Evidence map›Paper›PMID 41998476›Full record

ArticleBiochemical genetics2026

A Method for Imputing scRNA-seq Data Based on Mobile Graph Convolutional Generative Adversarial Networks.

Qiaosheng Zhang, Mengjie Hu, Zhaoman Zhong, Jie Liu, Wanqin Li, Junjie Xu, Zhengyu Sun

Abstract read
PubMed Publisher
In one paragraph

Article in Biochemical genetics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Qiaosheng ZhangSchool of Computer Engineering, Jiangsu Ocean University, No. 59, Cangwu Road, Haizhou District, Lianyungang, 222000, Jiangsu, China. zqs@jou.edu.cn.
Mengjie HuSchool of Computer Engineering, Jiangsu Ocean University, No. 59, Cangwu Road, Haizhou District, Lianyungang, 222000, Jiangsu, China.
Zhaoman ZhongSchool of Computer Engineering, Jiangsu Ocean University, No. 59, Cangwu Road, Haizhou District, Lianyungang, 222000, Jiangsu, China.
Jie LiuSchool of Computer Engineering, Jiangsu Ocean University, No. 59, Cangwu Road, Haizhou District, Lianyungang, 222000, Jiangsu, China.
Wanqin LiSchool of Computer Engineering, Jiangsu Ocean University, No. 59, Cangwu Road, Haizhou District, Lianyungang, 222000, Jiangsu, China.
Junjie XuSchool of Computer Engineering, Jiangsu Ocean University, No. 59, Cangwu Road, Haizhou District, Lianyungang, 222000, Jiangsu, China.
Zhengyu SunSchool of Computer Engineering, Jiangsu Ocean University, No. 59, Cangwu Road, Haizhou District, Lianyungang, 222000, Jiangsu, China.

Funding

the Lianyungang Science and Technology Projects CG2323the National Natural Science Foundation of China 72174079the Postgraduate Research of Lianyungang LYG20210010
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Data imputationDeep learningGenerative adversarial networksMobile graph convolutionSingle-cell RNA sequencing

Identifiers

PMID41998476

What OpenQuestion holds

Textmetadata
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.