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Cunningham JL, Frankovich J, Dubin RA, Pedrosa E, Baykara RN, Schlenk NC, Maqbool SB, Dolstra H, Marino J, Edinger J, Shea JM, Laje G, Swagemakers SMA, Sinnadurai S, Zhang ZD, Lin JR, van der Spek PJ, Lachman HM. Ultrarare Variants in DNA Damage Repair Genes in Pediatric Acute-Onset Neuropsychiatric Syndrome or Acute Behavioral Regression in Neurodevelopmental Disorders. Dev Neurosci 2024:1-20. [PMID: 39396515 DOI: 10.1159/000541908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Accepted: 09/23/2024] [Indexed: 10/15/2024] Open
Abstract
INTRODUCTION Acute onset of severe psychiatric symptoms or regression may occur in children with premorbid neurodevelopmental disorders, although typically developing children can also be affected. Infections or other stressors are likely triggers. The underlying causes are unclear, but a current hypothesis suggests the convergence of genes that influence neuronal and immunological function. We previously identified 11 genes in pediatric acute-onset neuropsychiatric syndrome (PANS), in which two classes of genes related to either synaptic function or the immune system were found. Among the latter, three affect the DNA damage response (DDR): PPM1D, CHK2, and RAG1. We now report an additional 17 cases with mutations in PPM1D and other DDR genes in patients with acute onset of psychiatric symptoms and/or regression that their clinicians classified as PANS or another inflammatory brain condition. METHODS We analyzed genetic findings obtained from parents and carried out whole-exome sequencing on a total of 17 cases, which included 3 sibling pairs and a family with 4 affected children. RESULTS The DDR genes include clusters affecting p53 DNA repair (PPM1D, ATM, ATR, 53BP1, and RMRP), and the Fanconi Anemia Complex (FANCE, SLX4/FANCP, FANCA, FANCI, and FANCC). We hypothesize that defects in DNA repair genes, in the context of infection or other stressors, could contribute to decompensated states through an increase in genomic instability with a concomitant accumulation of cytosolic DNA in immune cells triggering DNA sensors, such as cGAS-STING and AIM2 inflammasomes, as well as central deficits on neuroplasticity. In addition, increased senescence and defective apoptosis affecting immunological responses could be playing a role. CONCLUSION These compelling preliminary findings motivate further genetic and functional characterization as the downstream impact of DDR deficits may point to novel treatment strategies.
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Affiliation(s)
- Janet L Cunningham
- Department of Medical Sciences, Psychiatry, Uppsala University, Uppsala, Sweden
| | - Jennifer Frankovich
- Department of Pediatrics, Division of Pediatric Allergy, Immunology, Rheumatology and Immune Behavioral Health Program, Stanford Children's Health and Stanford University School of Medicine, Palo Alto, California, USA
| | - Robert A Dubin
- Center for Epigenomics, Computational Genomics Core, Albert Einstein College of Medicine, New York, New York, USA
| | - Erika Pedrosa
- Department of Psychiatry and Behavioral Sciences, Albert Einstein College of Medicine, New York, New York, USA
| | - Refia Nur Baykara
- Department of Psychiatry and Behavioral Sciences, Albert Einstein College of Medicine, New York, New York, USA
| | - Noelle Cathleen Schlenk
- Stanford Children's Health, PANS Clinic and Research Program, Stanford University School of Medicine, Stanford, California, USA
| | - Shahina B Maqbool
- Department of Genetics Epigenetics Shared Facility, Albert Einstein College of Medicine, New York, New York, USA
| | - Hedwig Dolstra
- Department of Psychiatry and Behavioral Sciences, Albert Einstein College of Medicine, New York, New York, USA
| | - Jacqueline Marino
- Department of Psychiatry and Behavioral Sciences, Albert Einstein College of Medicine, New York, New York, USA
| | - Jacob Edinger
- Department of Psychiatry and Behavioral Sciences, Albert Einstein College of Medicine, New York, New York, USA
| | - Julia M Shea
- Department of Psychiatry and Behavioral Sciences, Albert Einstein College of Medicine, New York, New York, USA
| | - Gonzalo Laje
- Department of Psychiatry, Permian Basin, Texas Tech University Health Sciences Center School of Medicine, Lubbock, Texas, USA
| | - Sigrid M A Swagemakers
- Department of Pathology and Clinical Bioinformatics, Erasmus MC, Rotterdam, The Netherlands
| | - Siamala Sinnadurai
- Department of Pathology and Clinical Bioinformatics, Erasmus MC, Rotterdam, The Netherlands
- Department of Epidemiology and Health Promotion at the School of Public Health Medical Center for Postgraduate Education, Warsaw, Poland
| | - Zhengdong D Zhang
- Department of Genetics, Albert Einstein College of Medicine, New York, New York, USA
| | - Jhih-Rong Lin
- Department of Genetics, Albert Einstein College of Medicine, New York, New York, USA
| | - Peter J van der Spek
- Department of Pathology and Clinical Bioinformatics, Erasmus MC, Rotterdam, The Netherlands
| | - Herbert M Lachman
- Department of Psychiatry and Behavioral Sciences, Department of Medicine, Department of Genetics, Dominick P. Purpura Department of Neuroscience, Albert Einstein College of Medicine, New York, New York, USA
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Walkley SU, Molholm S, Jordan B, Marion RW, Wasserstein M. Using team-based precision medicine to advance understanding of rare genetic brain disorders. J Neurodev Disord 2024; 16:10. [PMID: 38491427 PMCID: PMC10941544 DOI: 10.1186/s11689-024-09518-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 02/07/2024] [Indexed: 03/18/2024] Open
Abstract
We describe a multidisciplinary teamwork approach known as "Operation IDD Gene Team" developed by the Rose F. Kennedy Intellectual and Developmental Disabilities Research Center (RFK IDDRC) at the Albert Einstein College of Medicine. This initiative brings families affected by rare genetic diseases that cause intellectual and developmental disability together with physicians, basic scientists, and their trainees. At team meetings, family members share their child's medical and personal history, physicians describe the broader clinical consequences of the condition, and scientists provide accessible tutorials focused on the fundamental biology of relevant genes. When appropriate, possible treatment approaches are also discussed. The outcomes of team meetings have been overwhelmingly positive, with families not only expressing deep gratitude, but also becoming empowered to establish foundations dedicated to their child's specific condition. Physicians, and in particular the scientists and their trainees, have gained a deeper understanding of challenges faced by affected families, broadening their perspective on how their research can extend beyond the laboratory. Remarkably, research by the scientists following the Gene Team meetings have often included focus on the actual gene variants exhibited by the participating children. As these investigations progress and newly created foundations expand their efforts, national as well as international collaborations are forged. These developments emphasize the importance of rare diseases as windows into previously unexplored molecular and cellular processes, which can offer fresh insights into both normal function as well as more common diseases. Elucidating the mechanisms of and treatments for rare and ultra-rare diseases thus has benefits for all involved-families, physicians, and scientists and their trainees, as well as the broader medical community. While the RFK IDDRC's Operation IDD Gene Team program has focused on intellectual disabilities affecting children, we believe it has the potential to be applied to rare genetic diseases impacting individuals of any age and encompassing a wide variety of developmental disorders affecting multiple organ systems.
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Affiliation(s)
- Steven U Walkley
- Rose F. Kennedy Intellectual and Developmental Disabilities Research Center, Albert Einstein College of Medicine, Bronx, NY, 10461, USA.
- Department of Neuroscience, Albert Einstein College of Medicine, Albert Einstein College of Medicine, Bronx, NY, 10461, USA.
| | - Sophie Molholm
- Rose F. Kennedy Intellectual and Developmental Disabilities Research Center, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
- Department of Neuroscience, Albert Einstein College of Medicine, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
- Department of Pediatrics, Albert Einstein College of Medicine, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | - Bryen Jordan
- Rose F. Kennedy Intellectual and Developmental Disabilities Research Center, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
- Department of Neuroscience, Albert Einstein College of Medicine, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | - Robert W Marion
- Rose F. Kennedy Intellectual and Developmental Disabilities Research Center, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
- Department of Pediatrics, Albert Einstein College of Medicine, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | - Melissa Wasserstein
- Rose F. Kennedy Intellectual and Developmental Disabilities Research Center, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
- Department of Pediatrics, Albert Einstein College of Medicine, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
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Aguilan JT, Pedrosa E, Dolstra H, Baykara RN, Barnes J, Zhang J, Sidoli S, Lachman HM. Proteomics and phosphoproteomics profiling in glutamatergic neurons and microglia in an iPSC model of Jansen de Vries Syndrome. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.07.08.548192. [PMID: 37461463 PMCID: PMC10350077 DOI: 10.1101/2023.07.08.548192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 07/25/2023]
Abstract
Background Jansen de Vries Syndrome (JdVS) is a rare neurodevelopmental disorder (NDD) caused by gain-of-function (GOF) truncating mutations in PPM1D exons 5 or 6. PPM1D is a serine/threonine phosphatase that plays an important role in the DNA damage response (DDR) by negatively regulating TP53 (P53). JdVS-associated mutations lead to the formation of a truncated PPM1D protein that retains catalytic activity and has a GOF effect because of reduced degradation. Somatic PPM1D exons 5 and 6 truncating mutations are well-established factors in a number of cancers, due to excessive dephosphorylation and reduced function of P53 and other substrates involved in DDR. Children with JdVS have a variety of neurodevelopmental, psychiatric, and physical problems. In addition, a small fraction has acute neuropsychiatric decompensation apparently triggered by infection or severe non-infectious environmental stress factors. Methods To understand the molecular basis of JdVS, we developed an induced pluripotent stem cell (iPSC) model system. iPSCs heterozygous for the truncating variant (PPM1D+/tr), were made from a patient, and control lines engineered using CRISPR-Cas9 gene editing. Proteomics and phosphoprotemics analyses were carried out on iPSC-derived glutamatergic neurons and microglia from three control and three PPM1D+/tr iPSC lines. We also analyzed the effect of the TLR4 agonist, lipopolysaccharide, to understand how activation of the innate immune system in microglia could account for acute behavioral decompensation. Results One of the major findings was the downregulation of POGZ in unstimulated microglia. Since loss-of-function variants in the POGZ gene are well-known causes of autism spectrum disorder, the decrease in PPM1D+/tr microglia suggests this plays a role in the neurodevelopmental aspects of JdVS. In addition, neurons, baseline, and LPS-stimulated microglia show marked alterations in the expression of several E3 ubiquitin ligases, most notably UBR4, and regulators of innate immunity, chromatin structure, ErbB signaling, and splicing. In addition, pathway analysis points to overlap with neurodegenerative disorders. Limitations Owing to the cost and labor-intensive nature of iPSC research, the sample size was small. Conclusions Our findings provide insight into the molecular basis of JdVS and can be extrapolated to understand neuropsychiatric decompensation that occurs in subgroups of patients with ASD and other NDDs.
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Affiliation(s)
- Jennifer T. Aguilan
- Department of Pathology, Albert Einstein College of Medicine, 1300 Morris Park Ave. Bronx, NY, 10461
| | - Erika Pedrosa
- Department of Psychiatry and Behavioral Sciences, Albert Einstein College of Medicine, 1300 Morris Park Ave. Bronx, NY, 10461
| | - Hedwig Dolstra
- Department of Psychiatry and Behavioral Sciences, Albert Einstein College of Medicine, 1300 Morris Park Ave. Bronx, NY, 10461
| | - Refia Nur Baykara
- Department of Psychiatry and Behavioral Sciences, Albert Einstein College of Medicine, 1300 Morris Park Ave. Bronx, NY, 10461
| | - Jesse Barnes
- Department of Psychiatry and Behavioral Sciences, Albert Einstein College of Medicine, 1300 Morris Park Ave. Bronx, NY, 10461
| | - Jinghang Zhang
- Department of Microbiology & Immunology, Albert Einstein College of Medicine, 1300 Morris Park Ave. Bronx, NY, 10461
| | - Simone Sidoli
- Department of Biochemistry, Albert Einstein College of Medicine, 1300 Morris Park Ave. Bronx, NY, 10461
| | - Herbert M. Lachman
- Department of Psychiatry and Behavioral Sciences, Albert Einstein College of Medicine, 1300 Morris Park Ave. Bronx, NY, 10461
- Department of Medicine, Albert Einstein College of Medicine, 1300 Morris Park Ave. Bronx, NY, 10461
- Dominick P. Purpura Department of Neuroscience, Albert Einstein College of Medicine, 1300 Morris Park Ave. Bronx, NY, 10461
- Department of Genetics, Albert Einstein College of Medicine, 1300 Morris Park Ave. Bronx, NY, 10461
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Wojcik MH, Srivastava S, Agrawal PB, Balci TB, Callewaert B, Calvo PL, Carli D, Caudle M, Colaiacovo S, Cross L, Demetriou K, Drazba K, Dutra-Clarke M, Edwards M, Genetti CA, Grange DK, Hickey SE, Isidor B, Küry S, Lachman HM, Lavillaureix A, Lyons MJ, Marcelis C, Marco EJ, Martinez-Agosto JA, Nowak C, Pizzol A, Planes M, Prijoles EJ, Riberi E, Rush ET, Russell BE, Sachdev R, Schmalz B, Shears D, Stevenson DA, Wilson K, Jansen S, deVries BB, Curry CJ. Jansen-de Vries syndrome: Expansion of the PPM1D clinical and phenotypic spectrum in 34 families. Am J Med Genet A 2023; 191:1900-1910. [PMID: 37183572 PMCID: PMC10330231 DOI: 10.1002/ajmg.a.63226] [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] [Received: 01/20/2023] [Revised: 04/13/2023] [Accepted: 04/20/2023] [Indexed: 05/16/2023]
Abstract
Jansen-de Vries syndrome (JdVS) is a neurodevelopmental condition attributed to pathogenic variants in Exons 5 and 6 of PPM1D. As the full phenotypic spectrum and natural history remain to be defined, we describe a large cohort of children and adults with JdVS. This is a retrospective cohort study of 37 individuals from 34 families with disease-causing variants in PPM1D leading to JdVS. Clinical data were provided by treating physicians and/or families. Of the 37 individuals, 27 were male and 10 female, with median age 8.75 years (range 8 months to 62 years). Four families document autosomal dominant transmission, and 32/34 probands were diagnosed via exome sequencing. The facial gestalt, including a broad forehead and broad mouth with a thin and tented upper lip, was most recognizable between 18 and 48 months of age. Common manifestations included global developmental delay (35/36, 97%), hypotonia (25/34, 74%), short stature (14/33, 42%), constipation (22/31, 71%), and cyclic vomiting (6/35, 17%). Distinctive personality traits include a hypersocial affect (21/31, 68%) and moderate-to-severe anxiety (18/28, 64%). In conclusion, JdVS is a clinically recognizable neurodevelopmental syndrome with a characteristic personality and distinctive facial features. The association of pathogenic variants in PPM1D with cyclic vomiting bears not only medical attention but also further pathogenic and mechanistic evaluation.
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Affiliation(s)
- Monica H Wojcik
- Division of Newborn Medicine, Department of Pediatrics and Harvard Medical School Boston Children’s Hospital, Boston, MA, USA
- Division of Genetics and Genomics, Department of Pediatrics and Harvard Medical School, Boston Children’s Hospital, Boston, MA, USA
- Manton Center for Orphan Disease Research, Boston Children’s Hospital, Boston, MA, USA
| | - Siddharth Srivastava
- Department of Neurology, Boston Children’s Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Pankaj B Agrawal
- Manton Center for Orphan Disease Research, Boston Children’s Hospital, Boston, MA, USA
- Division of Neonatology, Department of Pediatrics, University of Miami Miller School of Medicine and Holtz Children’s Hospital, Jackson Health System, Miami, FL, USA
| | - Tugce B Balci
- Medical Genetics Program of Southwestern Ontario, London Health Sciences Centre, London, ON, Canada
| | - Bert Callewaert
- Center for Medical Genetics, Pediatrics Department, Ghent University Hospital, Ghent, Belgium
| | - Pier Luigi Calvo
- Pediatric Gastroenterology Unit, Regina Margherita Children’s Hospital, Azienda Ospedaliera-Universitaria Città della Salute e della Scienza, Turin, Italy
| | - Diana Carli
- Department of Public Health and Pediatrics, University of Torino, Torino, Italy
| | - Michelle Caudle
- Medical Genetics Program of Southwestern Ontario, London Health Sciences Centre, London, ON, Canada
| | - Samantha Colaiacovo
- Medical Genetics Program of Southwestern Ontario, London Health Sciences Centre, London, ON, Canada
| | - Laura Cross
- Clinical Genetics, Children’s Mercy Hospital, Kansas City, MO, USA
| | - Kalliope Demetriou
- Centre for Clinical Genetics, Sydney Children’s Hospital, Sydney, NSW, Australia
| | - Katy Drazba
- Greenwood Genetic Center, Greenwood, SC, USA
| | - Marina Dutra-Clarke
- Division of Genetics, Department of Pediatrics, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | - Matthew Edwards
- Paediatrics, School of Medicine, Western Sydney University, Hunter Genetics, Newcastle, NSW, Australia
| | - Casie A Genetti
- Division of Genetics and Genomics, Department of Pediatrics and Harvard Medical School, Boston Children’s Hospital, Boston, MA, USA
- Manton Center for Orphan Disease Research, Boston Children’s Hospital, Boston, MA, USA
| | - Dorothy K Grange
- Division of Genetics and Genomic Medicine, Department of Pediatrics, Washington University School of Medicine, St Louis, MO, USA
| | - Scott E Hickey
- Department of Pediatrics, The Ohio State University College of Medicine, Division of Genetic & Genomic Medicine, Nationwide Children’s Hospital, Columbus, Ohio, USA
| | - Bertrand Isidor
- Department of Medical Genetics, Nantes Hospital, Nantes, France
| | - Sébastien Küry
- Nantes Université, CHU Nantes, Service de Génétique Médicale, Nantes, France; Nantes Université, CHU Nantes, CNRS, INSERM, l’institut du thorax, Nantes, France
| | - Herbert M Lachman
- Departments of Behavioral Science, Medicine, and Psychiatry, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Alinoe Lavillaureix
- Service de Génétique Clinique, Centre de Référence Maladies Rares CLAD-Ouest, ERN ITHACA, CHU Rennes, Hôpital Sud, Rennes, France
| | | | - Carlo Marcelis
- Department of Human Genetics, Donders Centre for Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Elysa J Marco
- Cortica Healthcare, Marin Center, San Rafael, CA, USA
| | - Julian A Martinez-Agosto
- Division of Genetics, Department of Pediatrics, Department of Human Genetics, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA USA
| | - Catherine Nowak
- Division of Genetics and Genomics, Department of Pediatrics and Harvard Medical School, Boston Children’s Hospital, Boston, MA, USA
| | - Antonio Pizzol
- Pediatric Gastroenterology Unit, Regina Margherita Children’s Hospital, Azienda Ospedaliera-Universitaria Città della Salute e della Scienza, Turin, Italy
| | - Marc Planes
- Service de Génétique Clinique, University Hospital Morvan, Brest, France
| | | | - Evelise Riberi
- Department of Public Health and Pediatrics, University of Torino, Torino, Italy
| | - Eric T Rush
- UKMC School of Medicine, University of Missouri Kansas City, Kansas City, MO; Division of Genetics, Children’s Mercy Kansas City, Kansas City, MO; Department of Internal Medicine, University of Kansas School of Medicine, Kansas City, MO, USA
| | - Bianca E Russell
- Division of Genetics, Department of Pediatrics, Department of Human Genetics, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA USA
| | - Rani Sachdev
- Centre for Clinical Genetics, Sydney Children’s Hospital, Sydney, NSW, Australia
- School of Women’s and Children’s Health, University of New South Wales, Sydney, Australia
| | - Betsy Schmalz
- Department of Pediatrics, The Ohio State University College of Medicine, Division of Genetic & Genomic Medicine, Nationwide Children’s Hospital, Columbus, Ohio, USA
| | - Deborah Shears
- Oxford Centre for Genomic Medicine, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - David A Stevenson
- Division of Medical Genetics, Department of Pediatrics, Stanford University, Stanford, CA
| | - Kate Wilson
- Oxford Centre for Genomic Medicine, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Sandra Jansen
- Donders Centre for Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Bert B.A. deVries
- Donders Centre for Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Cynthia J Curry
- Genetic Medicine, Department of Pediatrics, University of California San Francisco/ Fresno, Fresno, California, USA
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A novel DNA methylation signature to improve survival prediction of progression-free survival for testicular germ cell tumors. Sci Rep 2023; 13:3759. [PMID: 36882567 PMCID: PMC9992461 DOI: 10.1038/s41598-023-30957-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 03/03/2023] [Indexed: 03/09/2023] Open
Abstract
This study aimed to develop a nomogram for predicting the progression-free survival (PFS) of testicular germ cell tumors (TGCT) patients based on DNA methylation signature and clinicopathological characteristics. The DNA methylation profiles, transcriptome data, and clinical information of TGCT patients were obtained from the Cancer Genome Atlas (TCGA) database. Univariate Cox, lasso Cox, and stepwise multivariate Cox regression were applied to identify a prognostic CpG sites-derived risk signature. Differential expression analysis, functional enrichment analysis, immunoinfiltration analysis, chemotherapy sensitivity analysis, and clinical feature correlation analysis were performed to elucidate the differences among risk groups. A prognostic nomogram integrating CpG sites-derived risk signature and clinicopathological features was further established and evaluated likewise. A risk score model based on 7 CpG sites was developed and found to exhibit significant differences among different survival, staging, radiotherapy, and chemotherapy subgroups. There were 1452 differentially expressed genes between the high- and low-risk groups, with 666 being higher expressed and 786 being lower expressed. Genes highly expressed were significantly enriched in immune-related biological processes and related to T-cell differentiation pathways; meanwhile, down-regulated genes were significantly enriched in extracellular matrix tissue organization-related biological processes and involved in multiple signaling pathways such as PI3K-AKT. As compared with the low-risk group, patients in the high-risk group had decreased lymphocyte infiltration (including T-cell and B-cell) and increased macrophage infiltration (M2 macrophages). They also showed decreased sensitivity to etoposide and bleomycin chemotherapy. Three clusters were obtained by consensus clustering analysis based on the 7 CpG sites and showed distinct prognostic features, and the risk scores in each cluster were significantly different. Multivariate Cox regression analysis found that the risk scores, age, chemotherapy, and staging were independent prognostic factors of PFS of TGCT, and the results were used to formulate a nomogram model that was validated to have a C-index of 0.812. Decision curve analysis showed that the nomogram model was superior to other strategies in the prediction of PFS of TGCT. In this study, we successfully established CpG sites-derived risk signature, which might serve as a useful tool in the prediction of PFS, immunoinfiltration, and chemotherapy sensitivity for TGCT patients.
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