Protocol for performing metabolic pathway-based subtyping of breast tumors

被引:0
|
作者
Iqbal, Mohammad Askandar [1 ]
Smith, Kirk [1 ,2 ]
Singh, Prithvi [2 ,3 ,4 ]
Siddiqui, Shumaila [5 ,6 ]
Chandrasekaran, Sriram [3 ,6 ,7 ]
机构
[1] Gulf Med Univ, Thumbay Res Inst Precis Med, Ajman, U Arab Emirates
[2] Gulf Med Univ, Coll Med, Ajman, U Arab Emirates
[3] Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USA
[4] Jamia Millia Islamia, Cent Univ, Ctr Interdisciplinary Res Basic Sci, New Delhi, Delhi, India
[5] CSIR, Cent Drug Res Inst, Lucknow, Uttar Pradesh, India
[6] Univ Michigan, Program Chem Biol, Ann Arbor, MI 48109 USA
[7] Univ Michigan, Rogel Canc Ctr, Med Sch, Ann Arbor, MI 48109 USA
来源
STAR PROTOCOLS | 2024年 / 5卷 / 03期
关键词
cancer; metabolism; systems biology;
D O I
10.1016/j.xpro.2024.103173
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Here, we present a protocol for analyzing the global metabolic landscape in breast tumors for the purpose of metabolism-based patient stratification. We describe steps for analyzing 1,454 metabolic genes representing 90 metabolic pathways and subjecting them to an algorithm that calculates the deregulation score of 90 pathways in each tumor sample, thus converting gene-level information into pathway-level information. We then detail procedures for performing clustering analysis to identify metabolic subtypes and using machine learning to develop a signature representing each subtype. For complete details on the use and execution of this protocol, please refer to Iqbal et al. 1
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收藏
页数:16
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