Evidence map›Paper›PMID 41688960›Full record

ArticleBMC biotechnology2026

A TXNIP-driven bioluminescent reporter for high-throughput discovery of glycolytic inhibitors against renal cell carcinoma.

Yajie Jing, Wanlu Liu, Hancheng Qin, Zhihong Chen

Abstract read
In one paragraph

Article in BMC biotechnology, 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

4 authors.

Yajie Jing *Suzhou Engineering Research Center of Natural Medicine and Functional Food, School of Biological and Food Engineering, Suzhou University, Suzhou, 234000, China.
Wanlu Liu *School of Basic Medicine, Youjiang Medical University for Nationalities, Baise, 533000, China.
Hancheng QinSchool of Basic Medicine, Youjiang Medical University for Nationalities, Baise, 533000, China.
Zhihong ChenSuzhou Engineering Research Center of Natural Medicine and Functional Food, School of Biological and Food Engineering, Suzhou University, Suzhou, 234000, China. chenzh808@126.com.

Funding

The Doctoral Scientific Research Start-Up Foundation of Suzhou University 2023bsk021The National Natural Science Foundation of China 82160502
6 · The paper itself

Abstract

The glycolytic inhibitor 2-deoxy-D-glucose (2-DG) has demonstrated consistent preclinical antitumor efficacy; however, the discovery of novel 2-DG-like agents for renal cell carcinoma (RCC) remains challenging due to the lack of specific, high-throughput screening (HTS) tools. In this study, RNA-seq analysis identified Thioredoxin-interacting protein (TXNIP) as a gene markedly upregulated by 2-DG in A498 RCC cells. We further confirmed that 2-DG transcriptionally upregulates the expression of both TXNIP and its transcription factor, MLX-interacting protein (MLXIP). Leveraging this mechanism, we engineered a bioluminescent reporter system by constructing a TXNIP promoter-driven luciferase construct (TXNIP-Pro-Luc2) and generating a stable A498-TXNIP-Pro-Luc2 cell line. In this system, 2-DG and its functional analogs activate the TXNIP promoter, resulting in a concentration-dependent increase in bioluminescence that serves as a direct functional readout for 2-DG-like activity. Collectively, we developed a novel reporter system based on the MLXIP/TXNIP pathway, which shows promise as a high-throughput screening platform for identifying glycolysis-targeting anti-RCC drug candidates.

Indexed as

Antineoplastic AgentsCarcinoma, Renal CellCarrier ProteinsGlycolysisHigh-Throughput Screening AssaysKidney NeoplasmsBasic Helix-Loop-Helix Leucine Zipper Transcription FactorsCell Line, TumorDeoxyglucoseGenes, ReporterHumansLuciferasesLuminescent MeasurementsPromoter Regions, GeneticAntineoplastic AgentsBasic Helix-Loop-Helix Leucine Zipper Transcription FactorsCarrier ProteinsDeoxyglucoseLuciferasesMLXIP protein, humanTXNIP protein, human2-Deoxy-D-glucose (2-DG)Bioluminescent reporterHigh-throughput screening (HTS)Renal cell carcinoma (RCC)TXNIP

Identifiers

PMID41688960
PMCPMC13011687

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Registered trials

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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.