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Record W4408815214 · doi:10.1038/s41388-025-03325-z

Characterizing the tumor suppressor activity of FLCN in Birt-Hogg-Dubé syndrome cell models through transcriptomic and proteomic analysis

2025· article· en· W4408815214 on OpenAlexafffund
R.E. Jones, Elaine A. Dunlop, Jesse D. Champion, Peter F. Doubleday, Tijs Claessens, Zahra Jalali, Sara Seifan, Iain Perry, Peter Giles, Oliver J. Harrison, Barry J. Coull, Arjan C. Houweling, Arnim Pause, Bryan A. Ballif, Andrew R. Tee

Bibliographic record

VenueOncogene · 2025
Typearticle
Languageen
FieldMedicine
TopicRenal cell carcinoma treatment
Canadian institutionsMcGill University
FundersNational Institute of General Medical SciencesTenovusDelaware IDeA Network of Biomedical Research ExcellenceTerry Fox FoundationParc Geneteg CymruHealth and Care Research WalesKidney Foundation of CanadaFulbright AssociationNational Institutes of HealthMyrovlytis TrustU.S. Department of Health and Human Services
KeywordsFolliculinBiologyCarcinogenesisDNA damageCell cycleGene knockdownCancer researchCell biologyCancerCell cultureGeneticsDNAGene

Abstract

fetched live from OpenAlex

Abstract Birt-Hogg-Dubé syndrome (BHD) patients are uniquely susceptible to all renal tumor subtypes. However, the underlying mechanism of carcinogenesis is unclear. To study cancer development in BHD, we used human proximal kidney (HK2) cells and found that long-term folliculin ( FLCN ) knockdown was required to increase the tumorigenic potential of these cells, as evidenced by the formation of larger spheroids under nonadherent conditions. Transcriptomic and proteomic analyses revealed links between the FLCN, cell cycle control and DNA damage response (DDR) machinery. In addition, HK2 cells lacking FLCN had an altered transcriptome profile and enriched cell cycle control genes. G 1 /S cell cycle checkpoint signaling was compromised by increased protein levels of cyclin D1 (CCND1) and hyperphosphorylation of retinoblastoma 1 (RB1). A FLCN interactome screen revealed that FLCN binds to DNA-dependent protein kinase (DNA-PK). This novel interaction was reversed in an irradiation-responsive manner. Knockdown of FLCN in HK2 cells caused a marked increase in γH2AX and RB1 phosphorylation. The levels of both CCND1 and phosphorylated RB1 remained high during DNA damage, which was associated with defective cell cycle control caused by FLCN knockdown. Furthermore, Flcn -knockdown C. elegans were defective in cell cycle arrest caused by DNA damage. This work revealed that long-term FLCN loss and associated cell cycle defects in BHD patients could contribute to their increased risk of cancer.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.131
Threshold uncertainty score0.616

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.023
GPT teacher head0.263
Teacher spread0.240 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations7
Published2025
Admission routes2
Has abstractyes

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