Evidence map›Paper›PMID 41399147›Full record

ArticleJournal of clinical laboratory analysis2026

Functional Screening of NDUFAF6 Variants in Knockout Cells and Complementary Computational Analysis.

Feng Jiang, Ayumu Sugiura, Yoshihito Kishita, Kohta Nakamura, Xinju Qi, Yuxin Liu, Kei Murayama, Yasushi Okazaki

Abstract read
In one paragraph

Article in Journal of clinical laboratory analysis, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

8 authors.

Feng JiangDiagnostics and Therapeutics of Intractable Diseases, Intractable Disease Research Center, Graduate School of Medicine, Juntendo University, Tokyo, Japan.ORCID https://orcid.org/0000-0002-3525-8752
Ayumu SugiuraDiagnostics and Therapeutics of Intractable Diseases, Intractable Disease Research Center, Graduate School of Medicine, Juntendo University, Tokyo, Japan.
Yoshihito KishitaDepartment of Life Science, Faculty of Science and Engineering, Kindai University, Osaka, Japan.ORCID https://orcid.org/0000-0003-4978-1680
Kohta NakamuraDiagnostics and Therapeutics of Intractable Diseases, Intractable Disease Research Center, Graduate School of Medicine, Juntendo University, Tokyo, Japan.
Xinju QiDiagnostics and Therapeutics of Intractable Diseases, Intractable Disease Research Center, Graduate School of Medicine, Juntendo University, Tokyo, Japan.ORCID https://orcid.org/0009-0002-5864-6915
Yuxin LiuDiagnostics and Therapeutics of Intractable Diseases, Intractable Disease Research Center, Graduate School of Medicine, Juntendo University, Tokyo, Japan.ORCID https://orcid.org/0009-0005-0495-6944
Kei MurayamaDiagnostics and Therapeutics of Intractable Diseases, Intractable Disease Research Center, Graduate School of Medicine, Juntendo University, Tokyo, Japan.
Yasushi OkazakiDiagnostics and Therapeutics of Intractable Diseases, Intractable Disease Research Center, Graduate School of Medicine, Juntendo University, Tokyo, Japan.ORCID https://orcid.org/0000-0003-3241-5502

Funding

China Scholarship CouncilJapan AMED 21kk0305015h0002,25ek0109672s0403,25ek0109625h0003,25kk0305024s0203JSPS 23H00424toYO
6 · The paper itself

Abstract

backgroundNDUFAF6 (NADH:ubiquinone oxidoreductase complex assembly factor 6) is a nuclear-encoded gene essential for the assembly of mitochondrial respiratory chain complex I (NADH:ubiquinone oxidoreductase), the largest and most intricate component of the oxidative phosphorylation system, and its mutations are associated with mitochondrial diseases. However, the functional consequences of many NDUFAF6 variants remain unclear.

methodsWe selected 24 NDUFAF6 variants from published studies and our internal sequencing database. Using CRISPR-Cas9, we generated NDUFAF6 knockout HEK293FT cells and transfected them with wild-type or mutant expression vectors. Functional validation was performed using a luminescence-based ATP assay under mitochondrial stress. In silico predictions were conducted using multiple tools, and ColabFold, MitoFates, and ProtScale were used for structural modeling, mitochondrial targeting analysis, and hydrophobicity profiling.

resultsSix variants (p.Pro26fs, p.Asp69Val, p.Arg113Ter, p.Leu193Ter, p.Arg303Ter, and p.Lys331Arg) failed to restore ATP levels in knockout cells, indicating a significant loss of function. Among these, p.Asp69Val and p.Arg113Ter were consistent with ClinVar classifications. However, other variants such as p.Arg303Ter and p.Lys331Arg also showed functional impairment, highlighting discrepancies between database annotations and experimental results. Most variants retained mitochondrial targeting features, though p.Pro26fs exhibited a shifted MPP cleavage site. Hydrophobicity analysis indicated structural instability in several variants.

conclusionsOur study highlights the importance of experimental validation in improving the classification of NDUFAF6 variants. The ATP-based functional assay provides a useful and quantitative approach for assessing mitochondrial variant effects, which may complement in silico predictions and contribute to future efforts in mitochondrial disease diagnostics.

Indexed as

Mitochondrial ProteinsAdenosine TriphosphateComputational BiologyGene Knockout TechniquesHEK293 CellsHumansMitochondriaMitochondrial DiseasesMutationAdenosine TriphosphateMitochondrial ProteinsNDUFAF6 protein, humanATP assaymitochondrial diseasesmitochondrial dysfunctionNDUFAF6variants of uncertain significance

Identifiers

PMID41399147
PMCPMC12795983

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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.