze data, draw conclusions, and make predictions. These software packages range from simple data management applications to complex analytical platforms, supporting various statistical tests, models, and simulation techniques. Their significance lies in their ability to handle vast amounts of data with precision and efficiency, enabling researchers to validate hypotheses, identify trends, and make...

Sensory Modalities 01:15

3.8K

Sensation typically is the process by which the sensory receptors and sense organs detect stimuli from the internal and external environment and transmit this information to the central nervous system for processing.
General senses refer to the broad category of sensory information detected by receptors in the body and can be further grouped into somatic and visceral senses. Somatic sensations include touch, pressure, temperature, and pain and are essential for navigating our environment and...

Uncertainty in Measurement: Accuracy and Precision 03:37

100.5K

Scientists typically make repeated measurements of a quantity to ensure the quality of their findings and to evaluate both the precision and the accuracy of their results. Measurements are said to be precise if they yield very similar results when repeated in the same manner. A measurement is considered accurate if it yields a result that is very close to the true or the accepted value. Precise values agree with each other; accurate values agree with a true value. 

Suppose a quality...

Genomic Imprinting and Inheritance 02:30

36.9K

Diploid organisms inherit genetic material through chromosomes from both parents. Copies of the same gene are known as alleles. In most cases, both alleles are simultaneously expressed and allow various cellular processes to function optimally. If one of the alleles is missing or mutated, the expression of the other allele can compensate; however, this is not true for all genes.
The expression of some genes depends on which parent passed the gene to the offspring, through a phenomenon known as...

Data Reporting and Recording 01:24

5.4K

Reporting and recording are crucial in data documentation. The timely, thorough, and accurate documentation of facts is essential when recording patient data. Failure to record findings during an assessment or interpretation of a problem will result in loss of information and make the patient document unreliable. The reader is left with general impressions if the information is not specific. A recording is documenting data of the individual's health information in a traceable, secure, and...