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KLF5-driven G6PD protects lung squamous cell carcinoma from ferroptosis by sustaining mitochondrial homeostasis and SLC7A11-dependent cystine uptake.

AIMS: Lung squamous cell carcinoma (LUSC) is a highly aggressive malignancy with limited therapeutic options. Ferroptosis has emerged as a promising antitumor strategy. However, the metabolic determinants governing ferroptotic vulnerability in LUSC remain incompletely understood. We investigated glucose-6-phosphate dehydrogenase (G6PD) in this context. MATERIALS AND METHODS: In vitro models using small interfering RNA (siRNA)-mediated G6PD depletion, together with pharmacological studies using 6-aminonicotinamide (6-AN) and LUSC xenograft models, were employed to investigate the underlying mechanisms. KEY FINDINGS: G6PD was markedly upregulated in LUSC, and analysis of the Cancer Genome Atlas lung squamous cell carcinoma (TCGA-LUSC) cohort showed that elevated G6PD expression was associated with advanced clinicopathological features and poorer overall survival. While ferroptosis inducers (erastin and RSL3) did not alter G6PD mRNA, they robustly increased G6PD protein during ferroptotic stress. Genetic or pharmacological inhibition of G6PD significantly sensitized LUSC cells to RSL3-induced ferroptosis, evidenced by enhanced lipid peroxidation, glutathione depletion, and ferrostatin-1-reversible cell death. Mechanistically, G6PD inhibition led to mitochondrial ferrous iron accumulation, elevated reactive oxygen species, impaired respiration, and activation of PINK1/Parkin-dependent mitophagy, which further exacerbated ferroptotic injury. In vivo, combined treatment with 6-aminonicotinamide and RSL3 markedly suppressed LUSC xenograft growth and enhanced biochemical markers of ferroptotic stress. Furthermore, G6PD protects cells by positively regulating the cystine/glutamate antiporter SLC7A11 to maintain redox homeostasis. Upstream, the oncogenic factor Krüppel-like factor 5 (KLF5) directly activates G6PD transcription. SIGNIFICANCE: Our findings identify a KLF5-G6PD-SLC7A11 axis as a critical metabolic safeguard against ferroptosis in LUSC. Targeting G6PD disrupts mitochondrial homeostasis, enhances mitophagy-dependent oxidative stress, and sensitizes tumors to ferroptotic therapy, highlighting a promising therapeutic strategy for LUSC.

Ferroptosis↗

Spatially Distinct Bone Marrow Sites Are Asymmetrically Impacted by Inflammatory Cardiovascular Disease.

Cardiovascular disease, a leading cause of mortality globally, is increasingly recognized to involve complex bone marrow-driven inflammatory mechanisms, yet the impact on spatially distinct bone marrow sites and comorbidities remains poorly understood. To address this, we developed MarrowMet, a methodology for whole-body, site-specific quantification of bone marrow activity. The approach involves intravenously injecting the metabolic tracer 18F-fluorodeoxyglucose (18F-FDG) in mice, followed by bone excision to quantify site-specific bone marrow activity, with values then superimposed on a whole-body mouse atlas. After establishing that 18F-FDG bone marrow uptake strongly correlated with inflammatory activity, we applied MarrowMet to map site-specific activation patterns across diverse cardiovascular pathologies, including mouse models of inflammatory atherosclerosis, acute ischemic events, acute respiratory distress syndrome, metabolic syndrome, and aging. MarrowMet guided the selection of bone marrow regions of interest for in-depth mass cytometric analyses, with the skull and sternum emerging as critical sites exhibiting distinct immune and metabolic profiles in cardiovascular disease. These results challenge the prevailing view that femoral marrow represents systemic activity. Together, this work lays a foundation for whole-body exploration of bone marrow heterogeneity, yielding critical insights into cardiovascular disease and associated inflammatory responses, and MarrowMet can be readily adopted to profile other immune mechanisms in a variety of pathologies, including cancer and autoimmune diseases.

(18)F-FDG↗

A Phenotype Risk Score-Triggered E-Visit Pathway to Capture TTR V142I in a Heart Failure Population.

BACKGROUND: Variant transthyretin amyloidosis (ATTRv) is an underdiagnosed cause of heart failure (HF), typically identified at later disease stages. The TTR p.Val142Ile (V142I) variant, found in ∼4% of African American (AA) individuals, is the most common cause of ATTRv in the United States and delayed diagnoses contribute to health disparities. PROJECT RATIONALE: Genetic testing is a guideline-directed step in diagnosing ATTRv but is performed in only ∼6% of patients. Improving identification of at-risk patients through genetic testing should accelerate diagnosis. PROJECT SUMMARY: A novel phenotype risk score (PheRS) that identifies patients at increased likelihood of harboring V142I is implemented in a health system. Using data from the electronic health records of AA patients ≥60 years old with HF, high-risk PheRS scores trigger clinician alerts recommending genetic testing through a new asynchronous, message-only (E-visit) pathway. TAKE-HOME MESSAGE: A disease-specific PheRS paired with clinician prompts and a digital genetics care pathway can expedite genetic diagnoses in patients with HF at risk for ATTRv.

cardiomyopathy↗

Structure-informed theoretical modeling defines principles governing avidity in bivalent protein interactions.

In signaling cascades, signaling proteins often encode multiple domains or motifs, which presents the possibility for avidity -- where multivalent binding drastically increases interaction strength and duration. However, predicting and validating multivalent interactions that interact with avidity is a challenge. Here, we integrate mechanistic modeling, structure-based analysis, and experimental approaches as a framework for defining the conditions under which avidity plays a role. We explore the tandem SH2 domain family of interactions with bisphosphorylated partners as a multivalent archetype, which encompasses key secondary messengers in tyrosine kinase signaling networks. Theoretical modeling suggests that maximum avidity occurs with closely spaced tyrosine phosphorylation sites combined with moderate monovalent affinities - exactly around the innate range of SH2 domain affinity - or with phosphorylation sites separated by sufficiently flexible linkers. Surprisingly, despite sequence diversity, structure-based analysis showed relatively conserved three-dimensional spacing between SH2 domains across all tandem SH2 families, which we corroborate experimentally, suggesting evolutionary optimization for avidity interactions. The combination of structure-based analysis of domain spacing with available monovalent experimental data appears, along with iterative experimental refinement of biophysical parameters, can identify high affinity interactions of tandem SH2 domain recruitment to the EGFR C-terminal tail. Using these principles, we extended bivalent predictions into the full phosphoproteome space and structural parameterization of other partners of SH2 domain binding, providing resources and methods for more rapid expansion of bivalent analysis. These approaches lay the groundwork for larger utility in multivalent prediction and testing to help better understand protein interactions that drive cell signaling.

BLI↗

Active-site arginines differentially control Cas12a DNA cleavage and specificity.

Cas12a is a CRISPR-Cas nuclease with biochemical features that make it useful for genome editing and nucleic acid diagnostics. However, its off-target and non-specific trans and CRISPR RNA-independent DNA cleavages can reduce the accuracy and limit applications requiring high fidelity. Here, we analyzed the role of two conserved arginine residues, R918 and R921, found in the RuvC active site pocket of Francisella novicida Cas12a. Through amino acid substitutions, biochemical assays, kinetic analysis, and computational study, we establish that a positive charge at 921 is required for CRISPR RNA-dependent DNA cleavage (cis cleavage), whereas R918 primarily enhances cleavage efficiency. Replacing R918 with lysine or alanine eliminates trans activity while retaining cis cleavage, whereas replacing R921 with lysine eliminates trans activity and replacing with alanine abolishes cis and trans cleavages. Furthermore, these changes significantly decrease RNA-independent cleavage and improve mismatch discrimination during cis cleavage, especially at PAM-distal sites. Structural analysis shows that R918 assists in the conversion of the lid covering the RuvC active site to an alpha helical form, while R921 stabilizes the DNA in the active site. Molecular dynamics simulations reveal that while R921 is critical in supporting the positioning of scissile phosphate, R918 is essential in maintaining catalytic-site organization through lid's conformational change as well as in positioning DNA through its role in stabilizing the active site framework. Together, our results highlight the importance of R918 and R921 in Cas12a's activity and the potential of modifying active pocket residues to reduce unwanted DNA cleavage while increasing on-target specificity.

CRISPR-Cas↗

Alternative bipartite arrangements of VP1 BR1-3 drive efficient nuclear import of AAV2 capsids.

Adeno-associated viruses (AAVs) are among the most extensively studied viral gene-therapy vectors, yet the mechanisms governing their nuclear entry remain incompletely understood. Efficient transduction requires that the AAV capsid, or its structural subunit VP1, traverse the nuclear envelope to deliver the therapeutic genome. The N-terminal region of VP1 contains three clustered basic regions (BR1-3) proposed to function as nuclear localization signals (NLSs). Here, we combine cellular, biophysical, structural, and computational modelling approaches to define the nuclear import mechanism of AAV2 VP1 at molecular resolution. We show that VP1 engages the classical importin-α/β1 (IMPα/β1) pathway and binds multiple IMPα paralogs with distinct affinities. Crystallographic and mutational analyses reveal that two intact BRs are required to simultaneously occupy the major and minor binding pockets of IMPα in a bipartite configuration. Structural data indicate that mouse IMPα2 (mIMPα2) preferentially accommodates BR1 and BR3 at these sites, however, functional studies demonstrate that mutation of individual BRs does not abolish IMP binding or nuclear accumulation. This robustness arises from the ability of BR2 to flexibly engage both binding pockets, enabling the formation of alternative bipartite arrangements (BR1-BR2, BR2-BR3, or BR1-BR3). Together, these findings reveal an unexpected versatility in how AAV2 VP1 exploits the IMPα binding sites, providing a structural basis for efficient capsid nuclear import. The flexibility of BR1-3 expands the current paradigm of viral NLS organization and suggests new strategies to fine-tune nuclear targeting AAV-based gene-therapy vectors.

Adeno-associated virus↗

Whole genome sequencing reveals the co-existence of blaPER-7, blaADC-52 and blaOXA-91 in multidrug resistant ST164pas/ST234oxfAcinetobacter baumannii strains in Bangladesh.

OBJECTIVE: Acinetobacter baumannii (A. baumannii) has emerged as a critical multidrug-resistant (MDR) pathogen with the capacity to persist in diverse ecological niches. Environmental reservoirs in densely populated settings such as Dhaka, Bangladesh, may play a significant role in sustaining and disseminating antimicrobial resistance (AMR). This study aimed to characterize the genomic and phenotypic features of MDR A. baumannii isolates recovered from urban water bodies. METHODS: Three environmental isolates of A. baumannii were subjected to antimicrobial susceptibility testing, biofilm and serum resistance assays, whole-genome sequencing and analysis. Comprehensive genome analysis was carried out emphasizing on antimicrobial resistance genes, virulence factor genes, multi-locus sequence type, integron, prophage and mobile genetic elements. RESULTS: Phenotypically, all the three isolates showed serum resistance and biofilm forming capacity. All the three isolates were identified as ST164pas/ST234oxf. The antimicrobial resistance genes investigation revealed that all the three isolates had co-existence of beta lactam resistance genes blaPER-7, blaADC-52 and blaOXA-91. The isolates had gyrA (S81L) and parC (V104I/D105E) mutations associated with fluoroquinolone resistance. Several prophage regions were found in the strains and A. baumannii ML1 harbored AMR genes inside prophage regions. All the isolates harbored integron 1 in their genome. Comparative genome analysis of the Bangladeshi ST164pas/ST234oxf strains revealed a high degree of genomic conservation. CONCLUSION: The findings from this study highlighted environmental water bodies as reservoirs for MDR A. baumannii and emphasize the need for targeted One Health surveillance and improved wastewater management to limit resistance dissemination.

Journal Article↗

A wild soybean MADS-box gene GsAGL62 improves seed weight by enhancing cytokinin signaling and cell proliferation.

Soybean seed weight is a key yield determinant, but the transcriptional mechanisms connecting hormone signaling to seed growth are poorly understood. Here, we identify GsAGL62, a wild soybean MADS-box transcription factor located within a previously mapped hundred-seed weight (HSW) locus and a domestication-associated selective sweep. Functional analyses show that overexpression of GsAGL62 in cultivated soybean significantly increases HSW, whereas ethyl methanesulfonate (EMS)-induced gmagl62 mutants reduce it. Integrated transcriptomic and metabolomic analyses reveal that GsAGL62 enhances cytokinin accumulation and signaling cytokinin-associated responses, accompanied by increased expression of genes involved in cell proliferation. Mechanistically, GsAGL62 directly binds to the promoter of the conserved growth inhibitor GmATPK2 and represses its transcription. Consistently, independent EMS-induced gmatpk2 mutants exhibit increased seed weight, supporting GmATPK2 as a downstream negative regulator of seed growth. Population genetic analyses further reveal strong differentiation of GsAGL62 promoter haplotypes during soybean domestication and improvement. These haplotypes show differential promoter activities and are associated with distinct agronomic performance, suggesting that cis-regulatory variation at GsAGL62 contributes to its selection during soybean improvement. Collectively, our findings establish a regulatory module linking GsAGL62 to cytokinin-associated responses, cell proliferation, and seed growth, and highlight GsAGL62 as a potential target for soybean yield improvement.

Cell proliferation↗

Mycobacterium tuberculosis Rv0158 negatively regulates the cGAS-STING pathway mediated type I IFN production and enhances intracellular survival.

BACKGROUND: Type I interferons (IFN) play an important role in the host defense against Mycobacterium tuberculosis (M. tb) infection and disease pathogenesis. Although M. tb has evolved several mechanisms to evade host immune surveillance, the mechanism used to regulate type I IFN expression remains unclear. METHODS: In this study, genome-wide high-throughput loss-of-function screening was performed to screen M. tb determinants that regulate the Type I IFN pathway, and the role for M. tb Rv0158 in inhibiting type I IFN responses was identified in vitro and in vivo. RESULTS: The M. tb coding protein Rv0158 was identified among many transposon (Tn) insertion mutants, which increased the expression of IFN-β and some pro-inflammatory cytokines. The results suggested that Rv0158 is associated with reduced STING protein levels and suppression of cGAS-STING-mediated innate immune responses, suggesting that Rv0158 may indirectly facilitate STING degradation or modulate its stability through host-interacting partners. Rv0158 also down-regulated the transcription of interferon-stimulated genes (ISGs) and increased the bacterial load in mice. CONCLUSION: Overall, our finding identified a new bacterial factor Rv0158, these results reveal an important role for M. tb Rv0158 in inhibiting Type I IFN responses, which improves our understanding of the immune evasion mechanisms of M. tb.

Immune escape↗

Genomic and transcriptomic features of relapsed small cell lung cancer.

BACKGROUND: Relapsed small cell lung cancer is characterized by treatment resistance and poor outcomes. Genomic and transcriptomic alterations in relapsed SCLC have not been characterized well. We comprehensively profiled relapsed SCLC samples along with patient-matched treatment-naive samples, when available, using whole-exome (WES), whole-genome (WGS), and RNA-sequencing (RNA-seq) to describe the molecular landscape of relapsed SCLC. Our goal is to identify potential novel pathways for additional functional validation and eventually novel therapeutic options. METHODS: We analyzed 54 relapsed and 27 treatment-naive SCLC samples using WES (with 26 patient-matched paired samples). A subset of the samples was also analyzed by WGS (n=28) and RNA-seq (n=31). Differences in mutational signatures, gene expression, structural variants, splicing, and neoantigen profiles at diagnosis and relapse were investigated. RESULTS: Relapsed SCLC samples demonstrated mutation signatures characteristic of platinum and APOBEC mutagenesis. Furthermore, these samples were characterized by MYC, MYCL and MYCN amplifications. Both treatment-naive and relapsed SCLC samples showed high prevalence of mutation-associated neoantigens (median= 86 in treatment-naive and 90 in relapsed SCLC; p=0.8) and TP53 was the most frequently altered gene to result in a neoantigen (48% of analyzed samples). Potential mechanisms of immune evasion, including amplification of CD24, overexpression of IDO1, increased M2 macrophage presence, and upregulation of HLA-E were also observed in relapse samples. Differences in alternative splicing patterns were observed between treatment-naive and relapsed small cell samples. Retained intron events were significantly enriched in treatment-naive samples and affected genes involved in DNA repair, metabolism, and WNT and MYC pathways. CONCLUSIONS: This study highlights the genomic and transcriptomic features of relapsed SCLC. These samples were characterized by genomic instability, WNT and MYC dysregulation, and splicing aberrations. Additional studies targeting the splicing machinery, WNT signaling, and immune evasion pathways could identify novel therapeutic vulnerabilities in SCLC.

Journal Article↗

Integrated multi-omic profiling enables recurrence risk stratification beyond pathological stage in resected EGFR-mutant lung adenocarcinoma.

BACKGROUND: Early-stage EGFR-mutant lung adenocarcinoma (LUAD) demonstrates heterogeneous outcomes after curative surgery, yet adjuvant treatment decisions are guided by pathological stage alone. Following the ADAURA trial, adjuvant osimertinib is the standard of care for resected stage IB-IIIA EGFR-mutant LUAD; however, real-world data demonstrate that up to 40% of patients remain disease-free at five years without adjuvant osimertinib, underscoring the need for improved risk stratification. PATIENTS AND METHODS: We performed integrated clinical, genomic and transcriptomic profiling of 400 patients with resected stage IA-IIIA EGFR-mutant LUAD. EGFR-mutant recurrence risk models integrating clinical, genomic and transcriptomic data were developed and validated across one internal and three external cohorts. RESULTS: Genomic instability, including TP53 co-mutations, copy number alterations and APOBEC-associated mutational signatures, increased with pathological stage. RBM10 co-mutations were enriched in tumours with L858R mutations and correlated with upregulation of WNT signalling and epithelial-mesenchymal transition. Transcriptomic features outperformed clinical or genomic variables alone in predicting recurrence risk, and a multi-omic model demonstrated superior and reproducible performance, achieving a median concordance index of 75.4% across four independent validation cohorts. The multi-omic model stratified recurrence risk within individual pathological stages, including stage I disease, and identified patients most likely to benefit from adjuvant EGFR TKI. CONCLUSIONS: These findings define the molecular heterogeneity of early-stage EGFR-mutant LUAD and support multi-omic risk stratification to inform adjuvant EGFR TKI decisions beyond pathological stage. Prospective validation in larger cohorts will be required to confirm these findings.

Journal Article↗

Efficient scarless gene editing in Pichia pastoris via survival stress-based intramolecular homologous recombination.

To overcome low efficiency and/or genomic instability induced by DNA cleavage in current genome-editing approaches, a novel pop-in/pop-out-based editing system was developed for Pichia pastoris. An ingenious arrangement of components leads to a more efficient screening by permitting the only type of DNA recombination under defined pressure conditions, in terms of the overall efficiency of gene editing, the system virtually depends on the integration efficiency mediated by single-crossover recombination. It does not rely on exogenous recombinases or programmable nucleases such as Cas9, thereby avoiding nuclease induced double strand breaks and associated off target mutations or chromatin fatigue. This strategy preserves high editing efficiency with no modification to the host's inherent genetic properties. Relative to site-specific recombination methods, its dual MazF counterselection enables seamless editing, avoiding scar sequence-induced genomic instability. In this study, nearly 100% knockout efficiency and over 86.67% integration efficiency were achieved in the described experimental cases with this system, which provides a new gene-editing tool for synthetic biology in Pichia pastoris.

Efficient scarless editing↗

Cohesin preservation across mitosis contributes to restart transcription via Cdk9-mediated activation of RNAPol2.

Cohesin organizes 3D genome architecture yet its acute depletion in vitro minimally affects transcription, leaving its regulatory role puzzling. We hypothesized that cohesin function is relevant when first encounters chromatin after mitosis. Using in vivo labeling and cell-cycle synchronization in human cells, we demonstrate that cohesin complexes persist through mitosis. This inherited pool dominates over newly translated cohesin during telophase-G1, highlighting the relevance of such transmission. Acute depletion of cohesin Rad21 at mitotic exit impairs the expression of hundreds of genes, mostly downregulated, enriched on functions related to tissue growth and development. Rad21 binds the promoter of this group of genes. Remarkably, we uncover a direct interaction during the M-G1 transition between Rad21 and Cdk9, the kinase component of transcription elongation factor b (pTEFb) complex. Rad21 loss impairs Cdk9 chromatin association, reducing active-elongating RNAPol2 at down-regulated genes. Overall, preserving cohesin across mitosis enables post-mitotic transcriptional reactivation via Cdk9, establishing tissue-specific expression programs.

RNA polymerase 2↗

Nuclear body assembly by a viral repeat RNA promotes Kaposi's sarcoma-associated herpesvirus gene expression.

Kaposin is the most abundantly expressed viral RNA in tumors caused by the oncogenic virus Kaposi's sarcoma-associated herpesvirus (KSHV); however, its role in viral replication is not understood. Here, we show that kaposin, previously viewed as a protein-coding transcript, exists primarily as a nuclear viral long non-coding RNA (lncRNA) that rebuilds cellular nuclear speckles (NSs) adjacent to the viral genome to enhance viral gene expression. Kaposin is both necessary and sufficient to drive substantial NS remodeling, and this effect depends on repetitive elements within the RNA. Absence of kaposin-mediated NS remodeling, depletion of the essential NS protein, serine/arginine repetitive matrix 2 (SRRM2), or steric blocking of the kaposin repetitive elements impair viral gene expression. This work defines kaposin as a viral architectural RNA that drives nuclear speckle seeding beside the viral genome and reframes our understanding of lncRNA function and the spatial organization of transcription in the infected cell nucleus.

Kaposi's sarcoma-associated herpesvirus↗

H3K9ac promoter profiling and their association with gene expression in immune cells of T2-high asthma patients.

BACKGROUND: Asthma is a heterogeneous chronic inflammatory syndrome, with the T2-high endotype defined by robust type 2 immune responses and skewed T helper polarization. Although H3K9 acetylation (H3K9ac) is a key activating histone mark in T helper differentiation, its genome-wide promoter landscape in circulating immune cells of T2-high asthma remains uncharacterized. METHODS: Integrated ChIP-seq and RNA-seq profiling was performed on peripheral blood mononuclear cells (PBMCs) from ten T2-high asthma patients and ten healthy controls. Differential H3K9ac enrichment and gene expression were analyzed, followed by concordance and Spearman correlation analyses to identify genes under H3K9ac-linked transcriptional regulation. Findings were contextualized using publicly available H3K27ac ChIP-seq datasets from asthmatic airway tissue and glucocorticoid-treated airway epithelial cells. RESULTS: We identified 2340 differential enrichment regions (DERs), 95.9% mapping to promoters, with nearly all showing H3K9ac loss and enrichment in T cell receptor signaling and Th1/Th2/Th17 differentiation pathways. Genes encoding histone-modifying enzymes, including HATs, HDACs, and HMTs, were overrepresented, suggesting a self-reinforcing epigenetic feedback loop. Integrated analysis identified 979 genes with concordant H3K9ac and expression changes: downregulated genes were enriched in lymphocyte activation and TNF signaling, whereas upregulated genes were enriched in AKT and MAPK pathways. Locus-specific analyses showed H3K9ac loss at Th1/Th17 genes (TBX21, IFNG, CCR6) and gain at Th2 genes (IL4, TSLP). Targeted RT-qPCR provided independent experimental support for reduced expression of Th1-associated genes, with significant decreases in STAT1 and STAT4 in T2-high asthma patients. Correlation analysis identified six genes with significant H3K9ac-expression associations. CONCLUSIONS: Promoter H3K9ac remodeling is a defining epigenetic feature of T2-high asthma, reflecting coordinated alterations at T helper lineage-defining loci and inflammatory pathways.

Asthma↗

Paired analysis of primary adenoid cystic carcinoma and derived cell lines reveals a mesenchymal and stem-like shift associated with therapy resistance.

Adenoid cystic carcinoma (ACC) is a salivary gland malignancy characterized by slow but persistent growth, frequent local recurrence, and late metastatic progression. Patients with unresectable, recurrent, or metastatic disease have limited therapeutic options. Efforts to identify effective therapeutic targets have been hindered by the limited availability of well-characterized ACC models. In this study, we established 11 ACC cell lines and performed RNA sequencing of nine cell lines and their matched primary tumors to evaluate the preservation and evolution of molecular and lineage-associated characteristics during cell line establishment. Comparative transcriptomic analysis revealed reduced epithelial and luminal differentiation programs in the cell lines, accompanied by enrichment of myoepithelial, EMT-, and cancer stem cell-associated transcriptional programs. Digital deconvolution and single-sample gene set enrichment analysis supported enrichment of hybrid EMT/stem-like states during in vitro propagation, while comparison with publicly available primary-recurrent ACC data demonstrated partial preservation of recurrence-associated plasticity and invasion programs. Protein-level validation of representative epithelial, myoepithelial, EMT, and stemness markers supported the major transcriptomic changes. In addition, a cell line with a higher stemness signature showed reduced sensitivity to cisplatin. Together, these findings indicate that ACC cell line establishment is associated with transcriptional reprogramming and enrichment of plastic, EMT/stem-like states while retaining selected ACC lineage characteristics. These models provide experimentally tractable platforms for investigating ACC progression, therapeutic response, and mechanisms of treatment resistance.

Adenoid cystic carcinoma↗