# Ultrasensitive detection of circulating tumour DNA via deep methylation sequencing aided by machine learning

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/ultrasensitive-detection-of-circulating-tumour-dna-via-deep-methylation/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Naixin Liang,Bingsi Li,Ziqi Jia,Chenyang Wang,Pancheng Wu,Tao Zheng,Yanyu Wang,Fujun Qiu,Yijun Wu,Jing Su,Jiayue Xu,Feng Xu,Huiling Chu,Shuai Fang,Xingyu Yang,Cheng-Ju Wu,Zhili Cao,Lei Cao,Zhongxing Bing,Hongsheng Liu,Li Li,Cheng Huang,Yingzhi Qin,Yushang Cui,Han Han‐Zhang,Jianxing Xiang,Hao Liu,Xin Guo,Shanqing Li,Heng Zhao,Zhihong Zhang |
| Citations | 241 |
| DOI | 10.1038/s41551-021-00746-5 |
| Fields | Biochemistry, Genetics and Molecular Biology |
| Open Access | false |
| OA Status | closed |
| OpenAlex ID | https://openalex.org/W3166379906 |
| PMID | 34131323 |
| Type | article |
| Year | 2021 |

## Paper authors

- [Han Han‐Zhang](https://scholariq.org/researchers/han-han-zhang/)

## Paper primary topic

- [Cancer Genomics and Diagnostics](https://scholariq.org/topics/cancer-genomics-and-diagnostics/)

## Paper topics

- [Cancer Genomics and Diagnostics](https://scholariq.org/topics/cancer-genomics-and-diagnostics/)
- [Epigenetics and DNA Methylation](https://scholariq.org/topics/epigenetics-and-dna-methylation/)
- [RNA modifications and cancer](https://scholariq.org/topics/rna-modifications-and-cancer/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.