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Soleimani, S., Albayrak, O., Somay, K., Yang, H., Yigit, B., Ulukan, B., . . . Zeybel, M. (2025). Cellular and immune landscape of chronic liver diseases: insights from immunophenotyping. Frontiers in Molecular Biosciences, 11, Article ID 1521811.
Open this publication in new window or tab >>Cellular and immune landscape of chronic liver diseases: insights from immunophenotyping
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2025 (English)In: Frontiers in Molecular Biosciences, E-ISSN 2296-889X, Vol. 11, article id 1521811Article in journal (Refereed) Published
Abstract [en]

Background Chronic liver disease due to alcohol-related liver disease and chronic viral hepatitis pose a substantial burden on healthcare systems. Chronic liver disease may predispose to hepatocellular carcinoma, for which therapeutic options are limited. This study aimed to explore the immune cell characteristics of the clinical conditions.Methods Explant liver samples were collected from 25 patients for bulk RNA sequencing and flow cytometry analysis. Immune cell populations were characterized by flow cytometry from isolated hepatic and peripheral mononuclear cells.Results Significant differences in immune cell characteristics were observed among patients with three clinical conditions. Viral hepatitis and peri-tumor samples exhibited higher hepatic B cell counts compared to alcohol-related liver disease. Additionally, chronic liver disease patients showed higher levels of CD57+ T cells, suggestive of T cell differentiation. Differential expression analysis identified several genes associated with immune regulation, including downregulation of CD27 and upregulation of granzyme B in ARLD, consistent with a highly differentiated phenotype. LAG3 and PDCD1 were upregulated in peri-tumor samples. The NK cell count was lower in peri-tumor liver specimens compared to ARLD, and an upregulation of TIGIT, an inhibitory marker, was observed in those peri-tumor specimens.Conclusion This study contributes to the understanding of immune dynamics in chronic liver disease among different etiologies. B lymphocytes are relatively reduced in alcohol-related liver disease compared to other groups, and T cells exhibit a more differentiated subtype. The peritumor microenvironment in HCC suggests a relatively diminished presence of NK cells and a potential tendency toward increased inhibitory characteristics.

Place, publisher, year, edition, pages
Frontiers Media SA, 2025
Keywords
chronic liver disease, hepatitis, liver immunophenotyping, hepatic inflammation, fibrosis
National Category
Gastroenterology and Hepatology
Identifiers
urn:nbn:se:kth:diva-360450 (URN)10.3389/fmolb.2024.1521811 (DOI)001417721000001 ()39944754 (PubMedID)2-s2.0-85217845140 (Scopus ID)
Note

QC 20250226

Available from: 2025-02-26 Created: 2025-02-26 Last updated: 2025-02-26Bibliographically approved
Yang, H., Atak, D., Yuan, M., Li, M., Altay, Ö., Demirtas, E., . . . Zeybel, M. (2025). Integrative proteo-transcriptomic characterization of advanced fibrosis in chronic liver disease across etiologies. Cell Reports Medicine, 6(2), Article ID 101935.
Open this publication in new window or tab >>Integrative proteo-transcriptomic characterization of advanced fibrosis in chronic liver disease across etiologies
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2025 (English)In: Cell Reports Medicine, E-ISSN 2666-3791, Vol. 6, no 2, article id 101935Article in journal (Refereed) Published
Abstract [en]

Chronic hepatic injury and inflammation from various causes can lead to fibrosis and cirrhosis, potentially predisposing to hepatocellular carcinoma. The molecular mechanisms underlying fibrosis and its progression remain incompletely understood. Using a proteo-transcriptomics approach, we analyze liver and plasma samples from 330 individuals, including 40 healthy individuals and 290 patients with histologically characterized fibrosis due to chronic viral infection, alcohol consumption, or metabolic dysfunction-associated steatotic liver disease. Our findings reveal dysregulated pathways related to extracellular matrix, immune response, inflammation, and metabolism in advanced fibrosis. We also identify 132 circulating proteins associated with advanced fibrosis, with neurofascin and growth differentiation factor 15 demonstrating superior predictive performance for advanced fibrosis(area under the receiver operating characteristic curve [AUROC] 0.89 [95% confidence interval (CI) 0.81–0.97]) compared to the fibrosis-4 model (AUROC 0.85 [95% CI 0.78–0.93]). These findings provide insights into fibrosis pathogenesis and highlight the potential for more accurate non-invasive diagnosis.

Place, publisher, year, edition, pages
Elsevier BV, 2025
Keywords
chronic liver disease, liver fibrosis, multi-omics, non-invasive, systems biology
National Category
Gastroenterology and Hepatology
Identifiers
urn:nbn:se:kth:diva-360591 (URN)10.1016/j.xcrm.2025.101935 (DOI)001434169900001 ()39889710 (PubMedID)2-s2.0-85217935601 (Scopus ID)
Note

QC 20250318

Available from: 2025-02-26 Created: 2025-02-26 Last updated: 2025-03-18Bibliographically approved
Yulug, B., Altay, Ö., Lei, X., Hanoglu, L., Cankaya, S., Velioglu, H. A., . . . Mardinoglu, A. (2025). Multi-omics characterization of improved cognitive functions in Parkinson’s disease patients after the combined metabolic activator treatment: a randomized, double-blinded, placebo-controlled phase II trial. Brain Communications, 7(1), Article ID fcae478.
Open this publication in new window or tab >>Multi-omics characterization of improved cognitive functions in Parkinson’s disease patients after the combined metabolic activator treatment: a randomized, double-blinded, placebo-controlled phase II trial
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2025 (English)In: Brain Communications, E-ISSN 2632-1297, Vol. 7, no 1, article id fcae478Article in journal (Refereed) Published
Abstract [en]

Parkinson’s disease is primarily marked by mitochondrial dysfunction and metabolic abnormalities. We recently reported that the combined metabolic activators improved the immunohistochemical parameters and behavioural functions in Parkinson’s disease and Alzheimer’s disease animal models and the cognitive functions in Alzheimer’s disease patients. These metabolic activators serve as the precursors of nicotinamide adenine dinucleotide and glutathione, and they can be used to activate mitochondrial metabolism and eventually treat mitochondrial dysfunction. Here, we designed a randomized, double-blinded, placebo-controlled phase II study in Parkinson’s disease patients with 84 days combined metabolic activator administration. A single dose of combined metabolic activator contains L-serine (12.35 g), N-acetyl-L-cysteine (2.55 g), nicotinamide riboside (1 g) and L-carnitine tartrate (3.73 g). Patients were administered either one dose of combined metabolic activator or a placebo daily for the initial 28 days, followed by twice-daily dosing for the next 56 days. The main goal of the study was to evaluate the clinical impact on motor functions using the Unified Parkinson’s Disease Rating Scale and to determine the safety and tolerability of combined metabolic activator. A secondary objective was to assess cognitive functions utilizing the Montreal Cognitive Assessment and to analyse brain activity through functional MRI. We also performed comprehensive plasma metabolomics and proteomics analysis for detailed characterization of Parkinson’s disease patients who participated in the study. Although no improvement in motor functions was observed, cognitive function was shown to be significantly improved (P < 0.0000) in Parkinson’s disease patients treated with the combined metabolic activator group over 84 days, whereas no such improvement was noted in the placebo group (P > 0.05). Moreover, a significant reduction (P = 0.001) in Montreal Cognitive Assessment scores was observed in the combined metabolic activator group, with no decline (P > 0.05) in the placebo group among severe Parkinson’s disease patients with lower baseline Montreal Cognitive Assessment scores. We showed that improvement in cognition was associated with critical brain network alterations based on functional MRI analysis, especially relevant to areas with cognitive functions in the brain. Finally, through a comprehensive multi-omics analysis, we elucidated the molecular mechanisms underlying cognitive improvements observed in Parkinson’s disease patients. Our results show that combined metabolic activator administration leads to enhanced cognitive function and improved metabolic health in Parkinson’s disease patients as recently shown in Alzheimer’s disease patients.

Place, publisher, year, edition, pages
Oxford University Press (OUP), 2025
Keywords
combined metabolic activators, multi-omics, Parkinson’s disease, systems biology
National Category
Neurosciences Neurology
Identifiers
urn:nbn:se:kth:diva-359300 (URN)10.1093/braincomms/fcae478 (DOI)001397642700001 ()2-s2.0-85215432829 (Scopus ID)
Note

QC 20250131

Available from: 2025-01-29 Created: 2025-01-29 Last updated: 2025-02-13Bibliographically approved
Yang, H., Zhang, C., Kim, W., Shi, M., Kiliclioglu, M., Bayram, C., . . . Mardinoglu, A. (2025). Multi-tissue network analysis reveals the effect of JNK inhibition on dietary sucrose-induced metabolic dysfunction in rats. eLIFE, 13, Article ID RP98427.
Open this publication in new window or tab >>Multi-tissue network analysis reveals the effect of JNK inhibition on dietary sucrose-induced metabolic dysfunction in rats
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2025 (English)In: eLIFE, E-ISSN 2050-084X, Vol. 13, article id RP98427Article in journal (Refereed) Published
Abstract [en]

Excessive consumption of sucrose, in the form of sugar-sweetened beverages, has been implicated in the pathogenesis of metabolic dysfunction-associated fatty liver disease (MAFLD) and other related metabolic syndromes. The c-Jun N-terminal kinase (JNK) pathway plays a crucial role in response to dietary stressors, and it was demonstrated that the inhibition of the JNK pathway could potentially be used in the treatment of MAFLD. However, the intricate mechanisms underlying these interventions remain incompletely understood given their multifaceted effects across multiple tissues. In this study, we challenged rats with sucrose-sweetened water and investigated the potential effects of JNK inhibition by employing network analysis based on the transcriptome profiling obtained from hepatic and extrahepatic tissues, including visceral white adipose tissue, skeletal muscle, and brain. Our data demonstrate that JNK inhibition by JNK-IN-5A effectively reduces the circulating triglyceride accumulation and inflammation in rats subjected to sucrose consumption. Coexpression analysis and genome-scale metabolic modeling reveal that sucrose overconsumption primarily induces transcriptional dysfunction related to fatty acid and oxidative metabolism in the liver and adipose tissues, which are largely rectified after JNK inhibition at a clinically relevant dose. Skeletal muscle exhibited minimal transcriptional changes to sucrose overconsumption but underwent substantial metabolic adaptation following the JNK inhibition. Overall, our data provides novel insights into the molecular basis by which JNK inhibition exerts its metabolic effect in the metabolically active tissues. Furthermore, our findings underpin the critical role of extrahepatic metabolism in the development of diet-induced steatosis, offering valuable guidance for future studies focused on JNK-targeting for effective treatment of MAFLD.

Place, publisher, year, edition, pages
eLife Sciences Publications, Ltd, 2025
Keywords
MAFLD, JNK, sucrose, JNK-IN-5A, multi-tissue transcriptome, Rat
National Category
Basic Medicine
Identifiers
urn:nbn:se:kth:diva-360435 (URN)10.7554/eLife.98427 (DOI)001420073300001 ()39932177 (PubMedID)2-s2.0-85218435359 (Scopus ID)
Note

QC 20250303

Available from: 2025-02-26 Created: 2025-02-26 Last updated: 2025-03-03Bibliographically approved
Yuan, M., Zhang, C., von Feilitzen, K., Zwahlen, M., Shi, M., Li, X., . . . Mardinoglu, A. (2025). The Human Pathology Atlas for deciphering the prognostic features of human cancers. EBioMedicine, 111, Article ID 105495.
Open this publication in new window or tab >>The Human Pathology Atlas for deciphering the prognostic features of human cancers
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2025 (English)In: EBioMedicine, E-ISSN 2352-3964, Vol. 111, article id 105495Article in journal (Refereed) Published
Abstract [en]

Background: Cancer is one of the leading causes of mortality worldwide, highlighting the urgent need for a deeper molecular understanding and the development of personalized treatments. The present study aims to establish a solid association between gene expression and patient survival outcomes to enhance the utility of the Human Pathology Atlas for cancer research. Methods: In this updated analysis, we examined the expression profiles of 6918 patients across 21 cancer types. We integrated data from 10 independent cancer cohorts, creating a cross-validated, reliable collection of prognostic genes. We applied systems biology approach to identify the association between gene expression profiles and patient survival outcomes. We further constructed prognostic regulatory networks for kidney renal clear cell carcinoma (KIRC) and liver hepatocellular carcinoma (LIHC), which elucidate the molecular underpinnings associated with patient survival in these cancers. Findings: We observed that gene expression during the transition from normal to tumorous tissue exhibited diverse shifting patterns in their original tissue locations. Significant correlations between gene expression and patient survival outcomes were identified in KIRC and LIHC among the major cancer types. Additionally, the prognostic regulatory network established for these two cancers showed the indicative capabilities of the Human Pathology Atlas and provides actionable insights for cancer research. Interpretation: The updated Human Pathology Atlas provides a significant foundation for precision oncology and the formulation of personalized treatment strategies. These findings deepen our understanding of cancer biology and have the potential to advance targeted therapeutic approaches in clinical practice. Funding: The Knut and Alice Wallenberg Foundation ( 72110), the China Scholarship Council (Grant No. 202006940003).

Place, publisher, year, edition, pages
Elsevier BV, 2025
Keywords
Cancer, Survival, Systems biology, Transcriptomics
National Category
Cancer and Oncology
Identifiers
urn:nbn:se:kth:diva-357900 (URN)10.1016/j.ebiom.2024.105495 (DOI)001425050600001 ()39662180 (PubMedID)2-s2.0-85211197830 (Scopus ID)
Note

QC 20250303

Available from: 2024-12-19 Created: 2024-12-19 Last updated: 2025-03-03Bibliographically approved
Baudin, J., Hernandez-Baixauli, J., Romero-Giménez, J., Yang, H., Mulero, F., Puiggròs, F., . . . Caimari, A. (2024). A cocktail of histidine, carnosine, cysteine and serine reduces adiposity and improves metabolic health and adipose tissue immunometabolic function in ovariectomized rats. Biomedicine and Pharmacotherapy, 179, Article ID 117326.
Open this publication in new window or tab >>A cocktail of histidine, carnosine, cysteine and serine reduces adiposity and improves metabolic health and adipose tissue immunometabolic function in ovariectomized rats
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2024 (English)In: Biomedicine and Pharmacotherapy, ISSN 0753-3322, E-ISSN 1950-6007, Vol. 179, article id 117326Article in journal (Refereed) Published
Abstract [en]

Many women have sought alternative therapies to address menopause. Recently, a multi-ingredient supplement (MIS) containing L-histidine, L-carnosine, L-serine, and L-cysteine has been shown to be effective at ameliorating hepatic steatosis (HS) in ovariectomized (OVX) rats, a postmenopausal oestrogen deficiency model. Considering that HS frequently accompanies obesity, which often occurs during menopause, we aimed to investigate the effects of this MIS for 8 weeks in OVX rats. Twenty OVX rats were orally supplemented with either MIS (OVX-MIS) or vehicle (OVX). Ten OVX rats received vehicle orally along with subcutaneous injections of 17β-oestradiol (OVX-E2), whereas 10 rats underwent a sham operation and received oral and injected vehicles (control group). MIS consumption partly counteracted the fat mass accretion observed in OVX animals, leading to decreased total fat mass, adiposity index and retroperitoneal white adipose tissue (RWAT) adipocyte hypertrophy. OVX-MIS rats also displayed increased lean mass and lean/fat ratio, suggesting a healthier body composition, similar to the results reported for OVX-E2 animals. MIS consumption decreased the circulating levels of the proinflammatory marker CRP, the total cholesterol-to-HDL-cholesterol ratio and the leptin-to-adiponectin ratio, a biomarker of diabetes risk and metabolic syndrome. RWAT transcriptomics indicated that MIS favourably regulated genes involved in adipocyte structure and morphology, cell fate determination and differentiation, glucose/insulin homeostasis, inflammation, response to stress and oxidative phosphorylation, which may be mechanisms underlying the beneficial effects described for OVX-MIS rats. Our results pave the way for using this MIS formulation to improve the body composition and immunometabolic health of menopausal women.

Place, publisher, year, edition, pages
Elsevier BV, 2024
Keywords
Carnosine, Complementary and alternative therapies, Cysteine, Histidine, Immunometabolic health, Menopause, Nutraceuticals, Obesity, Serine
National Category
Endocrinology and Diabetes Pharmacology and Toxicology
Identifiers
urn:nbn:se:kth:diva-353463 (URN)10.1016/j.biopha.2024.117326 (DOI)001311839600001 ()39208671 (PubMedID)2-s2.0-85202697905 (Scopus ID)
Note

QC 20241004

Available from: 2024-09-19 Created: 2024-09-19 Last updated: 2024-10-04Bibliographically approved
Bonanini, F., Singh, M., Yang, H., Kurek, D., Harms, A. C., Mardinoglu, A. & Hankemeier, T. (2024). A comparison between different human hepatocyte models reveals profound differences in net glucose production, lipid composition and metabolism in vitro. Experimental Cell Research, 437(1), Article ID 114008.
Open this publication in new window or tab >>A comparison between different human hepatocyte models reveals profound differences in net glucose production, lipid composition and metabolism in vitro
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2024 (English)In: Experimental Cell Research, ISSN 0014-4827, E-ISSN 1090-2422, Vol. 437, no 1, article id 114008Article in journal (Refereed) Published
Abstract [en]

Hepatocytes are responsible for maintaining a stable blood glucose concentration during periods of nutrient scarcity. The breakdown of glycogen and de novo synthesis of glucose are crucial metabolic pathways deeply interlinked with lipid metabolism. Alterations in these pathways are often associated with metabolic diseases with serious clinical implications. Studying energy metabolism in human cells is challenging. Primary hepatocytes are still considered the golden standard for in vitro studies and have been instrumental in elucidating key aspects of energy metabolism found in vivo. As a result of several limitations posed by using primary cells, a multitude of alternative hepatocyte cellular models emerged as potential substitutes. Yet, there remains a lack of clarity regarding the precise applications for which these models accurately reflect the metabolic competence of primary hepatocytes. In this study, we compared primary hepatocytes, stem cell-derived hepatocytes, adult donor-derived liver organoids, immortalized Upcyte-hepatocytes and the hepatoma cell line HepG2s in their response to a glucose production challenge. We observed the highest net glucose production in primary hepatocytes, followed by organoids, stem-cell derived hepatocytes, Upcyte-hepatocytes and HepG2s. Glucogenic gene induction was observed in all tested models, as indicated by an increase in G6PC and PCK1 expression. Lipidomic analysis revealed considerable differences across the models, with organoids showing the closest similarity to primary hepatocytes in the common lipidome, comprising 347 lipid species across 19 classes. Changes in lipid profiles as a result of the glucose production challenge showed a variety of, and in some cases opposite, trends when compared to primary hepatocytes.

Place, publisher, year, edition, pages
Elsevier BV, 2024
Keywords
Energy metabolism, Hepatocytes, In vitro glucose production, Lipidomics, Organoids
National Category
Cell and Molecular Biology
Identifiers
urn:nbn:se:kth:diva-344926 (URN)10.1016/j.yexcr.2024.114008 (DOI)001218514600001 ()38499143 (PubMedID)2-s2.0-85188694141 (Scopus ID)
Note

QC 20240524

Available from: 2024-04-03 Created: 2024-04-03 Last updated: 2024-05-24Bibliographically approved
Altay, Ö., Yang, H., Yildirim, S., Bayram, C., Bolat, I., Oner, S., . . . Mardinoglu, A. (2024). Combined Metabolic Activators with Different NAD+ Precursors Improve Metabolic Functions in the Animal Models of Neurodegenerative Diseases. Biomedicines, 12(4), Article ID 927.
Open this publication in new window or tab >>Combined Metabolic Activators with Different NAD+ Precursors Improve Metabolic Functions in the Animal Models of Neurodegenerative Diseases
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2024 (English)In: Biomedicines, E-ISSN 2227-9059, Vol. 12, no 4, article id 927Article in journal (Refereed) Published
Abstract [en]

Background: Mitochondrial dysfunction and metabolic abnormalities are acknowledged as significant factors in the onset of neurodegenerative disorders such as Parkinson’s disease (PD) and Alzheimer’s disease (AD). Our research has demonstrated that the use of combined metabolic activators (CMA) may alleviate metabolic dysfunctions and stimulate mitochondrial metabolism. Therefore, the use of CMA could potentially be an effective therapeutic strategy to slow down or halt the progression of PD and AD. CMAs include substances such as the glutathione precursors (L-serine and N-acetyl cysteine), the NAD+ precursor (nicotinamide riboside), and L-carnitine tartrate. Methods: Here, we tested the effect of two different formulations, including CMA1 (nicotinamide riboside, L-serine, N-acetyl cysteine, L-carnitine tartrate), and CMA2 (nicotinamide, L-serine, N-acetyl cysteine, L-carnitine tartrate), as well as their individual components, on the animal models of AD and PD. We assessed the brain and liver tissues for pathological changes and immunohistochemical markers. Additionally, in the case of PD, we performed behavioral tests and measured responses to apomorphine-induced rotations. Findings: Histological analysis showed that the administration of both CMA1 and CMA2 formulations led to improvements in hyperemia, degeneration, and necrosis in neurons for both AD and PD models. Moreover, the administration of CMA2 showed a superior effect compared to CMA1. This was further corroborated by immunohistochemical data, which indicated a reduction in immunoreactivity in the neurons. Additionally, notable metabolic enhancements in liver tissues were observed using both formulations. In PD rat models, the administration of both formulations positively influenced the behavioral functions of the animals. Interpretation: Our findings suggest that the administration of both CMA1 and CMA2 markedly enhanced metabolic and behavioral outcomes, aligning with neuro-histological observations. These findings underscore the promise of CMA2 administration as an effective therapeutic strategy for enhancing metabolic parameters and cognitive function in AD and PD patients.

Place, publisher, year, edition, pages
MDPI AG, 2024
Keywords
Alzheimer’s disease, animal models, combined metabolic activators, Parkinson’s disease
National Category
Neurosciences
Identifiers
urn:nbn:se:kth:diva-346370 (URN)10.3390/biomedicines12040927 (DOI)001210272400001 ()2-s2.0-85191714229 (Scopus ID)
Note

QC 20240514

Available from: 2024-05-14 Created: 2024-05-14 Last updated: 2024-05-14Bibliographically approved
Snanoudj, S., Derambure, C., Zhang, C., Hai Yen, N. T., Lesueur, C., Coutant, S., . . . Tebani, A. (2024). Genome-wide expression analysis in a Fabry disease human podocyte cell line. Heliyon, 10(14), Article ID e34357.
Open this publication in new window or tab >>Genome-wide expression analysis in a Fabry disease human podocyte cell line
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2024 (English)In: Heliyon, E-ISSN 2405-8440, Vol. 10, no 14, article id e34357Article in journal (Refereed) Published
Abstract [en]

Fabry disease (FD) is an X-linked lysosomal disease caused by an enzyme deficiency of alpha-galactosidase A (α-gal A). This deficiency leads to the accumulation of glycosphingolipids in lysosomes, resulting in a range of clinical symptoms. The complex pathogenesis of FD involves lysosomal dysfunction, altered autophagy, and mitochondrial abnormalities. Omics sciences, particularly transcriptomic analysis, comprehensively understand molecular mechanisms underlying diseases. This study focuses on genome-wide expression analysis in an FD human podocyte model to gain insights into the underlying mechanisms of podocyte dysfunction. Human control and GLA-edited podocytes were used. Gene expression data was generated using RNA-seq analysis, and differentially expressed genes were identified using DESeq2. Principal component analysis and Spearman correlation have explored gene expression trends. Functional enrichment and Reporter metabolite analyses were conducted to identify significantly affected metabolites and metabolic pathways. Differential expression analysis revealed 247 genes with altered expression levels in GLA-edited podocytes compared to control podocytes. Among these genes, 136 were underexpressed, and 111 were overexpressed in GLA-edited cells. Functional analysis of differentially expressed genes showed their involvement in various pathways related to oxidative stress, inflammation, fatty acid metabolism, collagen and extracellular matrix homeostasis, kidney injury, apoptosis, autophagy, and cellular stress response. The study provides insights into molecular mechanisms underlying Fabry podocyte dysfunction. Integrating transcriptomics data with genome-scale metabolic modeling further unveiled metabolic alterations in GLA-edited podocytes. This comprehensive approach contributes to a better understanding of Fabry disease and may lead to identifying new biomarkers and therapeutic targets for this rare lysosomal disorder.

Place, publisher, year, edition, pages
Elsevier BV, 2024
Keywords
Fabry disease, Metabolic modeling, Podocyte, RNAseq, Systems biology, Transcriptomics
National Category
Cell and Molecular Biology Medical Genetics and Genomics
Identifiers
urn:nbn:se:kth:diva-350667 (URN)10.1016/j.heliyon.2024.e34357 (DOI)001299482300001 ()2-s2.0-85198175568 (Scopus ID)
Note

QC 20240719

Available from: 2024-07-17 Created: 2024-07-17 Last updated: 2025-02-10Bibliographically approved
Jin, H., Kim, W., Yuan, M., Li, X., Yang, H., Li, M., . . . Mardinoglu, A. (2024). Identification of SPP1+ macrophages as an immune suppressor in hepatocellular carcinoma using single-cell and bulk transcriptomics. Frontiers in Immunology, 15, Article ID 1446453.
Open this publication in new window or tab >>Identification of SPP1+ macrophages as an immune suppressor in hepatocellular carcinoma using single-cell and bulk transcriptomics
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2024 (English)In: Frontiers in Immunology, E-ISSN 1664-3224, Vol. 15, article id 1446453Article in journal (Refereed) Published
Abstract [en]

Introduction: Macrophages and T cells play crucial roles in liver physiology, but their functional diversity in hepatocellular carcinoma (HCC) remains largely unknown. Methods: Two bulk RNA-sequencing (RNA-seq) cohorts for HCC were analyzed using gene co-expression network analysis. Key gene modules and networks were mapped to single-cell RNA-sequencing (scRNA-seq) data of HCC. Cell type fraction of bulk RNA-seq data was estimated by deconvolution approach using single-cell RNA-sequencing data as a reference. Survival analysis was carried out to estimate the prognosis of different immune cell types in bulk RNA-seq cohorts. Cell-cell interaction analysis was performed to identify potential links between immune cell types in HCC. Results: In this study, we analyzed RNA-seq data from two large-scale HCC cohorts, revealing a major and consensus gene co-expression cluster with significant implications for immunosuppression. Notably, these genes exhibited higher enrichment in liver macrophages than T cells, as confirmed by scRNA-seq data from HCC patients. Integrative analysis of bulk and single-cell RNA-seq data pinpointed SPP1+ macrophages as an unfavorable cell type, while VCAN+ macrophages, C1QA+ macrophages, and CD8+ T cells were associated with a more favorable prognosis for HCC patients. Subsequent scRNA-seq investigations and in vitro experiments elucidated that SPP1, predominantly secreted by SPP1+ macrophages, inhibits CD8+ T cell proliferation. Finally, targeting SPP1 in tumor-associated macrophages through inhibition led to a shift towards a favorable phenotype. Discussion: This study underpins the potential of SPP1 as a translational target in immunotherapy for HCC.

Place, publisher, year, edition, pages
Frontiers Media SA, 2024
Keywords
co-expression network, hepatocellular carcinoma, macrophage heterogeneity, single-cell sequencing, tumor-associated macrophage
National Category
Cancer and Oncology Cell and Molecular Biology
Identifiers
urn:nbn:se:kth:diva-358179 (URN)10.3389/fimmu.2024.1446453 (DOI)001378522100001 ()39691723 (PubMedID)2-s2.0-85212417452 (Scopus ID)
Note

QC 20250116

Available from: 2025-01-07 Created: 2025-01-07 Last updated: 2025-05-07Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0009-0002-0414-2471

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