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Construction and validation of a novel apoptosis-associated prognostic signature related to osteosarcoma metastasis and immune infiltration
Institution:Department of Orthopedics, Shanghai Key Laboratory for Prevention and Treatment of Bone and Joint Diseases, Shanghai Institute of Traumatology and Orthopedics, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai 200025, PR China
Abstract:BackgroundApoptosis played vital roles in the formation and progression of osteosarcoma. However, no studies elucidated the prognostic relationships between apoptosis-associated genes (AAGs) and osteosarcoma.MethodsThe differentially expressed genes associated with osteosarcoma metastasis and apoptosis were identified from GEO and MSigDB databases. The apoptosis-associated prognostic signature was established through univariate and multivariate cox regression analyses. The Kaplan–Meier (KM) survival curve, ROC curve and nomogram were constructed to investigate the predictive value of this signature. CIBERSORT algorithm and ssGSEA were used to explore the relationships between immune infiltration and AAG signature. The above results were validated in another GEO dataset and the expression of AAGs was also validated in osteosarcoma patient samples by immunohistochemistry.ResultsHSPB1 and IER3 were involved in AAG signature. In training and validation datasets, apoptosis-associated risk scores were negatively related to patient survival rates and the AAG signature was regarded as the independent prognostic factor. ROC and calibration curves demonstrated the signature and nomogram were reliable. GSEA revealed the signature related to immune-associated pathways. ssGSEA indicated that one immune cell and three immune functions were significantly dysregulated. The immunohistochemistry analyses of patients’ samples revealed that AAGs were significantly differently expressed between metastasis and non-metastasis osteosarcomas.ConclusionsThe present study identified and validated a novel apoptosis-associated prognostic signature related to osteosarcoma metastasis. It could serve as the potential biomarker and therapeutic targets for osteosarcoma in the future.
Keywords:AAGs"}  {"#name":"keyword"  "$":{"id":"pc_nY8uvJGkpK"}  "$$":[{"#name":"text"  "_":"apoptosis-associated genes  KM"}  {"#name":"keyword"  "$":{"id":"pc_zEUj4bMCDP"}  "$$":[{"#name":"text"  "_":"Kaplan–Meier  CT"}  {"#name":"keyword"  "$":{"id":"pc_V2PJDOcy12"}  "$$":[{"#name":"text"  "_":"Computerized tomography  PET-CT"}  {"#name":"keyword"  "$":{"id":"pc_ULIKW6z3Po"}  "$$":[{"#name":"text"  "_":"Positron emission tomography-computed tomography  DEmRNAs"}  {"#name":"keyword"  "$":{"id":"pc_FOdpoJyyA2"}  "$$":[{"#name":"text"  "_":"Differentially expressed messenger RNAs  GEO"}  {"#name":"keyword"  "$":{"id":"pc_OSifcRWgsC"}  "$$":[{"#name":"text"  "_":"GeneExpression Omnibus  limma"}  {"#name":"keyword"  "$":{"id":"pc_us7rSEwCgZ"}  "$$":[{"#name":"text"  "_":"Linear Models for MicroarrayAnalysis  FC"}  {"#name":"keyword"  "$":{"id":"pc_UaLQd3H7Pg"}  "$$":[{"#name":"text"  "_":"Fold change  AIC"}  {"#name":"keyword"  "$":{"id":"pc_9mDhdEWpNv"}  "$$":[{"#name":"text"  "_":"Akaike information criterion  ROC"}  {"#name":"keyword"  "$":{"id":"pc_ac948oijeq"}  "$$":[{"#name":"text"  "_":"Receiveroperating characteristic  C-index"}  {"#name":"keyword"  "$":{"id":"pc_iCAOjCvnpU"}  "$$":[{"#name":"text"  "_":"Concordance index  GSEA"}  {"#name":"keyword"  "$":{"id":"pc_jcxligKb6i"}  "$$":[{"#name":"text"  "_":"Geneset enrichment analysis  ssGSEA"}  {"#name":"keyword"  "$":{"id":"pc_4svE3yJwud"}  "$$":[{"#name":"text"  "_":"Single-sample gene set enrichment analysis  HSPB1"}  {"#name":"keyword"  "$":{"id":"pc_oxxPQWmR4T"}  "$$":[{"#name":"text"  "_":"Heat shock protein family B member 1  IER3"}  {"#name":"keyword"  "$":{"id":"pc_hkIQ3pCHLb"}  "$$":[{"#name":"text"  "_":"Immediate early response 3  EMT"}  {"#name":"keyword"  "$":{"id":"pc_roQt74ohhz"}  "$$":[{"#name":"text"  "_":"Epithelial-mesenchymal transition  ER"}  {"#name":"keyword"  "$":{"id":"pc_yC80GbgA93"}  "$$":[{"#name":"text"  "_":"Endoplasmic reticulum  CAD"}  {"#name":"keyword"  "$":{"id":"pc_HDa6m6DkG9"}  "$$":[{"#name":"text"  "_":"Caspase-activated deoxyribonuclease  MSigDB"}  {"#name":"keyword"  "$":{"id":"pc_mKRDpwu5WR"}  "$$":[{"#name":"text"  "_":"Molecular Signature Database
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