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16 pages, 6247 KB  
Article
Single-Cell Transcriptomic and Metabolic Signatures in Exhausted and Classical Memory B Cells—An Exploratory Analysis in Systemic Lupus Erythematosus and Lupus Nephritis
by Litong Zhu, Taoyan Lin, Lai Yee Cheong, Jason K. H. Sher, Irene Y. L. Yam, Wynn Cheung, Susan Yung, Tak Mao Chan and Desmond Y. H. Yap
Biomedicines 2026, 14(6), 1188; https://doi.org/10.3390/biomedicines14061188 - 25 May 2026
Viewed by 668
Abstract
Aim: Disturbances in exhausted and classical memory B cells have been implicated in the pathogenesis of systemic lupus erythematosus (SLE) and lupus nephritis (LN), but the genetic regulation of their homeostasis remains poorly understood. Methods: We analyzed the single-cell RNA-seq data of peripheral [...] Read more.
Aim: Disturbances in exhausted and classical memory B cells have been implicated in the pathogenesis of systemic lupus erythematosus (SLE) and lupus nephritis (LN), but the genetic regulation of their homeostasis remains poorly understood. Methods: We analyzed the single-cell RNA-seq data of peripheral blood mononuclear cells (PBMCs) from the NIH SLE dataset (GSE135779) and another published LN single-cell RNA-seq dataset (dbGAP database accession code phs001457.v1.p1). Overlapping differentially expressed genes (DEGs) in exhausted and classical memory B cells from SLE and LN patients were identified, and their altered expression was validated in B cells obtained from LN patients. GO and KEGG analyses were used to analyze associated pathways. The relationships between exhausted and classical memory B cells and cellular metabolic pathways were also assessed. Results: Three DEGs (IFI44L, XAF1, and MX1) were detected in both exhausted and classical memory B cells, and their increased expression was verified in classical and exhausted memory B cells obtained from LN patients during remission. The protein–protein interaction network of the DEGs suggested that STAT1 showed the highest eigenvector centrality for these DEGs. IFI44L, XAF1 and MX1 were involved in distinct biological processes and immune pathways (especially JAK-STAT). Classical memory B cells showed higher expression of genes involved in sulfur metabolism (SQRDL and TST), amino sugar metabolism (GFPT1 and UAP1), and butanoate metabolism (ACADS and ACAT1), while exhausted B cells exhibited inverse relationships with these metabolic pathways. Conclusions: Altered expression of IFI44L, XAF1 and MX1 is associated with distinct metabolic signatures and immune pathways in exhausted and classical memory B cells in SLE and LN. Full article
(This article belongs to the Special Issue Epigenetic Regulation of Kidney Development)
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18 pages, 1143 KB  
Article
Transcriptomic Traces of Noise Exposure in Hearing Loss and Systematic Identification of Biomarker Candidates at the Molecular Scale
by Gözde Öztan, Halim İşsever, Yahya Güldiken, Sevgi Canbaz, Fatma Oğuz, Özlem Kar Kurt and Tuğçe İşsever
Int. J. Mol. Sci. 2026, 27(10), 4182; https://doi.org/10.3390/ijms27104182 - 8 May 2026
Viewed by 353
Abstract
Occupational noise-induced hearing loss (NIHL) is a common occupational disorder, yet non-invasive molecular indicators of chronic occupational noise exposure remain insufficiently characterized. Although the cochlear mechanisms behind NIHL have been extensively studied in experimental models, peripheral blood transcriptomic alterations in affected human populations [...] Read more.
Occupational noise-induced hearing loss (NIHL) is a common occupational disorder, yet non-invasive molecular indicators of chronic occupational noise exposure remain insufficiently characterized. Although the cochlear mechanisms behind NIHL have been extensively studied in experimental models, peripheral blood transcriptomic alterations in affected human populations are less well defined. In this exploratory study, we aimed to describe peripheral blood gene expression patterns associated with occupational NIHL and to generate candidate molecular signals for future validation. Peripheral blood RNA sequencing (RNA-seq) was performed in 11 male individuals with occupational bilateral sensorineural hearing loss and four noise-unexposed healthy male controls. Transcript abundance was quantified using a standardized RNA-seq workflow, and formal differential expression analysis was conducted on gene-level count data derived from Salmon quantification using DESeq2 with Benjamini–Hochberg correction. Through our analysis, we identified a limited set of differentially expressed genes, including upregulated interferon-associated transcripts, such as RSAD2, IFIT1, IFI44L, and CMPK2, host-defense-related genes, including DEFA1, DEFA3, and DEFA4, and immune-regulatory transcripts such as HLA-DRB1 and GPR15, together with downregulated non-coding RNAs including SNORD3A and SNORD3C. These findings suggest that occupational NIHL may be accompanied by detectable peripheral blood transcriptomic alterations, predominantly involving immune- and host-defense-related pathways. Given the limited cohort size and exploratory design, these genes represent preliminary candidates for validation in larger independent cohorts. Full article
(This article belongs to the Special Issue Benchmarking of Modeling and Informatic Methods in Molecular Sciences)
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20 pages, 1855 KB  
Article
Transcriptomic Profiling of Monozygotic Twins with Type 1 Gaucher Disease
by Aslı İnci, Sümeyye Aydoğdu Demirel, Filiz Başak Cengiz Ergin, Gürsel Biberoğlu, İlyas Okur, Fatih Süheyl Ezgü, Leyla Tümer, Rıdvan Murat Öktem and Serap Dökmeci
Life 2026, 16(5), 741; https://doi.org/10.3390/life16050741 - 29 Apr 2026
Viewed by 452
Abstract
Background: Gaucher disease (GD) arises from pathogenic variants in the GBA1 gene and is known for its wide range of clinical presentations—a variability that genotype alone cannot adequately account for. Objective: This study aimed to explore transcriptomic factors that might help [...] Read more.
Background: Gaucher disease (GD) arises from pathogenic variants in the GBA1 gene and is known for its wide range of clinical presentations—a variability that genotype alone cannot adequately account for. Objective: This study aimed to explore transcriptomic factors that might help explain why two genetically identical twins with type 1 GD developed noticeably different clinical outcomes. Methods: We isolated peripheral blood mononuclear cells from both twins and two age-matched controls, then differentiated them into macrophages in vitro before conducting RNA sequencing. Gene expression differences were analyzed using established bioinformatics pipelines, and a subset of genes were subsequently assessed by quantitative real-time PCR (qRT-PCR) to confirm the sequencing findings. Results: Both twins shared a GD-associated transcriptional signature broadly reflecting immune activation and lysosomal stress. Interestingly, the twin who experienced systemic complications had a relative enrichment of interferon-responsive transcripts, while the less severely affected twin showed more pronounced suppression of small nucleolar RNA clusters. That said, neither difference held up after correcting for multiple comparisons, so these patterns are best viewed as exploratory trends rather than definitive findings. The qRT-PCR results lend partial support to this picture: stress- and immune-related genes (DDIT4, RPH3A, SAMSN1) trended toward higher expression in patients versus controls, and interferon-stimulated genes (ISG15, RSAD2, IFI44L) were more elevated in M2 than in M1. Conclusions: Taken together, these findings suggest that factors beyond genetics—whether epigenetic, environmental, or otherwise—may play a meaningful role in shaping how GD manifests differently even between individuals with identical DNA. Although the data are preliminary, they point to transcriptomic profiling, paired with targeted validation, as a useful starting point for building hypotheses about why this disease looks so different from one patient to the next, even when the underlying mutation is the same. Full article
(This article belongs to the Section Physiology and Pathology)
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14 pages, 461 KB  
Article
A Blood-Based Interferon Viral Score Defines Acute RSV Bronchiolitis in Infants
by Ilaria Galliano, Stefania Alfonsina Liguori, Anna Pau, Paola Montanari, Cristina Calvi, Anna Clemente, Anna Massobrio, Claudia Linari, Stefano Gambarino, Alessandra Conio and Massimiliano Bergallo
Infect. Dis. Rep. 2026, 18(2), 29; https://doi.org/10.3390/idr18020029 - 1 Apr 2026
Viewed by 497
Abstract
Background: Respiratory syncytial virus (RSV) is the leading cause of bronchiolitis and hospitalization in infancy. Reliable biomarkers reflecting host antiviral responses and disease dynamics are still lacking. Methods: We evaluated the expression of the interferon-stimulated genes IFI44L, IFI27, and RSAD2 in peripheral blood [...] Read more.
Background: Respiratory syncytial virus (RSV) is the leading cause of bronchiolitis and hospitalization in infancy. Reliable biomarkers reflecting host antiviral responses and disease dynamics are still lacking. Methods: We evaluated the expression of the interferon-stimulated genes IFI44L, IFI27, and RSAD2 in peripheral blood of infants hospitalized with RSV bronchiolitis at admission and discharge, and in healthy controls, using multiplex RT-qPCR. A composite interferon-based Viral Score was derived from coordinated ISG expression. Results: All three ISGs and the Viral Score were markedly elevated during acute RSV infection at hospital admission compared with discharge and healthy controls. Following clinical recovery, ISG expression and Viral Score declined significantly and approached baseline levels. The Viral Score clearly discriminated acute infection from recovery and healthy states, reflecting dynamic systemic interferon activation. Conclusions: A Viral Score based on IFI44L, IFI27, and RSAD2 captures systemic antiviral immune responses in infants with RSV bronchiolitis and declines with disease resolution. This interferon-based host-response signature represents a promising biomarker for defining viral infection status and monitoring disease dynamics in pediatric respiratory infections. Full article
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15 pages, 23101 KB  
Article
Identification of Differentially Expressed Genes and Molecular Pathways Involved in Primary Biliary Cholangitis Using RNA-Seq
by Min Yang, Xiaoyun Shen, Haitao Fu, Jie Lu and Fengying Li
Genes 2026, 17(1), 10; https://doi.org/10.3390/genes17010010 - 22 Dec 2025
Viewed by 1150
Abstract
Objective: This study aims to investigate the functional role of lncRNA STX17-DT, which was previously found to be upregulated in peripheral blood mononuclear cells (PBMCs) of PBC patients, by examining its impact on gene expression and cellular behavior in a human monocyte [...] Read more.
Objective: This study aims to investigate the functional role of lncRNA STX17-DT, which was previously found to be upregulated in peripheral blood mononuclear cells (PBMCs) of PBC patients, by examining its impact on gene expression and cellular behavior in a human monocyte model. Methods: STX17-DT was overexpressed in THP-1 cells, which was assessed via plasmid transfection. Transcriptomic changes were analyzed by RNA sequencing, followed by comprehensive bioinformatics analyses including differential expression, functional enrichment, transcription factor network, and protein–protein interaction (PPI) analysis. Functional validation was performed using CCK-8 and TUNEL assays to assess proliferation and apoptosis, respectively. Results: Overexpression of STX17-DT led to 1973 differentially expressed genes (DEGs), with 1201 upregulated and 772 downregulated. Key upregulated genes included interferon-stimulated genes (e.g., interferon induced protein 44 like (IFI44L), interferon induced protein 44 (IFI44), guanylate binding protein 1(GBP1)) and chemokines (CCL4, CCL8). Upregulated DEGs were significantly enriched in immune-related pathways such as NF-κB signaling, Toll-like receptor signaling, TNF signaling, and cytokine–cytokine receptor interaction. Downregulated genes were involved in metabolic and signaling pathways such as PI3K–Akt, cAMP, and butanoate metabolism. Transcription factor analysis revealed significant alterations in regulators like Yes1 associated transcriptional regulator(YAP1), nuclear receptor subfamily 4 group A member 1(NR4A1), and MAF bZIP transcription factor B(MAFB). PPI network analysis suggested TNF, TLR4, TLR6, and STAT2 as central hubs. Functionally, STX17-DT overexpression enhanced THP-1 cell proliferation and significantly reduced apoptosis. Conclusions: STX17-DT promoted a pro-inflammatory transcriptomic profile and enhanced monocyte survival in our study, suggesting a potential role in PBC immunopathology. It may represent a potential biomarker and therapeutic target, particularly for patients with advanced disease or suboptimal response to ursodeoxycholic acid. Further studies in primary cells, animal models, and histological samples are warranted to validate its role in PBC pathogenesis. Full article
(This article belongs to the Section RNA)
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16 pages, 1284 KB  
Article
Age- and Sex-Dependent Variation in the Type I Interferon Signature of Healthy Individuals
by Ilaria Galliano, Matteo Volpe, Cristina Calvi, Marzia Pavan, Anna Massobrio, Stefano Gambarino, Roberto Albiani, Claudia Linari, Anna Clemente, Anna Pau, Paola Montanari and Massimiliano Bergallo
Medicina 2025, 61(12), 2230; https://doi.org/10.3390/medicina61122230 - 17 Dec 2025
Viewed by 923
Abstract
Background and Objectives: Type I interferon (IFN-I) transcriptional signatures are widely utilised as readouts of innate immunity. We evaluated whether age and sex affect single interferon-stimulated genes (ISGs) and the composite IFN-I score, with implications for control selection and assay calibration. Materials [...] Read more.
Background and Objectives: Type I interferon (IFN-I) transcriptional signatures are widely utilised as readouts of innate immunity. We evaluated whether age and sex affect single interferon-stimulated genes (ISGs) and the composite IFN-I score, with implications for control selection and assay calibration. Materials and Methods: Ninety-five healthy individuals (53 males, 42 females; 18 days to 89 years) were studied. Whole-blood expressions of IFI27, IFI44L, IFIT1, ISG15, RSAD2 and SIGLEC1 was quantified by RT-qPCR, normalised to GAPDH and calibrated to a paediatric reference. Age associations used Spearman’s rho; sex differences, two-sided Mann–Whitney U tests. Results: Age effects were modest and gene-specific: IFI44L declined and IFI27 increased with age (significant overall and in females), whereas in males only IFI44L decreased; other ISGs were null (|r| ≤ 0.36). The composite IFN-I score showed no association with age or sex, indicating that aggregation mitigates small gene-level variation and that demographic influences on baseline IFN-I readouts appear minimal within this six-gene whole-blood qPCR panel in our cohort. Conclusions: Methodologically, a single primary cut-off within homogeneous pipelines is appropriate. Although best practice favours age-, sex- and matrix-matched healthy controls, our data show no significant age- or sex-related differences in the composite IFN-I score; matching therefore primarily supports comparability and clinical governance rather than correction of demographic shifts. Full article
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15 pages, 2131 KB  
Article
Molecular Responses to Avian Reovirus Inoculation In Vitro
by Zubair Khalid and Ruediger Hauck
Viruses 2025, 17(11), 1489; https://doi.org/10.3390/v17111489 - 10 Nov 2025
Viewed by 1331
Abstract
Avian reovirus (ARV) is an important pathogen of poultry, yet the molecular responses to ARV across cell types remain unknown. The present study explores the differential transcriptomic responses to ARV S1133 infection in three cell types, i.e., chicken embryo kidney (CEK), chicken embryo [...] Read more.
Avian reovirus (ARV) is an important pathogen of poultry, yet the molecular responses to ARV across cell types remain unknown. The present study explores the differential transcriptomic responses to ARV S1133 infection in three cell types, i.e., chicken embryo kidney (CEK), chicken embryo liver (CELi), and macrophage-derived cells (HD11) at 6, 12, and 24 h post-inoculation (hpi). CELi cells exhibited the highest viral replication rates at all timepoints, with maximal titer observed at 24 hpi, whereas HD11 cells showed limited viral replication but extensive host transcriptional activity. Differential gene expression analysis revealed that macrophage-derived (HD11) cells, despite the lower viral load, presented the most pronounced transcriptional changes. CEK cells demonstrated a unique activation of immune-related pathways, specifically those related to lymphocyte chemotaxis and type II interferon response. CELi cells showed upregulation of expression of genes involved in defense against viruses. Protein–protein interaction (PPI) analysis identified key antiviral genes, including IFI6, OASL, RSAD2, SAMD9L, and MX1, as central nodes. In CELi, significant alternative splicing events were observed in transcripts of several genes, including those implicated in immunity. Taken together, results indicate that inoculation of ARV triggered cell-type and time-dependent viral replication and stimulated transcriptional activity linked with unique but functionally interconnected pathways. Full article
(This article belongs to the Special Issue Avian Reovirus)
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30 pages, 3096 KB  
Article
Comparative Analysis of CRISPR/Cas9 Delivery Methods in Marine Teleost Cell Lines
by Álvaro J. Arana, Sara Veiga-Rua, Diego Cora, Manuel A. Gónzalez-Gómez, Ana Seijas, Maialen Carballeda, David Polo, Alberto Cuesta, Yolanda Piñeiro, José Rivas, Mercedes Novo, Wajih Al-Soufi, Paulino Martínez, Laura Sánchez and Diego Robledo
Int. J. Mol. Sci. 2025, 26(21), 10703; https://doi.org/10.3390/ijms262110703 - 3 Nov 2025
Cited by 1 | Viewed by 2109
Abstract
Gene editing technologies such as CRISPR/Cas9 have revolutionized functional genomics, yet their application in marine fish cell lines remains limited by inefficient delivery. This study compares three delivery strategies—electroporation, lipid nanoparticles (LNPs), and magnetofection using gelatin-coated superparamagnetic iron oxide nanoparticles (SPIONs)—for CRISPR/Cas9-mediated editing [...] Read more.
Gene editing technologies such as CRISPR/Cas9 have revolutionized functional genomics, yet their application in marine fish cell lines remains limited by inefficient delivery. This study compares three delivery strategies—electroporation, lipid nanoparticles (LNPs), and magnetofection using gelatin-coated superparamagnetic iron oxide nanoparticles (SPIONs)—for CRISPR/Cas9-mediated editing of the ifi27l2a gene in DLB-1 and SaB-1 cell lines. We evaluated transfection and editing efficiency, intracellular Cas9 localization, and genomic stability of the target locus. Electroporation achieved up to 95% editing in SaB-1 under optimized conditions, but only 30% in DLB-1, which exhibited locus-specific genomic rearrangements. Diversa LNPs enabled intracellular delivery and moderate editing (~25%) in DLB-1 but yielded only minimal editing in SaB-1, while SPION-based magnetofection resulted in efficient uptake but no detectable editing, highlighting post-entry barriers. Confocal imaging and fluorescence correlation spectroscopy suggested that nuclear localization and Cas9 aggregation may influence editing success, highlighting the importance of intracellular trafficking in CRISPR/Cas9 delivery. Our findings demonstrate that CRISPR/Cas9 delivery efficiency is cell line-dependent and governed by intracellular trafficking and genomic integrity. These insights provide a practical framework for optimizing gene editing in marine teleosts, advancing both basic research and selective breeding in aquaculture. Full article
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23 pages, 2560 KB  
Article
Early Transcriptomic Signatures of Immune Response Modulation Following Antiretroviral Therapy in HIV-Infected Patients
by Ekaterina A. Stolbova, Anastasia V. Pokrovskaya, Andrey B. Shemshura, Dmitry E. Kireev, Alexey A. Lagunin, Boris N. Sobolev, Sergey M. Ivanov and Olga A. Tarasova
Int. J. Mol. Sci. 2025, 26(21), 10678; https://doi.org/10.3390/ijms262110678 - 2 Nov 2025
Cited by 1 | Viewed by 1502
Abstract
Human immunodeficiency virus (HIV) remains a global public health challenge. Antiretroviral therapy (ART) improves outcomes by suppressing viral replication and enabling immune recovery, yet the early molecular mechanisms of immune-related transcriptional change after ART remain insufficiently characterized. We enrolled eight ART-naïve male patients [...] Read more.
Human immunodeficiency virus (HIV) remains a global public health challenge. Antiretroviral therapy (ART) improves outcomes by suppressing viral replication and enabling immune recovery, yet the early molecular mechanisms of immune-related transcriptional change after ART remain insufficiently characterized. We enrolled eight ART-naïve male patients with HIV aged 18–35. Peripheral blood mononuclear cells (PBMCs) were collected before and after 24 weeks of combination ART (TDF, 3TC, DTG) and underwent bulk RNA-seq (Illumina HiSeq 1500, Illumina, Inc., San Diego, CA, USA). Differential expression was assessed with DESeq2 (paired design); gene set enrichment analysis (GSEA), principal component analysis (PCA), hierarchical clustering, and protein–protein interaction (PPI) networks (STRING/NetworkX) explored functional patterns and transcriptomic shifts. We identified 87 differentially expressed genes, including 67 downregulated interferon-stimulated genes (e.g., IFI44L, ISG15, STAT1) and 20 upregulated transcripts, mostly pseudogenes related to ribosomal proteins. Functional enrichment revealed suppression of type I interferon and other antiviral signaling pathways. PCA and hierarchical clustering indicated a post-ART transcriptional shift. These findings suggest that early immune recovery following ART involves downregulation of chronic interferon-driven activation. This observation may correspond to partial restoration of T-cell functional capacity, reduced immune exhaustion, and a rebalanced antiviral immune environment. Full article
(This article belongs to the Special Issue The Evolution, Genetics and Pathogenesis of Viruses)
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24 pages, 5319 KB  
Article
Selenium Supplementation Mitigates Copper-Induced Systemic Toxicity via Transcriptomic Reprogramming and Redox Homeostasis in Mice
by Faiz Hussain Panhwar, Muhammad Zahir Ahsan, Xiaomei Jia, Xiaoying Ye, Rongjun Chen, Lihua Li and Jianqing Zhu
Foods 2025, 14(20), 3528; https://doi.org/10.3390/foods14203528 - 16 Oct 2025
Cited by 2 | Viewed by 2224
Abstract
Copper is an essential trace element that supports numerous physiological functions; however, excessive copper accumulation can disrupt cellular and biological processes. In this study, forty-eight male mice were randomly divided into four groups (n = 12): Control (fed normal rice), Cu300 (300 mg/kg [...] Read more.
Copper is an essential trace element that supports numerous physiological functions; however, excessive copper accumulation can disrupt cellular and biological processes. In this study, forty-eight male mice were randomly divided into four groups (n = 12): Control (fed normal rice), Cu300 (300 mg/kg copper), Cu300+Se (Cu300 + selenium-enriched rice), and Cu300+iSe (Cu300 + 1 mg/kg iSe), and were treated for 180 days. Copper exposure resulted in reduced body weight, hepatomegaly and nephritis, elevated copper deposition in organs, oxidative stress, and significant declines in RBC, HGB, and WBC counts, leading to anemia and immunosuppression. Selenium supplementation, effectively mitigated these effects by reducing copper accumulation, restoring antioxidant balance, and enhancing selenoprotein-related functions. Histopathological analysis revealed that copper toxicity induced hydropic degeneration and focal necrosis in hepatic and renal tissues, effects that were significantly attenuated by selenium supplementation. Transcriptomic profiling revealed that selenium-enriched rice reversed copper-induced gene expression changes. In the liver, selenium treatment significantly upregulated protective genes such as Slc7a, Bola1, Uqcrq, Dtx1, and Znrd2, while downregulating stress-related genes like Trim75, Dpm3, Moxd1, Tnfrsf25, and Gpr75. In the kidneys, selenium enhanced the expression of detoxification and immune-modulating genes (Mt1, Mt2, Rhbdl1, Crisp3, Mif) and suppressed stress-related genes (Nnt, Ifi44l, NLRP12, Eno1b, Ugt1a), demonstrating its role in mitigating oxidative and inflammatory stress. Collectively, these findings demonstrate that selenium-enriched rice exerts potent protective effects against chronic copper toxicity through multiple mechanisms: (1) restoration of mitochondrial function, (2) attenuation of ER stress and apoptosis, (3) enhancement of antioxidant and detoxification pathways, and (4) modulation of metabolic and immune responses. This study highlights selenium-enriched rice as a promising nutritional intervention for mitigating chronic copper toxicity and maintaining hepatorenal health. Full article
(This article belongs to the Section Food Nutrition)
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16 pages, 11333 KB  
Article
Interferon-Linked Lipid and Bile Acid Imbalance Uncovered in Ankylosing Spondylitis in a Sibling-Controlled Multi-Omics Study
by Ze Wang, Yi Huang, Ziyu Guo, Jianhua Sun and Guoquan Zheng
Int. J. Mol. Sci. 2025, 26(16), 7919; https://doi.org/10.3390/ijms26167919 - 16 Aug 2025
Cited by 2 | Viewed by 1649
Abstract
Ankylosing spondylitis (AS) displays wide inter-patient variability that is not accounted for by HLA-B27 alone, suggesting that additional immune and metabolic modifiers contribute to disease severity. Using a genetically matched design, we profiled peripheral blood mononuclear cells from two brother pairs discordant for [...] Read more.
Ankylosing spondylitis (AS) displays wide inter-patient variability that is not accounted for by HLA-B27 alone, suggesting that additional immune and metabolic modifiers contribute to disease severity. Using a genetically matched design, we profiled peripheral blood mononuclear cells from two brother pairs discordant for AS severity and one healthy brother pair. Strand-specific RNA-seq was analyzed with a family-blocked DESeq2 model, while untargeted metabolites were quantified using gas chromatography–mass spectrometry (GC-MS) and liquid chromatography–mass spectrometry (LC-MS). Differential features were defined as follows: differentially expressed genes (DEGs) (|log2FC| ≥ 1 and FDR < 0.05) and metabolites (VIP > 1, FC ≥ 1.2, and BH-adjusted p < 0.05). Pathway enrichment was performed with KEGG and Gene Ontology (GO). A total of 325 genes were differentially expressed. Type I interferon and neutrophil granule transcripts (e.g., IFI44L, ISG15, S100A8/A9) were markedly up-regulated, whereas mitochondrial β-oxidation genes (ACADM, CPT1A, ACOT12) were repressed. Metabolomics revealed 110 discriminant features, including 25 MS/MS-annotated metabolites. Primary bile acid intermediates were depleted, whereas oxidized fatty acid derivatives such as 12-Z-octadecadienal and palmitic amide accumulated. Spearman correlation identified two antagonistic modules (i) interferon/neutrophil genes linked to pro-oxidative lipids and (ii) lipid catabolism genes linked to bile acid species that persisted when severe and mild siblings were compared directly. Enrichment mapping associated these modules with viral defense, neutrophil degranulation, fatty acid β-oxidation, and bile acid biosynthesis pathways. This sibling-paired peripheral blood mononuclear cell (PBMC) dual-omics study delineates an interferon-driven lipid–bile acid axis that tracks AS severity, supporting composite PBMC-based biomarkers for future prospective validation and highlighting mitochondrial lipid clearance and bile acid homeostasis as potential therapeutic targets. Full article
(This article belongs to the Special Issue RNA Biology and Regulation)
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17 pages, 6835 KB  
Article
Host–Virus Interactions in Feline Kidney Cells Infected with a Chinese Epidemic Strain of Feline Panleukopenia Virus Analysed Using RNA-Seq
by Erkai Feng, Shun Wu, Shipeng Cheng and Yuening Cheng
Vet. Sci. 2025, 12(8), 748; https://doi.org/10.3390/vetsci12080748 - 12 Aug 2025
Viewed by 1403
Abstract
Feline panleukopenia virus (FPLV) is a significant causative agent of disease in both domestic cats and wild carnivores that poses a considerable threat to their health. Despite its clinical importance, the mechanisms underlying FPLV–host interactions remain poorly understood. In this study, we conducted [...] Read more.
Feline panleukopenia virus (FPLV) is a significant causative agent of disease in both domestic cats and wild carnivores that poses a considerable threat to their health. Despite its clinical importance, the mechanisms underlying FPLV–host interactions remain poorly understood. In this study, we conducted a systematic analysis of transcriptomic changes in feline kidney cells (F81) infected with a Chinese FPLV strain using RNA-seq. The down-regulated differentially expressed genes (DEGs) were majorly enriched in the regulation of the cell cycle, cell growth, or cell senescence, while the up-regulated DEGs were found to be significantly associated with cellular pathways involved in cell cycle regulation, extrinsic apoptotic signaling, and key host immune responses, including Toll-like receptor, JAK-STAT, IL-17, and TNF signaling pathways. By validating the RNA-seq data with RT-qPCR (real-time quantitative PCR) results, we identified potentially important immune-associated genes involved in the host immune response to feline panleukopenia virus, including IGSF6, IFI44L, IFI6, IFITM10, IL1R1, and JAK3. Overall, our results provide valuable insights into the mechanisms underlying feline panleukopenia virus and its interactions with its host, laying the foundation for future research on this significant virus and its impact on feline health. Full article
(This article belongs to the Special Issue Viral Infections in Wild and Domestic Animals)
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18 pages, 2346 KB  
Article
TDM-Based Approach for Properly Managing Intravenous Isavuconazole Treatment in a Complex Case Mix of Critically Ill Patients
by Milo Gatti, Matteo Rinaldi, Riccardo De Paola, Antonio Siniscalchi, Tommaso Tonetti, Pierluigi Viale and Federico Pea
Antibiotics 2025, 14(8), 777; https://doi.org/10.3390/antibiotics14080777 - 1 Aug 2025
Cited by 2 | Viewed by 1828
Abstract
Objectives: To assess the role of a real-time therapeutic drug monitoring (TDM)-guided expert clinical pharmacological advice (ECPA) program of isavuconazole in preventing under- or overexposure with the intent of improving efficacy and safety outcomes in the critically ill patients. Methods: This retrospective study [...] Read more.
Objectives: To assess the role of a real-time therapeutic drug monitoring (TDM)-guided expert clinical pharmacological advice (ECPA) program of isavuconazole in preventing under- or overexposure with the intent of improving efficacy and safety outcomes in the critically ill patients. Methods: This retrospective study included critical patients receiving intravenous isavuconazole for prophylaxis or treatment of invasive fungal infections (IFI) and undergoing at least one TDM-guided ECPA in the period 1 March 2021–31 March 2025. Desired isavuconazole exposure was defined as trough concentrations (Cmin) of 1.0–5.1 mg/L. Efficacy outcome was assessed by means of bronchoalveolar (BAL) galactomannan (GM) index, breakthrough IFI, and 30-day mortality rate, whereas safety was assessed by means of hepatic test disturbances (HTD). Univariate analysis was carried out for assessing potential variables associated with isavuconazole under- or overexposure and for comparing features of solid organ transplant (SOT) recipients vs. non-SOT patients. Proportions of isavuconazole Cmin underexposure, desired exposure, and overexposure were assessed at different timepoints from starting therapy. Trends over time of HTD in relation to isavuconazole exposure were assessed separately in patients having HTD or not at baseline. Results: Overall, 32 critical patients were included. A total of 166 TDM-guided ECPAs were provided. Median (IQR) average isavuconazole Cmin was 3.5 mg/L (2.1–4.6 mg/L). Proportions of ECPAs with isavuconazole Cmin under- and overexposure were 4.2% (7/166) and 16.3% (27/166), respectively. Patients experiencing underexposure had higher body mass index (30.1 vs. 25.5 kg/m2; p < 0.001). Trends of isavuconazole Cmin under- and overexposure changed over time, significantly decreasing the former (10.5% <7 days vs. 4.3% 7–28 days vs. 0.0% >28 days; p < 0.001) and increasing the latter (5.3% <7 days vs. 12.8% 7–28 days vs. 29.3% >28 days; p < 0.001). HTD occurred in 15/32 patients, most of whom (10/15) were affected just at baseline. Patients with transient or persistent overexposure trended toward a higher risk of HTD compared to those without (33.3% vs. 8.3%; p = 0.11). Conclusions: A real-time TDM-guided approach could be a valuable tool for optimizing isavuconazole exposure, especially whenever dealing with obese patients or with prolonged treatment. Full article
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15 pages, 3627 KB  
Article
Epigenetic Treatment Alters Immune-Related Gene Signatures to Increase the Sensitivity of Anti PD-L1 Drugs
by Chonji Fukumoto, Pritam Sadhukhan, Masahiro Shibata, Muhammed T. Ugurlu, Rachel Goldberg, David Sidransky, Luigi Marchionni, Fenna C. M. Sillé and Mohammad Obaidul Hoque
Cancers 2025, 17(15), 2431; https://doi.org/10.3390/cancers17152431 - 23 Jul 2025
Cited by 1 | Viewed by 1613
Abstract
Background/Objectives: Head and neck squamous cell carcinoma (HNSCC) is the seventh most prevalent cancer worldwide. Despite intensive treatments, the prognosis is unfavorable. Recently, immunotherapy has emerged as a novel therapeutic strategy, and several immune-checkpoint blockade blockers provide clinical benefits to patients. However, the [...] Read more.
Background/Objectives: Head and neck squamous cell carcinoma (HNSCC) is the seventh most prevalent cancer worldwide. Despite intensive treatments, the prognosis is unfavorable. Recently, immunotherapy has emerged as a novel therapeutic strategy, and several immune-checkpoint blockade blockers provide clinical benefits to patients. However, the response rates of these antibodies are limited, and there is a pressing need to increase the efficacy of immunotherapy for HNSCC patients. Epigenetic treatment is emerging as a promising combination approach able to change immune-related gene signatures in tumors and potentially increase the efficacy of immunotherapy. In this study, we sought to elucidate further immune-related gene signatures altered through epigenetic treatment and explored whether epigenetic drugs can increase the efficacy of anti PD-L1 treatment in HNSCC. Methods: At first, we treated six HNSCC cell lines with 5-azacytidine and romidepsin and analyzed gene expression patterns by microarray and TaqMan arrays analysis. We then explored the therapeutic efficacy of epigenetic treatment with an anti PD-L1 antibody in a syngeneic mouse model. Results: Our microarray analysis revealed the differential expression of immune-related genes in cell lines treated with epigenetic drugs, as compared to untreated controls. Most importantly, these array analyses showed a significant change in the transcription of some immune related-and biologically relevant genes, such as HLA-DRA, HMOX1, IFI6, IL12A, IRF7, NFKB2, RPL3L, STAT1, STAT3, CSF1, CSF2, FAS, OASL, and PD-L1, after epigenetic treatment. Furthermore, the combination of epigenetic treatment with an anti PD-L1 antibody significantly suppressed tumor growth in a syngeneic mouse model. In vivo tumors treated with epigenetic drugs expressed higher STAT1, STAT3, and PD-L1 compared to untreated tumors. Increased PD-L1 expression is postulated to increase the efficacy of anti PD-L1 treatment. Conclusions: Our results highlight the importance of a combinational strategy employing both epigenetic and immunotherapy in HNSCC. Full article
(This article belongs to the Special Issue Insights from the Editorial Board Member)
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Article
Application of mRNA-Seq and Metagenomic Sequencing to Study Salmonella pullorum Infections in Chickens
by Xiaohuan Chao, Zhexia Fan, Jiongwen Wu, Chutian Ye, Xiaomeng Wang, Ruina Li, Shuya Chen, Xiquan Zhang, Cheng Fang and Qingbin Luo
Int. J. Mol. Sci. 2025, 26(4), 1448; https://doi.org/10.3390/ijms26041448 - 9 Feb 2025
Cited by 3 | Viewed by 1975
Abstract
The disease caused by Salmonella pullorum has been demonstrated to exert a deleterious effect on the performance of poultry, giving rise to elevated mortality and considerable economic losses within the breeding industry. However, there is a paucity of research investigating the relationship between [...] Read more.
The disease caused by Salmonella pullorum has been demonstrated to exert a deleterious effect on the performance of poultry, giving rise to elevated mortality and considerable economic losses within the breeding industry. However, there is a paucity of research investigating the relationship between cecal gene expression and different isomer and Salmonella pullorum infection, and research on the relationship between intestinal microbiota and Salmonella pullorum infection is also limited. In this study, mRNA-Seq and metagenomic sequencing were performed on the cecal tissues and fresh feces of individuals who tested positive (n = 4) and negative (n = 4) for Salmonella pullorum, with the aim of exploring the chickens infected with Salmonella pullorum from two perspectives: the gene transcription level and the microbial level. The mRNA sequencing results revealed 1560 differentially expressed genes (DEGs), of which 380 genes were found to be up-regulated and 1180 genes were down-regulated. A number of genes were reported to be associated with immunity, including AQP8, SLC26A3, CBS, IFI6, DDX60, IL8L1 and IL8L2. Furthermore, a total of 1047 differentially expressed alternative splicings (DEASs) were identified through alternative splicing analysis, including CBS, SLC6A9, ILDR2, OCRL, etc. The joint analysis of DEGs and DEASs revealed 70 genes that exhibited both differentially expressed alternative splicings and differential expression, including CTNND1, TPM1, SPPL2A, etc. The results of metagenomic sequencing demonstrated that the abundances of Bacteroides, Firmicutes, and Verrucobacteria underwent a significant alteration subsequent to the infection of Salmonella pullorum. In summary, the present study conducted a preliminary exploration of the genetic basis of chickens infected with Salmonella pullorum. TPM1 and SPPL2A were found to be differentially expressed by mRNA-Seq, and differences in alternative splicing events. Furthermore, metagenomic sequencing revealed significant changes in the microbial communities of Bacteroidetes, Firmicutes, and Verrucobacteria during infection with Salmonella pullorum. Full article
(This article belongs to the Section Molecular Microbiology)
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