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Record W4362594938 · doi:10.1158/1538-7445.am2023-578

Abstract 578: Novel bi-thiazole LOX inhibitors to overcome chemotherapy resistance in triple negative breast cancer

2023· article· en· W4362594938 on OpenAlexaff
Metin Çetįn, Özge Saatci, Abdol-Hossein Rezaeian, Özge Akbulut, Nageswara Rao Chintada, Harrison Taylor, Breanna Pederson, Ioulia Chatzistamou, Hamed S. Najafabadi, Susan M. Lessner, Peggi M. Angel, Campbell McInnes, Özgür Şahin

Bibliographic record

VenueCancer Research · 2023
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMicrobial metabolism and enzyme function
Canadian institutionsConcordia UniversityMcGill University
Fundersnot available
KeywordsTriple-negative breast cancerBreast cancerCancer researchChemotherapyMedicineLysyl oxidaseDoxorubicinCancerBreast cancer chemotherapyOncologyInternal medicineChemistryEnzyme

Abstract

fetched live from OpenAlex

Abstract Triple negative breast cancer (TNBC) is the most aggressive breast cancer subtype accounting for around 15% of all breast cancer patients and is responsible for 30% of breast cancer-related deaths. Although chemotherapy is the mainstay therapy for TNBC, development of resistance significantly reduces patients’ survival. Therefore, there is an urgent need to identify novel and effective treatment strategies to overcome chemoresistance. Recently, we identified hypoxia-induced ECM re-modeler, lysyl oxidase (LOX), a member of LOX family, as a key mediator of chemoresistance in TNBC. In this study, combining a robust screening platform for drug-like molecules and cell-based/recombinant protein assays, we identified bi-thiazole derivatives as novel potent LOX inhibitors. Further structure activity relationship (SAR) analysis resulted in two lead compounds: 6403, a relatively LOX-specific inhibitor, and 6415, a more LOX/LOXL2 dual inhibitor. Both compounds reduced collagen crosslinking and led to chemosensitization in TNBC cell lines in 3D culture and in chemoresistant TNBC PDX organoids. Furthermore, re-analyses of scRNA-Seq data of TNBC patients treated with neo-adjuvant chemotherapy with known chemoresponse or resistance showed that LOX+ cells were enriched upon chemotherapy only in treatment-refractory patients. Importantly, we identified a significant correlation between LOX and the gene sets of Reactive Oxygen Species (ROS) and DNA repair in TNBC patients treated with chemotherapy. Supporting this, increased chemotherapy penetration upon LOX inhibition resulted in elevated ROS levels and DNA damage in cells, leading to inhibition of FAK/Akt survival signaling. The efficacy of 6403 was tested in a chemoresistant TNBC PDX model where combination of doxorubicin with LOX inhibitor overcame doxorubicin resistance with no significant change in body weights. State-of-the-art MALDI-MSI and MP-SHG experiments showed efficient reduction of collagen content and crosslinking, respectively in PDX tumors upon LOX inhibition. Overall, these results show that novel bi-thiazole LOX inhibitors block collagen crosslinking and potentiates chemotherapy-induced ROS-DNA damage axis to overcome chemoresistance in TNBC. Citation Format: Metin Cetin, Ozge Saatci, Abdol-Hossein Rezaeian, Ozge Akbulut, Nageswara Rao Chintada, Harrison Taylor, Breanna Pederson, Ioulia Chatzistamou, Hamed Shateri Najafabadi, Susan Lessner, Peggi Angel, Campbell McInnes, Ozgur Sahin. Novel bi-thiazole LOX inhibitors to overcome chemotherapy resistance in triple negative breast cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 578.

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)0.001
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 score0.204
Threshold uncertainty score0.633

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 science0.0000.000
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 head0.037
GPT teacher head0.354
Teacher spread0.317 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

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