ISSN2320-2882
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Paper Title

System Design and Pre-Analysis of TP53 Mutation Status in Human Cancer Cells

Authors

Akash Kumar Bhagat , Dr. Arvind Kumar Pandey

Keywords

TP53, machine learning, cancer cell lines,

Abstract

The research field utilizes cancer cell lines that originate from tumors to investigate cancerous processes and test new treatment methods. The TP53 gene functions as a crucial genetic element because it governs three fundamental cellular processes, which include cell cycle management, genomic restoration, and programmed cell death. Researchers must establish the TP53 mutation status of their samples because it directly affects their ability to obtain trustworthy experimental results. Researchers propose a machine learning technique to predict and assess TP53 mutation status within human cancer cell lines. The UMD TP53 database provides data which undergoes preprocessing to maintain both consistency and accuracy. The Logistic Regression model functions as a supervised classification system, which enables researchers to distinguish between mutant and wild-type cell lines based on their mutation characteristics. The proposed system combines all necessary components for data preprocessing and feature extraction and model training and evaluation into a unified operational process. The experimental results demonstrate how the model successfully detects mutation patterns while the existing datasets contain verification errors. The study demonstrates that cancer research needs validated mutation data to conduct reliable research while machine learning methods improve this reliability.

How To Cite

Choose the style your journal or department asks for, then copy it. Every version below is generated from this paper's own record.

IJCRT — journal style
"System Design and Pre-Analysis of TP53 Mutation Status in Human Cancer Cells", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.14, Issue 4, page no.g730-g735, April 2026, Available :https://ijcrt.org/papers/IJCRT2604783.pdf
APA — 7th edition
Bhagat, A. K., & Pandey, A. K. (2026). System Design and Pre-Analysis of TP53 Mutation Status in Human Cancer Cells. International Journal of Creative Research Thoughts, 14(4), g730-g735. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604783
MLA — 9th edition
Bhagat, Akash Kumar, and Arvind Kumar Pandey. "System Design and Pre-Analysis of TP53 Mutation Status in Human Cancer Cells." International Journal of Creative Research Thoughts, vol. 14, no. 4, 2026, pp. g730-g735, https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604783.
Chicago — 17th, bibliography
Bhagat, Akash Kumar, and Arvind Kumar Pandey. "System Design and Pre-Analysis of TP53 Mutation Status in Human Cancer Cells." International Journal of Creative Research Thoughts 14, no. 4 (2026): g730-g735. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604783.
Harvard — author–date
Bhagat, A.K. and Pandey, A.K. (2026) 'System Design and Pre-Analysis of TP53 Mutation Status in Human Cancer Cells', International Journal of Creative Research Thoughts, 14(4), pp. g730-g735. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604783
IEEE — numbered reference
A. K. Bhagat and A. K. Pandey, "System Design and Pre-Analysis of TP53 Mutation Status in Human Cancer Cells," IJCRT, vol. 14, no. 4, pp. g730-g735, Apr. 2026.
Vancouver — biomedical
Bhagat AK, Pandey AK. System Design and Pre-Analysis of TP53 Mutation Status in Human Cancer Cells. IJCRT. 2026 Apr;14(4):g730-g735.
AMA — 11th edition
Bhagat AK, Pandey AK. System Design and Pre-Analysis of TP53 Mutation Status in Human Cancer Cells. IJCRT. 2026;14(4):g730-g735. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604783
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT2604783, author = {Akash Kumar Bhagat and Arvind Kumar Pandey}, title = {System Design and Pre-Analysis of TP53 Mutation Status in Human Cancer Cells}, journal = {International Journal of Creative Research Thoughts}, volume = {14}, number = {4}, pages = {g730-g735}, year = {2026}, month = {April}, issn = {2320-2882}, url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604783} }
RIS — EndNote, RefWorks
TY - JOUR AU - Bhagat, Akash Kumar AU - Pandey, Arvind Kumar TI - System Design and Pre-Analysis of TP53 Mutation Status in Human Cancer Cells T2 - International Journal of Creative Research Thoughts JA - IJCRT VL - 14 IS - 4 PY - 2026 SN - 2320-2882 UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRT2604783 SP - g730-g735 ER -

Issue

Volume 14 Issue 4, April-2026
Pages : g730-g735

Article Information

Pages
g730-g735
Published
April 2026
Registration ID
IJCRT_306039
Published Paper ID
IJCRT2604783
Research Area
Science and Technology
Author Type
Indian Author
Location
JHALDA, WEST BENGAL, India
Licence
CC BY 4.0 · Open Access
ISSN & Impact Factor
2320-2882 · IF 9.17
Downloads
110

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About Publisher

International Journal of Creative Research Thoughts Published by IJCRT Publication
2320-2882 ISSN
9.17 Impact Factor
2013 ESTD Year
Open Access
Impact Factor 9.17, calculated from Google Scholar citation data — see how it is worked out.
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Licence

© 2026 — Authors hold the copyright of this article. This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0), which permits unrestricted use, distribution and reproduction in any medium, provided the original author and source are credited.
 Disclaimer: The content, data and findings in this article are based on the authors’ research and have been peer-reviewed for academic purposes only. Readers are advised to verify all information before practical or commercial use. The journal and its editorial board are not liable for any errors, losses or consequences arising from its use.

Declarations

Funding

No external funding was received for this study.

Conflict of Interest

The authors declare that they have no conflict of interest.

Acknowledgements

The authors would like to thank the reviewers and the editorial board of International Journal of Creative Research Thoughts for their careful reading and constructive comments, and all colleagues who supported the preparation of this manuscript.

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