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Huang J, Zhang H, Lin X, Wu X, Chen X, Chen W, Liang S, Chen Y, Luo Q, Xu C, Liu S, Liu X, Zhang S. Regulatory T Cell Infiltration-Driven Single-Cell Transcriptomic Analysis Identifies SAP18 as a Prognostic Marker for Esophageal Squamous Cell Carcinoma. J Gastrointest Cancer 2025; 56:97. [PMID: 40208395 DOI: 10.1007/s12029-025-01174-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/11/2025] [Indexed: 04/11/2025]
Abstract
BACKGROUND Advanced esophageal squamous cell carcinoma (ESCC) is characterized by molecular heterogeneity and distinct patterns of immune cell infiltration. Regulatory T cells (Tregs), in particular, play a critical role in shaping an immunosuppressive tumor microenvironment (TME), which is associated with poor clinical outcomes. METHODS We developed a prognostic model by integrating GEO-derived bulk RNA sequencing data and single-cell transcriptome. Model predictions were confirmed through RT-qPCR, Western blot, and immunohistochemistry on clinical specimens, while in vitro assays (CCK8, transwell invasion, scratch, colony formation, and immunofluorescence) validated the function of SAP18 in cell proliferation, invasion, and ECM remodeling. RESULTS Expression patterns of the 5 Tregs-associated genes in clinical specimens aligned with model predictions, underscoring the model's robustness. The high-risk subgroup was associated with upregulated extracellular matrix (ECM) remodeling, an abundance of immune-suppressive cells, higher TP53 mutation rate, and limited benefit from immunotherapy. In contrast, the low-risk subgroup exhibited anti-tumor immunity. Cell-cell communication analysis also implicated the collagen pathway in Tregs-mediated immune evasion in ESCC. Functional assays indicated that SAP18 in the prognostic model significantly promotes proliferation, invasion, and ECM reconstruction, further highlighting its potential as a therapeutic target. CONCLUSION Our findings elucidate the role of Tregs in the TME, underscoring significant potential of SAP18, which is essential for assessing patient prognosis and may facilitate the development of personalized therapies for ESCC.
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Affiliation(s)
- Jianxiang Huang
- Department of Pharmacy, Guangzhou Red Cross Hospital of Jinan University, Guangzhou, 510220, PR China
- College of Pharmacy, Jinan University, Guangzhou, 510220, PR China
| | - Hanshuo Zhang
- Gastrointestinal Anorectal Surgery, Guangzhou Red Cross Hospital of Jinan University, Guangzhou, 510220, PR China
| | - Xinyue Lin
- Department of Pharmacology, Medical College of Shantou University, Shantou, 515063, PR China
| | - Xiaolong Wu
- Department of Pharmacy, Guangzhou Red Cross Hospital of Jinan University, Guangzhou, 510220, PR China
- College of Pharmacy, Jinan University, Guangzhou, 510220, PR China
| | - Xiaoshan Chen
- Department of Pharmacy, Guangzhou Red Cross Hospital of Jinan University, Guangzhou, 510220, PR China
| | - Wang Chen
- Department of Pharmacy, Guangzhou Red Cross Hospital of Jinan University, Guangzhou, 510220, PR China
| | - Shanshan Liang
- Department of Pharmacy, Guangzhou Red Cross Hospital of Jinan University, Guangzhou, 510220, PR China
| | - Yun Chen
- Department of Pharmacy, Guangzhou Red Cross Hospital of Jinan University, Guangzhou, 510220, PR China
| | - Qianhua Luo
- Department of Pharmacy, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, 510317, PR China
| | - Chengcheng Xu
- College of Pharmacy, Jinan University, Guangzhou, 510220, PR China
| | - Shaojie Liu
- Gastrointestinal Anorectal Surgery, Guangzhou Red Cross Hospital of Jinan University, Guangzhou, 510220, PR China
| | - Xingmei Liu
- Department of Pharmacy, Guangzhou Red Cross Hospital of Jinan University, Guangzhou, 510220, PR China.
- Department of Nursing, Guangzhou Red Cross Hospital of Jinan University, Haizhu District, No. 396, Tongfuzhong Road, Guangzhou, 510220, PR China.
| | - Shuyao Zhang
- Department of Pharmacy, Guangzhou Red Cross Hospital of Jinan University, Guangzhou, 510220, PR China.
- College of Pharmacy, Jinan University, Guangzhou, 510220, PR China.
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Larran AS, Ge J, Martín G, De la Concepción JC, Dagdas Y, Qüesta JI. Nucleo-cytoplasmic distribution of SAP18 reveals its dual function in splicing regulation and heat-stress response in Arabidopsis. PLANT COMMUNICATIONS 2025; 6:101180. [PMID: 39482883 PMCID: PMC11784288 DOI: 10.1016/j.xplc.2024.101180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 08/23/2024] [Accepted: 10/28/2024] [Indexed: 11/03/2024]
Abstract
Dynamic shuttling of proteins between the nucleus and cytoplasm orchestrates vital functions in eukaryotes. Here, we reveal the multifaceted functions of Arabidopsis Sin3-associated protein 18 kDa (SAP18) in the regulation of development and heat-stress tolerance. Proteomic analysis demonstrated that SAP18 is a core component of the nuclear apoptosis- and splicing-associated protein (ASAP) complex in Arabidopsis, contributing to the precise splicing of genes associated with leaf development. Genetic analysis further confirmed the critical role of SAP18 in different developmental processes as part of the ASAP complex, including leaf morphogenesis and flowering time. Interestingly, upon heat shock, SAP18 translocates from the nucleus to cytoplasmic stress granules and processing bodies. The heat-sensitive phenotype of a SAP18 loss-of-function mutant revealed a novel role for SAP18 in plant thermoprotection. These findings significantly expand our understanding of the relevance of SAP18 for plant growth, linking nuclear splicing with cytoplasmic stress responses and providing new perspectives for future exploration of plant thermotolerance mechanisms.
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Affiliation(s)
- Alvaro Santiago Larran
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Campus UAB, Bellaterra, 08193 Barcelona, Spain.
| | - Jingyu Ge
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Campus UAB, Bellaterra, 08193 Barcelona, Spain
| | - Guiomar Martín
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Campus UAB, Bellaterra, 08193 Barcelona, Spain; Department of Biology, Healthcare and the Environment, Faculty of Pharmacy and Food Sciences, University of Barcelona, 08028 Barcelona, Spain
| | | | - Yasin Dagdas
- Gregor Mendel Institute, Austrian Academy of Sciences, Vienna BioCenter, 1030 Vienna, Austria
| | - Julia Irene Qüesta
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Campus UAB, Bellaterra, 08193 Barcelona, Spain.
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Kumari S, Adhikary A, Singh KK. BioID proximity mapping reveals novel SAP18 interactions in the prespliceosomal complex. Biochem Biophys Res Commun 2024; 738:150944. [PMID: 39522233 DOI: 10.1016/j.bbrc.2024.150944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Revised: 10/20/2024] [Accepted: 11/01/2024] [Indexed: 11/16/2024]
Abstract
SAP18 protein was originally discovered in association with the SIN3 transcriptional repressor complex. Subsequent biochemical fractionation studies identified SAP18 as a component of another distinct trimeric complex termed as the apoptosis- and splicing-associated protein (ASAP) complex. The existence of SAP18 in distinct complexes highlights its dual role in transcriptional and splicing regulation. In our study, we aim to define the in vivo interactome of SAP18 using proximity-dependent biotin identification (BioID). Mass spectrometry analysis of streptavidin-purified biotinylated proteins revealed new SIN3-associated interactors, including RBBP4 and SAP30BP. Notably, we identified 72 spliceosomal proteins as highly enriched interactors. Additionally, a complementary immunoprecipitation assay validated novel interactions of SAP18 with the prespliceosomal components SNRNP70, SNRPA, SF3B1, U2AF1, and the SR protein SRSF1. Mutational analysis using a C-terminal SAP18 double point mutant, which is known to be deficient in ASAP-interaction, demonstrated a debilitated interaction with the prespliceosomal proteins. Altogether, our results present a refined understanding of the SAP18 interactome, uncovering its association with the prespliceosome in conjugation with ASAP components.
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Affiliation(s)
- Sweta Kumari
- Department of Biosciences and Bioengineering, Indian Institute of Technology Guwahati, Guwahati, 781039, Assam, India
| | - Ankita Adhikary
- Department of Biosciences and Bioengineering, Indian Institute of Technology Guwahati, Guwahati, 781039, Assam, India
| | - Kusum Kumari Singh
- Department of Biosciences and Bioengineering, Indian Institute of Technology Guwahati, Guwahati, 781039, Assam, India.
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Goswami P, Banks CAS, Thornton J, Bengs BD, Sardiu ME, Florens L, Washburn MP. Distinct Regions within SAP25 Recruit O-Linked Glycosylation, DNA Demethylation, and Ubiquitin Ligase and Hydrolase Activities to the Sin3/HDAC Complex. J Proteome Res 2024; 23:5016-5029. [PMID: 39435885 DOI: 10.1021/acs.jproteome.4c00498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2024]
Abstract
Sin3 is an evolutionarily conserved repressor protein complex mainly associated with histone deacetylase (HDAC) activity. Many proteins are part of Sin3/HDAC complexes, and the function of most of these members remains poorly understood. SAP25, a previously identified Sin3A associated protein of 25 kDa, has been proposed to participate in regulating gene expression programs involved in the immune response but the exact mechanism of this regulation is unclear. SAP25 is not expressed in HEK293 cells, which hence serve as a natural knockout system to decipher the molecular functions uniquely carried out by this Sin3/HDAC subunit. Using molecular, proteomic, protein engineering, and interaction network approaches, we show that SAP25 interacts with distinct enzymatic and regulatory protein complexes in addition to Sin3/HDAC. Additional proteins uniquely recovered from the Halo-SAP25 pull-downs included the SCF E3 ubiquitin ligase complex SKP1/FBXO3/CUL1 and the ubiquitin carboxyl-terminal hydrolase 11 (USP11). Furthermore, mutational analysis demonstrates that distinct regions of SAP25 participate in its interaction with USP11, OGT/TETs, and SCF(FBXO3). These results suggest that SAP25 may function as an adaptor protein to coordinate the assembly of different enzymatic complexes to control Sin3/HDAC-mediated gene expression. The data were deposited with the MASSIVE repository with the identifiers MSV000093576 and MSV000093553.
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Affiliation(s)
- Pratik Goswami
- Department of Cancer Biology, University of Kansas Medical Center, Kansas City, Kansas 66160, United States
| | - Charles A S Banks
- Stowers Institute for Medical Research, Kansas City, Missouri 64110, United States
| | - Janet Thornton
- Stowers Institute for Medical Research, Kansas City, Missouri 64110, United States
| | - Bethany D Bengs
- Department of Biostatistics & Data Science, University of Kansas Medical Center, Kansas City, Kansas 66103, United States
| | - Mihaela E Sardiu
- Department of Biostatistics & Data Science, University of Kansas Medical Center, Kansas City, Kansas 66103, United States
| | - Laurence Florens
- Stowers Institute for Medical Research, Kansas City, Missouri 64110, United States
| | - Michael P Washburn
- Stowers Institute for Medical Research, Kansas City, Missouri 64110, United States
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Yang N, Zhang Q, Wang Q, Zhang Y, Li S, Zhao Y, Shi X, Li Q, Xu X. Nsp10-interacting host protein SAP18 restricts PEDV replication in Marc-145 cells via enhancing dephosphorylation of RIG-I. Vet Microbiol 2024; 294:110124. [PMID: 38795403 DOI: 10.1016/j.vetmic.2024.110124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Revised: 05/13/2024] [Accepted: 05/18/2024] [Indexed: 05/27/2024]
Abstract
PEDV, a single-stranded RNA virus, causes significant economic losses in the pig industry. Sin3-associated protein 18 (SAP18) is known for its role in transcriptional inhibition and RNA splicing. However, research on SAP18's involvement in PEDV infection is limited. Here, we identified an interaction between SAP18 and PEDV nonstructural protein 10 (Nsp10) using immunoprecipitation-mass spectrometry (IP-MS) and confirmed it through immunoprecipitation and laser confocal microscopy. Additionally, PEDV Nsp10 reduced SAP18 protein levels and induced its cytoplasmic accumulation. Overexpressing SAP18 suppressed PEDV replication, meanwhile its knockdown via short interfering RNA (siRNA) enhanced replication. SAP18 overexpression boosted IRF3 and NF-κB P65 phosphorylation, nuclear translocation, and IFN-β antiviral response. Furthermore, SAP18 upregulated RIG-I expression and facilitated its dephosphorylation, while SAP18 knockdown had the opposite effect. Finally, SAP18 interacted with phosphatase 1 (PP1) catalytic subunit alpha (PPP1CA), promoting PPP1CA-RIG-I interaction during PEDV infection. These findings highlight SAP18's role in activating the type I interferon pathway and inhibiting viral replication by promoting RIG-I dephosphorylation through its interaction with PPP1CA.
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Affiliation(s)
- Naling Yang
- College of Veterinary Medicine, Northwest A&F University, Yangling, Shanxi 712100, China
| | - Qi Zhang
- College of Veterinary Medicine, Northwest A&F University, Yangling, Shanxi 712100, China
| | - Quanqiong Wang
- College of Veterinary Medicine, Northwest A&F University, Yangling, Shanxi 712100, China
| | - Yanxia Zhang
- College of Veterinary Medicine, Northwest A&F University, Yangling, Shanxi 712100, China
| | - Shifan Li
- College of Veterinary Medicine, Northwest A&F University, Yangling, Shanxi 712100, China
| | - Yina Zhao
- College of Veterinary Medicine, Northwest A&F University, Yangling, Shanxi 712100, China
| | - Xiaojie Shi
- College of Veterinary Medicine, Northwest A&F University, Yangling, Shanxi 712100, China
| | - Qinfan Li
- College of Veterinary Medicine, Northwest A&F University, Yangling, Shanxi 712100, China.
| | - Xingang Xu
- College of Veterinary Medicine, Northwest A&F University, Yangling, Shanxi 712100, China.
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Goswami P, Banks CA, Thornton J, Bengs B, Sardiu ME, Florens L, Washburn MP. Distinct regions within SAP25 recruit O-linked glycosylation, DNA demethylation, and ubiquitin ligase and hydrolase activities to the Sin3/HDAC complex. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.05.583553. [PMID: 38496433 PMCID: PMC10942353 DOI: 10.1101/2024.03.05.583553] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
Epigenetic control of gene expression is crucial for maintaining gene regulation. Sin3 is an evolutionarily conserved repressor protein complex mainly associated with histone deacetylase (HDAC) activity. A large number of proteins are part of Sin3/HDAC complexes, and the function of most of these members remains poorly understood. SAP25, a previously identified Sin3A associated protein of 25 kDa, has been proposed to participate in regulating gene expression programs involved in the immune response but the exact mechanism of this regulation is unclear. SAP25 is not expressed in HEK293 cells, which hence serve as a natural knockout system to decipher the molecular functions uniquely carried out by this Sin3/HDAC subunit. Using molecular, proteomic, protein engineering, and interaction network approaches, we show that SAP25 interacts with distinct enzymatic and regulatory protein complexes in addition to Sin3/HDAC. While the O-GlcNAc transferase (OGT) and the TET1 /TET2/TET3 methylcytosine dioxygenases have been previously linked to Sin3/HDAC, in HEK293 cells, these interactions were only observed in the affinity purification in which an exogenously expressed SAP25 was the bait. Additional proteins uniquely recovered from the Halo-SAP25 pull-downs included the SCF E3 ubiquitin ligase complex SKP1/FBXO3/CUL1 and the ubiquitin carboxyl-terminal hydrolase 11 (USP11), which have not been previously associated with Sin3/HDAC. Finally, we use mutational analysis to demonstrate that distinct regions of SAP25 participate in its interaction with USP11, OGT/TETs, and SCF(FBXO3).) These results suggest that SAP25 may function as an adaptor protein to coordinate the assembly of different enzymatic complexes to control Sin3/HDAC-mediated gene expression.
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Affiliation(s)
- Pratik Goswami
- Department of Cancer Biology, University of Kansas Medical Center, Kansas City, KS, 66160, USA
| | - Charles A.S. Banks
- Stowers Institute for Medical Research, Kansas City, Missouri 64110, USA
| | - Janet Thornton
- Department of Cancer Biology, University of Kansas Medical Center, Kansas City, KS, 66160, USA
| | - Bethany Bengs
- Department of Biostatistics & Data Science, University of Kansas Medical Center, Kansas City, Kansas, USA
| | - Mihaela E. Sardiu
- Department of Biostatistics & Data Science, University of Kansas Medical Center, Kansas City, Kansas, USA
| | - Laurence Florens
- Stowers Institute for Medical Research, Kansas City, Missouri 64110, USA
| | - Michael P. Washburn
- Department of Cancer Biology, University of Kansas Medical Center, Kansas City, KS, 66160, USA
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Geraci J, Bhargava R, Qorri B, Leonchyk P, Cook D, Cook M, Sie F, Pani L. Machine learning hypothesis-generation for patient stratification and target discovery in rare disease: our experience with Open Science in ALS. Front Comput Neurosci 2024; 17:1199736. [PMID: 38260713 PMCID: PMC10801647 DOI: 10.3389/fncom.2023.1199736] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Accepted: 11/20/2023] [Indexed: 01/24/2024] Open
Abstract
Introduction Advances in machine learning (ML) methodologies, combined with multidisciplinary collaborations across biological and physical sciences, has the potential to propel drug discovery and development. Open Science fosters this collaboration by releasing datasets and methods into the public space; however, further education and widespread acceptance and adoption of Open Science approaches are necessary to tackle the plethora of known disease states. Motivation In addition to providing much needed insights into potential therapeutic protein targets, we also aim to demonstrate that small patient datasets have the potential to provide insights that usually require many samples (>5,000). There are many such datasets available and novel advancements in ML can provide valuable insights from these patient datasets. Problem statement Using a public dataset made available by patient advocacy group AnswerALS and a multidisciplinary Open Science approach with a systems biology augmented ML technology, we aim to validate previously reported drug targets in ALS and provide novel insights about ALS subpopulations and potential drug targets using a unique combination of ML methods and graph theory. Methodology We use NetraAI to generate hypotheses about specific patient subpopulations, which were then refined and validated through a combination of ML techniques, systems biology methods, and expert input. Results We extracted 8 target classes, each comprising of several genes that shed light into ALS pathophysiology and represent new avenues for treatment. These target classes are broadly categorized as inflammation, epigenetic, heat shock, neuromuscular junction, autophagy, apoptosis, axonal transport, and excitotoxicity. These findings are not mutually exclusive, and instead represent a systematic view of ALS pathophysiology. Based on these findings, we suggest that simultaneous targeting of ALS has the potential to mitigate ALS progression, with the plausibility of maintaining and sustaining an improved quality of life (QoL) for ALS patients. Even further, we identified subpopulations based on disease onset. Conclusion In the spirit of Open Science, this work aims to bridge the knowledge gap in ALS pathophysiology to aid in diagnostic, prognostic, and therapeutic strategies and pave the way for the development of personalized treatments tailored to the individual's needs.
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Affiliation(s)
- Joseph Geraci
- NetraMark Corp, Toronto, ON, Canada
- Department of Pathology and Molecular Medicine, Queen's University, Kingston, ON, Canada
- Centre for Biotechnology and Genomic Medicine, Medical College of Georgia, Augusta University, Augusta, GA, United States
- Arthur C. Clarke Center for Human Imagination, School of Physical Sciences, University of California San Diego, San Diego, CA, United States
| | - Ravi Bhargava
- Department of Biomedical and Molecular Science, Queens University, Kingston, ON, Canada
- Science and Research, Roche Integrated Informatics, F. Hoffmann La-Roche, Toronto, ON, Canada
| | | | | | - Douglas Cook
- NetraMark Corp, Toronto, ON, Canada
- Department of Surgery, Queen's University, Kingston, ON, Canada
| | - Moses Cook
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Fanny Sie
- Science and Research, Roche Integrated Informatics, F. Hoffmann La-Roche, Toronto, ON, Canada
| | - Luca Pani
- NetraMark Corp, Toronto, ON, Canada
- Department of Psychiatry and Behavioral Sciences, Leonard M. Miller School of Medicine, University of Miami, Coral Gables, FL, United States
- Department of Biomedical, Metabolic, and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy
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