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Abstract PR003: NADPH-producing enzymes restrict precancer progression in the pancreas

2025· article· en· W7108455675 on OpenAlexaff

Bibliographic record

VenueCancer Research · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMechanisms of cancer metastasis
Canadian institutionsPancreas Centre (Canada)
Fundersnot available
KeywordsPancreatic Intraepithelial NeoplasiaPancreasDownregulation and upregulationIn vivoEx vivoLipid peroxidationMetaplasiaReactive oxygen species

Abstract

fetched live from OpenAlex

Abstract Rewired cell metabolism is a hallmark of cancer; however, metabolic changes in precancer development and progression are not well understood. Acinar-to-ductal metaplasia (ADM) is a reversible, injury-induced lesion in the pancreas that constitutes the first histological change en route to cancer. Persistent ADM can advance to precancerous lesions, like pancreatic intraepithelial neoplasia (PanIN), and further progress to pancreatic ductal adenocarcinoma (PDAC). We hypothesized that altered cell metabolism drives ADM formation and precancer progression. We used mouse models of pancreatic tumorigenesis, primary cell cultures, metabolomics, and RNA-sequencing to determine the role of NADPH-producing enzymes in pancreatic precancer progression. RNA-seq on ADM in ex vivo cultures showed an upregulation of redox and antioxidant pathways. NRF2-target genes, G6pdx (glucose-6-phosphate dehydrogenase) and Me1 (malic enzyme 1), were among the most differentially expressed and encode NADPH-producing enzymes. Previous work in the field shows that reactive oxygen species (ROS) control ADM; therefore, we hypothesized that decreased NADPH production, via Me1-loss or G6PD-deficiency, would increase ROS and promote ADM. To test this hypothesis, we obtained G6PD-deficient mice and generated Me1 flox/flox mice and bred them with the KC line (Kras LSL-G12D/+ ;Ptf1a Cre/+ ) to model pancreatic tumorigenesis. We found that KCG (KC;G6pdmutant) and KCM (KC;Me1flox/flox) mice develop ADM and PanIN faster and in higher numbers than KC counterparts. We also observed higher levels of ROS and lipid peroxidation in KCG pancreata. Furthermore, accelerated lesion progression was rescued by antioxidant treatment in vivo and in vitro. ADM cultures from healthy human acinar cells also upregulated G6PD and ME1. Additionally, ADM in human cells was accelerated by inhibiting glutathione biosynthesis, suggesting a shared mechanism for ADM and precancer progression in mice and humans. Together, these data support the hypothesis that NADPH-producing enzymes restrict precancer progression in a redox-dependent manner. Overall, this work describes key metabolic pathways that underlie pancreatic metaplasia and neoplasia, expanding our understanding of cancer initiation. Citation Format: Megan Radyk, Barbara Nelson, Christopher Halbrook, Mengrou Shan, Mariana Tannus Ruckert, Jonathan Alektiar, Brooke Lavoie, Hanna Hong, Alexander Wood, Lucie Salvatore, Peter Sajjakulnukit, Wei Yan, Matthew Perricone, Li Zhang, Gabriel Corfas, Filip Bednar, Justin Colacino, Timothy Frankel, Marina Pasca di Magliano, Yatrik Shah, Howard Crawford, Costas Lyssiotis. NADPH-producing enzymes restrict precancer progression in the pancreas [abstract]. In: Proceedings of the AACR Special Conference in Cancer Research: Cancer Evolution: The Dynamics of Progression and Persistence; 2025 Dec 4-6; Albuquerque, NM. Philadelphia (PA): AACR; Cancer Res 2025;85(23_Suppl):Abstract nr PR003.

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)0.002
metaresearch head score (Gemma)0.001
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 score0.145
Threshold uncertainty score0.469

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.062
GPT teacher head0.444
Teacher spread0.382 · 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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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