王英珍

不积硅步,无以至千里;不积小流,无以成江河

TCR-多样性度量指标-Clonity的计算

28 Nov 2017 »

TCR Clonity

几个相关概念

Diversity: accounts for both “richness” and “evenness” components ( Shannon’s entropy).
Richness:The number of different specificities in the sample (counting the number of unique antigen receptor sequences).
Eveness:relative abundance of these different specificities ( gini index, clonality, 1- Pielou’s evenness).
Clonality:values range from 0 to 1 and describe the shape of the frequency distribution: clonality values approaching 0 indicate a very even distribution of frequencies, whereas values approaching 1 indicate an increasingly asymmetric distribution in which a few clones are present at high frequencies.

计算公式

1.先计算信息熵

2.normalized and inverted(This conversion is intended to generate values that agree with intuition)

相关应用

拒文献报道,Clonity与PD-1,CTLA-4抗体治疗的预后相关,另外和药物毒性也有关联。

[1]Tumeh P C, Harview C L, Yearley J H, et al. PD-1 blockade induces responses by inhibiting adaptive immune resistance[J]. Nature, 2014, 515(7528):568.
[2] Robert L, Tsoi J, Wang X, et al. CTLA4 blockade broadens the peripheral T-cell receptor repertoire[J]. Clinical Cancer Research An Official Journal of the American Association for Cancer Research, 2014, 20(9):2424.
[3]Cooper Z A, Frederick D T, Juneja V R, et al. BRAF inhibition is associated with increased clonality in tumor-infiltrating lymphocytes[J]. Oncoimmunology, 2013, 2(10):-.
[4]Lavin Y, Kobayashi S, Leader A, et al. Innate Immune Landscape in Early Lung Adenocarcinoma by Paired Single-Cell Analyses[J]. Cell, 2017, 169(4):750.
[5]Kirsch I, Vignali M, Robins H. T-cell receptor profiling in cancer ☆[J]. Molecular Oncology, 2015, 9(10):2063-2070.


Author: 王英珍
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email:wangyingzhen91@163.com