Exploration of Foods and Foodomics

Table 6. The evolution of bioinformatics: comparing current applications and future perspectives.

S.NO.	Data type	Current bioinformatics applications	Future approaches
1	Data types	Genomics, transcriptomics, proteomics datasets	Multi-omics integration, spatial omics, single-cell omics
2	Analytical methods	Sequence alignment, statistical modeling, pathway analysis	Artificial intelligence (AI), machine learning (ML), deep learning, predictive modeling
3	Computational infrastructure	Local servers, Standalone tools	Cloud computing, high-performance computing, automated AI-driven pipelines
4	Clinical/research application	Biomarker discovery, gene identification, pathway mapping	Precision medicine, real-time diagnostics, personalized therapeutics
5	Data processing	Batch-based analysis	Real-time data analysis and continuous integration
6	Major challenges	Data heterogeneity, scalability, reproducibility	Explainable AI, ethical concerns, data privacy and security

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Declarations

Acknowledgments

The authors acknowledge the Career Point University, Tikker-Kharwarian, Hamirpur, Himachal Pradesh for providing the requisite platform to complete this review.

Author contributions

NP: Resources, Software, Writing—original draft, Writing—review & editing. S Kapil: Conceptualization, Writing—original draft, Writing—review & editing, Supervision. A Sharma: Conceptualization, Resources, Software, Supervision. VS: Resources, Software, Writing—review & editing. PB: Resources, Software, Supervision. A Saini: Resources, Software. S Kumari: Resources, Software, Supervision. All authors read and approved the submitted version.

Conflicts of interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Ethical approval

Not applicable.

Consent to participate

Not applicable.

Consent to publication

Not applicable.

Availability of data and materials

Not applicable.

Funding

Not applicable.

Copyright

Publisher’s note

Open Exploration maintains a neutral stance on jurisdictional claims in published institutional affiliations and maps. All opinions expressed in this article are the personal views of the author(s) and do not represent the stance of the editorial team or the publisher.

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