1.Research progress on the pathogenesis mechanism and therapeutic strategies of DCX mutants.
Xuyan SUN ; Bei LI ; Siyu ZHAO ; Xia LI
Chinese Journal of Medical Genetics 2026;43(1):70-75
The doublecortin (DCX) gene encodes DCX, a microtubule-associated protein that plays a crucial role in brain development. DCX variants can disrupt microtubule binding and stabilization, interfere with intracellular transport, and affect post-translational modifications. A correlation exists between variant types and clinical severity. Animal models and induced pluripotent stem cell (iPSC) models simulating DCX deficiency revealed the dynamic progression of the disease, which has provided a powerful tool for investigating disease mechanisms and screening therapeutic agents. Currently there is no cure for DCX variants, with treatment primarily relying on anti-epileptic drugs and symptom management. Basic research is now offering new avenues for future therapeutic approaches. This article has summarized the potential pathogenic mechanisms and therapeutic strategies for the DCX variants, with an aim to provide insights for clinical treatment.
Humans
;
Doublecortin Protein
;
Doublecortin Domain Proteins
;
Animals
;
Neuropeptides/metabolism*
;
Microtubule-Associated Proteins/metabolism*
;
Mutation
2.Clinical efficacy analysis of seven pediatric patients with Acute myeloid leukemia and the t(16;21)(p11;q22) FUS::ERG fusion gene.
Lihuan SHI ; Shan HUANG ; Xing XIE ; Pengkai FAN ; Haili GAO ; Yanna MAO
Chinese Journal of Medical Genetics 2026;43(2):90-95
OBJECTIVE:
To analyze the clinical characteristics, treatment, and prognosis of seven pediatric patients with Acute myeloid leukemia (AML) positive for the t(16;21)(p11;q22) FUS::ERG fusion gene.
METHODS:
A retrospective analysis was carried out on the clinical data, treatment, and prognosis of seven AML patients with t(16;21)(p11;q22) FUS::ERG fusion gene admitted to Henan Children's Hospital between June 2015 and November 2024. Relevant literature was also reviewed. This study was approved by the Medical Ethics Committee of the Hospital (Ethics No.: 2024-102-001).
RESULTS:
Among 297 pediatric patients with AML, 7 cases (2.36%) were positive for the t(16;21)(p11;q22) FUS::ERG fusion gene, including 3 males and 4 females, with a median age of 11 years (range: 3 ~ 12 years). According to the FAB classification, these included 1 case of M2, 3 cases of M5, and 3 cases of AML-not otherwise specified (non-M3). All 7 patients were found to harbor the t(16;21)(p11;q22) translocation, with 3 cases showing additional chromosomal abnormalities. Immunophenotyping revealed universal expression of CD13, CD33, CD34, and CD117, with partial expression of CD56, CD4, CD64, CD123, CD15, CD38, CD11b, HLA-DR, cMPO, and CD16. One patient achieved complete remission (CR) after the first course of DAE (cytarabine + daunorubicin + etoposide) induction chemotherapy but relapsed and discontinued the treatment. Six patients received DAH (cytarabine + daunorubicin + homoharringtonine) induction therapy, of whom 2 achieved CR after two courses and underwent allogeneic hematopoietic stem cell transplantation (allo-HSCT), resulting in an overall CR rate of 42.86%. Five children did not receive allo-HSCT and had a median overall survival of 9 months (range: 6 ~ 18 months). Two children who underwent transplantation achieved bone marrow morphological and molecular biological relapse at 6 and 9 months post-transplantation, respectively. After receiving combined chemotherapy and donor lymphocyte infusion, one child failed to achieve remission and died at 22 months post-transplantation, while the other has been followed up to date with positive fusion gene status. Their overall survival was 25 months and 30 months, respectively.
CONCLUSION
The t(16;21)(p11;q22) FUS::ERG fusion gene is rare in pediatric AML and associated with poor prognosis. Allo-HSCT may mitigate the adverse prognostic impact of the FUS::ERG fusion gene and contribute to prolonged survival.
Humans
;
Male
;
Child
;
Female
;
Leukemia, Myeloid, Acute/drug therapy*
;
Oncogene Proteins, Fusion/genetics*
;
Translocation, Genetic
;
Retrospective Studies
;
RNA-Binding Protein FUS/genetics*
;
Chromosomes, Human, Pair 16/genetics*
;
Adolescent
;
Child, Preschool
;
Chromosomes, Human, Pair 21/genetics*
;
Prognosis
;
Treatment Outcome
3.Analysis of a three-generation Chinese pedigree affected with Hereditary spastic paraplegia type 3A due to variant of ATL1 gene.
Zhenhua GONG ; Fengjuan HE ; Changshui CHEN ; Yu AN
Chinese Journal of Medical Genetics 2026;43(2):129-135
OBJECTIVE:
To explore the genetic basis for a Chinese pedigree affected with Hereditary spastic paraplegia type 3A (SPG3A) and the genotype-phenotype correlation.
METHODS:
A three-generation pedigree presented at Huantai Maternal and Child Health Care Hospital in March 2021 was selected as the study subject. Whole-exome sequencing (WES) and pedigree analysis was carried out. Candidate variant was validated by Sanger sequencing of the members from the pedigree. Haplotype analysis was used to trace the origin of the variant, and pathogenicity was rated based on the guidelines from the American College of Medical Genetics and Genomics (ACMG). This study was approved by the Medical Ethics Committee of the Hospital (Ethics No.: 2025-12).
RESULTS:
A c.1024C>T (p.Pro342Ser) variant of the ATL1 was identified in the four affected members, including the proband, but none of the three unaffected relatives. Haplotype analysis suggested that the variant was derived from the proband's mother and has co-segregated with the disease phenotype. Based on the guidelines of the ACMG, it was classified as likely pathogenic.
CONCLUSION
The ATL1 c.1024C>T (p.Pro342Ser) variant probably underlay the pathogenesis in this pedigree. Above finding has enriched the mutational spectrum of ATL1 and phenotypic spectrum of SPG3A in the Chinese population, and enabled genetic counseling for this pedigree.
Humans
;
Pedigree
;
Spastic Paraplegia, Hereditary/genetics*
;
Male
;
Female
;
Asian People/genetics*
;
Adult
;
Haplotypes
;
Membrane Proteins/genetics*
;
Exome Sequencing
;
GTP-Binding Proteins/genetics*
;
Mutation
;
Middle Aged
;
China
;
Genetic Association Studies
;
East Asian People
4.Clinical phenotype and genetic analysis of a child with Autosomal dominant intellectual developmental disorder type 5 caused by SYNGAP1 gene variant: A case report and literature review.
Zihao WANG ; Lifen DUAN ; Zhangxiang WANYAN ; Ruixi TAO ; Weitao YE ; Zhaoqing YANG
Chinese Journal of Medical Genetics 2026;43(3):213-219
OBJECTIVE:
To delineate the clinical and genetic features of a Chinese girl harboring a rare de novo variant of SYNGAP1 associated with Mental retardation, autosomal dominant 5 (MRD5), and to conduct a comprehensive genotype-phenotype correlation analysis within the Chinese population through an extensive literature review.
METHODS:
A 5-year-old girl presenting with seizures without an obvious cause was enrolled in September 2020. Genomic DNA was extracted from the patient and her parents. Whole exome sequencing (WES) was performed on the proband to identify suspected pathogenic variants based on her clinical phenotype. Sanger sequencing was used for validation, followed by bioinformatic analysis of the variant. Additionally, data from 54 previously reported Chinese cases with SYNGAP1 variants were integrated to summarize the distribution of variant types and clinical characteristics. Ethical approval was obtained from the Ethics Committee of Kunming Children's Hospital (Ethics No.: 2021-03-055-K01).
RESULTS:
WES identified a heterozygous nonsense variant, SYNGAP1 c.725G>A (p.Trp242*), in the proband. Sanger sequencing confirmed it was a de novo variant. According to the ACMG guidelines, this variant was classified as pathogenic (PVS1+PS2). Based on the clinical manifestations, the patient was diagnosed with MRD5. Bioinformatic analysis suggested that this variant introduces a premature stop codon at tryptophan 242, disrupting the PH domain and leading to the loss of the C2, Ras-GAP, and C-terminal domains. The pooled analysis of Chinese cases revealed that nonsense (38.2%) and frameshift (36.4%) variants were the predominant types. Intellectual disability/developmental delay was present in 100.0% of patients, epilepsy in 83.6%, and autism spectrum disorder in 41.3%. The incidence of epilepsy differed significantly among variant types (P = 0.045). Exons 8 and 15 were identified as mutation hotspots.
CONCLUSION
This study has identified a SYNGAP1 c.725G>A variant in the Chinese population and confirmed it as a potential cause of MRD5, which expanded the mutational spectrum of this disorder.
Humans
;
Female
;
Child, Preschool
;
Intellectual Disability/genetics*
;
ras GTPase-Activating Proteins/genetics*
;
Phenotype
;
Exome Sequencing
;
Genetic Association Studies
5.Analysis of ten cases of Acute lymphoblastic leukemia with non-KMT2A::AFF1 transcriptional variant 11q23 rearrangements.
Yuanyuan WANG ; Shuzhen FU ; Yong SHEN ; Qingxia XU
Chinese Journal of Medical Genetics 2026;43(4):265-272
OBJECTIVE:
To analyze the clinical characteristics of patients with 11q23 rearrangement acute lymphoblastic leukemia (ALL) with non-KMT2A::AFF1 fusion genes.
METHODS:
The clinical data of 10 patients with KMT2A fusion gene positive and partner gene non-AFF1 ALL admitted to Henan Cancer Hospital from December 2016 to December 2024 were retrospectively summarized. The immunophenotype, molecular genetic characteristics, clinical manifestations and disease prognosis of these patients were analyzed. This research has been approved by the Medical Ethics Committee of Henan Cancer Hospital (Ethics No.: 2019342).
RESULTS:
Among the 10 patients, the fusion genes were KMT2A::MLLT1 in 7 cases, KMT2A::MLLT4, KMT2A::MLLT3 and KMT2A::MLLT10 in 1 case each. The European Group for the Immunological Classification of Leukemias (EGIL) classification included 6 cases of T-ALL, 2 cases of pro-B-ALL, 1 case of Common-B-ALL and 1 case of pre-B-ALL. 4 cases of B-ALL all expressed CD19, cCD79a, CD38 and HLA-DR, and some expressed CD34 and CD22, without expression or weak expression of CD10, without expression of CD20. One case was accompanied by myeloid marker CD15 expression. 6 cases of T-ALL all expressed CD34, CD7, most expressed CD38, and some expressed CD3, CD5, CD2, CD4 and CD8, and 1 case expressed CD4 and CD8 together. Chromosomal abnormalities were detected in 3 cases, 5 cases were positive for WT1 fusion gene, and 6 cases had gene alterations. 9 patients achieved the first complete remission (CR1) during chemotherapy, and 1 patient relapsed within 6 months after CR1. At the last follow up, 1 patient (the fusion gene was KMT2A::MLLT4) remained unrelieved. There were 2 cases of KMT2A rearrangement (KMT2A-r) persistent positive (+/+) and 8 cases of KMT2A-r negative (+/-). The overall survival (OS) rate and leukemia-free survival (LFS) rate of patients with KMT2A-r persistent positive were significantly lower than those of patients with negative change, and the differences were statistically significant (P values were all < 0.05). Among the 3 patients who received chemotherapy+allogeneic hematopoietic stem cell transplantation (allo-HSCT), no relapse was observed until the follow up day. The OS rate and LFS rate of patients with KMT2A::MLLT1 and chemotherapy+allo-HSCT were higher than those of non-KMT2A::MLLT1 and single chemotherapy patients, and the differences were not statistically significant (P values were all ≥ 0.05). There was no significant difference in OS rate and LFS rate between T-ALL and B-ALL patients (P values were all ≥ 0.05). The median LFS time of the 10 patients was 32 (0 ~ 100) months, and the median OS time was 36 (1 ~ 101) months.
CONCLUSION
The 11q23 rearrangement ALL with non-KMT2A::AFF1 transcript is mainly KMT2A::MLLT1, T-ALL is more common, and the rate of chromosomal karyotype detection is relatively low. Persistent positive KMT2A-r is unfavorable for patient survival, and allo-HSCT during the CR1 period may improve patient survival.
Humans
;
Precursor Cell Lymphoblastic Leukemia-Lymphoma/genetics*
;
Female
;
Male
;
Myeloid-Lymphoid Leukemia Protein/genetics*
;
Histone-Lysine N-Methyltransferase/genetics*
;
Adult
;
Adolescent
;
Chromosomes, Human, Pair 11/genetics*
;
Child
;
Transcriptional Elongation Factors/genetics*
;
Gene Rearrangement
;
Oncogene Proteins, Fusion/genetics*
;
Retrospective Studies
;
Young Adult
;
Middle Aged
;
Prognosis
;
Child, Preschool
;
DNA-Binding Proteins/genetics*
6.Expression of WNT10A in papillary thyroid carcinoma and its effect on cell proliferation, invasion, and metastasis.
Li YUAN ; Ping ZHOU ; Yongfeng ZHAO ; Jiale LI ; Yan ZHANG ; Wengang LIU
Journal of Central South University(Medical Sciences) 2025;50(3):402-415
OBJECTIVES:
Lymph node metastasis in papillary thyroid cancer (PTC) is closely associated with tumor recurrence and patient survival. However, current technologies have limited sensitivity in detecting occult cervical lymph node metastases. Identifying accurate molecular markers for predicting PTC metastasis holds significant clinical value. This study aims to analyze WNT10A expression in PTC and its clinical significance, and to explore the role of WNT10A gene knockdown in PTC cell proliferation, invasion, and metastasis.
METHODS:
The expression of WNT10A in thyroid carcinoma was analyzed using the Gene Expression Profiling Interactive Analysis (GEPIA) and University of Alabama at Birminghara Cancer data analysis Portal (UALCAN) databases. Real-time RT-PCR was used to measure WNT10A mRNA levels in tumor and adjacent normal tissues from 32 PTC patients. Immunohistochemistry was conducted on 158 PTC specimens to assess WNT10A protein expression and its correlation with clinicopathological features. In vitro experiments were performed using K1 and TPC-1 cell lines. Cell proliferation was assessed using the Celigo system and methyl thiazolyl tetrazolium (MTT) assays; apoptosis was measured via flow cytometry; invasion and metastasis were evaluated using scratch and Transwell assays. A xenograft model was established in nude mice to observe tumor growth, and tumor weight and volume were compared between cell lines. Differentially expressed genes regulated by WNT10A were identified via mRNA sequencing, followed by Gene Ontology (GO) and ingenuity pathway analysis (IPA). Real-time PCR and Western blotting were used to validate the effects of WNT10A on key downstream mRNA and protein in the Tec kinase signaling pathway.
RESULTS:
WNT10A mRNA expression was significantly higher in thyroid cancer tissues compared to adjacent normal tissues according to GEPIA and UALCAN (both P<0.01). The real-time RT-PCR result showed that WNT10A mRNA expression in PTC tissues was high than that in adjacent tissues (P<0.01). Immunohistochemistry revealed significantly higher WNT10A protein expression in PTC tissues compared to adjacent tissues (P<0.01), and its expression correlated with multifocality, extrathyroidal invasion, and lymph node metastasis. WNT10A knockdown significantly inhibited proliferation, altered cell cycle distribution, and increased apoptosis in K1 and TPC-1 cells (all P<0.01). WNT10A silencing also reduced migration and invasion abilities in both cell lines. In vivo, WNT10A knockdown in TPC-1 cells suppressed tumor formation in nude mice. GO analysis and IPA suggested that the Tec kinase signaling pathway was a key downstream target of WNT10A. RT-PCR and Western blotting confirmed that WNT10A knockdown downregulated the expression of key genes (STAT3, MAPK8, TNFRSF21, and AKT2) in this pathway.
CONCLUSIONS
WNT10A is highly expressed in PTC and is associated with tumor proliferation, invasion, and metastasis. Its tumor-promoting effects may be mediated through suppression of the Tec kinase signaling pathway.
Humans
;
Cell Proliferation
;
Thyroid Cancer, Papillary/pathology*
;
Thyroid Neoplasms/metabolism*
;
Animals
;
Wnt Proteins/metabolism*
;
Neoplasm Invasiveness
;
Mice
;
Cell Line, Tumor
;
Female
;
Male
;
Mice, Nude
;
Apoptosis
;
Lymphatic Metastasis
;
Middle Aged
;
Cell Movement
;
Adult
7.Application and mechanisms of targeting BRD4 in osteosarcoma.
Ding CHEN ; Jiaming TIAN ; Yihe DONG ; Zi LI ; Jun HUANG
Journal of Central South University(Medical Sciences) 2025;50(3):416-429
OBJECTIVES:
Metastasis is the primary cause of death in osteosarcoma, and current clinical treatments remain limited. BRD4, a key epigenetic regulator, has shown therapeutic promise in various cancers through its inhibition. However, the mechanistic role of BRD4 in osteosarcoma remains poorly understood. This study aims to elucidate the molecular mechanisms by which BRD4 regulate osteosarcoma progression and to explore novel therapeutic strategies.
METHODS:
Immunofluorescence was used to assess BRD4 expression levels in a tissue microarray containing 80 osteosarcoma samples from different patients. The Gene Expression Omnibus (GEO) dataset (GSE42352, containing survival data from 88 osteosarcoma patients) was downloaded to perform Kaplan-Meier survival analysis based on BRD4 gene expression levels. In vivo, an orthotopic intramedullary osteosarcoma model was established using HOS cells in C57 mice, followed by treatment with varying doses of the BRD4 inhibitor (+)-JQ1. Micro-CT, 3D reconstruction of bone tissue, and HE staining were employed to evaluate pathological changes in bone and intestinal lymph nodes. In vitro, cell viability was measured using the methyl thiazolyl tetrazolium (MTT) assay, while colony formation and Transwell assays assessed proliferative and invasive capacities. Chromatin-bound BRD4 was analyzed via co-immunoprecipitation combined with mass spectrometry (Co-IP/MS), and O-GlcNAc glycosylation sites and glycan chains of BRD4 were identified using Co-IP with Nano-LC MS/MS. Real-time PCR and Western blotting were used to analyze the relative mRNA and protein expression levels of target genes, respectively.
RESULTS:
BRD4 was positively expressed in 61.25% (49/80) of osteosarcoma tissues. Patients with high BRD4 expression exhibited significantly shorter survival times (P<0.05). In the orthotopic mouse model, intervention with (+)-JQ1, a potent and commonly used BETi, significantly inhibited tumor growth in vivo and reduced bone destruction (P<0.05). (+)-JQ1 treatment significantly suppressed the proliferation (P<0.001), invasion (P<0.001), and migration (P<0.05) of HOS cells. In osteosarcoma cells, BRD4 exhibited O-GlcNAc modifications at both N- and C- C-termini, particularly at Thr73, which is essential for protein stability. This modification also contributed to the activation of the EGFR tyrosine kinase inhibitor resistance pathway (KEGG Pathway: hsa01521). (+)-JQ1 treatment displaced BRD4 from enhancers and downregulated the transcription of pathway-related genes, such as EGFR and PDGFC, thereby suppressing the malignant behavior of osteosarcoma cells.
CONCLUSIONS
BRD4 promotes osteosarcoma progression via O-GlcNAc modification at Thr73 and plays a crucial role in tumor growth and metastasis.
Osteosarcoma/drug therapy*
;
Humans
;
Transcription Factors/metabolism*
;
Animals
;
Cell Cycle Proteins
;
Mice
;
Bone Neoplasms/drug therapy*
;
Azepines/pharmacology*
;
Cell Line, Tumor
;
Cell Proliferation/drug effects*
;
Triazoles/pharmacology*
;
Mice, Inbred C57BL
;
Nuclear Proteins/metabolism*
;
Gene Expression Regulation, Neoplastic
;
Male
;
Bromodomain Containing Proteins
8.Noggin alleviates neuropathic pain by regulating microglial polarization and remodeling iron homeostasis via a STAT3-dependent pathway.
Wenjuan ZHANG ; Lin YANG ; Ran ZHANG
Journal of Central South University(Medical Sciences) 2025;50(4):602-614
OBJECTIVES:
Pain sensitization, as a core feature of neuropathic pain (NP), is closely associated with inflammatory imbalance within the central nervous system. To investigate the effects of intrathecal injection of noggin (NOG) on mechanical hypersensitivity, microglial (MG) activation and polarization, and iron metabolism in a spinal nerve ligation (SNL)-induced rat model of NP, and to explore the role of signal transducer and activator of transcription 3 (STAT3) in MG phenotypic transformation.
METHODS:
Sixty-six Sprague-Dawley (SD) rats were randomly divided into 3 groups: Sham, SNL, and SNL+NOG. Paw withdrawal threshold (PWT) was assessed using von Frey filaments. Western blotting and real-time polymerase chain reaction (RT-PCR) were used to detect spinal cord expression of MG activation marker CD11b, STAT3, phosphorylated STAT3 (p-STAT3), M1 polarization markers [CD86, CD32, interleukin (IL)-1β], tumor necrosis factor-alpha (TNF-α), and CC chemokine receptor 2 (CCR2), M2 markers [CD204, CD163, CX3C chemokine receptor 1 (CX3CR1), IL-10, and arginase-1 (ARG-1)], and iron metabolism-related proteins including ferroportin (FPN, gene: SLC40A1), hepcidin (gene: HAMP), transferrin receptor (gene: TFRC), and divalent metal transporter 1 (DMT-1, gene: SLC11A2). p-STAT3 localization in MGs was visualized via immunofluorescence. In vitro, primary MGs were divided into Control, bone morphogenetic protein-4 (BMP4), and BMP4+Stattic (STAT3 inhibitor) groups to examine the effects of STAT3 inhibition on MG activation, polarization, and iron regulation.
RESULTS:
In vivo, compared with the Sham group, the SNL and SNL+NOG groups exhibited significantly decreased PWT (P<0.05), elevated spinal CD11b and p-STAT3 protein levels (all P<0.05), increased M1 markers (CD86, CD32, IL-1β, TNF-α, and CCR2) (all P<0.05), and decreased M2 markers (CD204 protein; mRNA of CD204, ARG-1) (all P<0.05). Hepcidin protein and mRNA levels of HAMP, SLC11A2, and TFRC were significantly elevated, while FPN protein and SLC40A1 mRNA were reduced (all P<0.05). Compared to SNL alone, the SNL+NOG group showed increased PWT, decreased CD11b, p-STAT3, and M1 marker expression (except TNF-α), increased M2 marker expression, reduced hepcidin and HAMP levels, and increased FPN and SLC40A1 expression (all P<0.05). In vitro, BMP4 treatment increased CD11b, STAT3, p-STAT3, CD86, and hepcidin levels, while reducing CD204 and FPN (all P<0.05). Inhibition STAT3 with Stattic reversed these changes (all P<0.05).
CONCLUSIONS
NOG alleviates SNL-induced NP by antagonizing the STAT3 signaling pathway, thereby rebalancing microglial polarization and restoring iron metabolism.
Animals
;
Neuralgia/drug therapy*
;
Rats, Sprague-Dawley
;
Microglia/cytology*
;
STAT3 Transcription Factor/metabolism*
;
Rats
;
Iron/metabolism*
;
Male
;
Signal Transduction/drug effects*
;
Carrier Proteins/therapeutic use*
;
Homeostasis/drug effects*
;
Spinal Cord/metabolism*
9.Effects of ultrasonic rapid processing method on the protein, DNA, and RNA in paraffin-embedded tissues.
Xiaohong LI ; Jiadi LUO ; Qingchun LIANG ; Zhongyi TONG
Journal of Central South University(Medical Sciences) 2025;50(4):664-674
OBJECTIVES:
The traditional processing method for paraffin-embedded tissues is time-consuming, while the ultrasonic rapid processing method has a short processing time. However, its effects on tissue proteins, DNA, and RNA remain unclear. This study aims to evaluate the effects of the ultrasonic rapid processing method on proteins, DNA, and RNA in paraffin-embedded tissues through hematoxylin and eosin (HE) staining, immunohistochemical staining, and molecular pathological detection.
METHODS:
Surgical specimens from patients with breast cancer, colorectal cancer, lung cancer, signet-ring cell gastric cancer, liver cancer, and other tumors were selected. Two tissue blocks (1 to 3 mm in diameter) were obtained from each specimen (previously processed and diagnosed by routine pathology). One block was assigned to the control group (traditional processing method), and the other was the experimental group (ultrasonic rapid processing method). Via HE staining, immunohistochemical staining, DNA quality fragment analysis, fluorescent in situ hybrid for HER2 gene expression test, second-generation sequencing for EGFR and ALK gene mutation test, real-time reverse transcription PCR (real-time RT-PCR) for prognosis detection of breast cancer etc, the difference between 2 groups was compared, and further impact of the ultrasonic rapid processing method was analyzed.
RESULTS:
Compared with the control group, the ultrasound-assisted rapid method efficiently completed fixation, dehydration, clearing, and paraffin embedding, significantly reducing sample preparation time before pathological diagnosis. Results of HE staining, immunohistochemistry, DNA fragment analysis, fluorescence in situ hybridization for HER2 gene, next-generation sequencing for EGFR and ALK gene, and real-time RT-PCR for breast cancer prognosis were entirely consistent with those of the control group.
CONCLUSIONS
The ultrasonic rapid processing method can quickly and effectively shorten the time for specimen processing before pathological diagnosis, and will not affect the DNA, RNA and proteins of the specimens. It can meet the subsequent HE staining, immunohistochemistry and molecular pathological detection.
Humans
;
Paraffin Embedding/methods*
;
Female
;
RNA/analysis*
;
DNA/analysis*
;
Breast Neoplasms/pathology*
;
Neoplasms/genetics*
;
Ultrasonics/methods*
;
Proteins/analysis*
10.Radiogenomics-based prediction of KRAS and EGFR gene mutation in non-small cell lung cancer patients.
Jianing LIN ; Zhihang YAN ; Longyu HE ; Hao ZHANG ; Mingxuan XIE
Journal of Central South University(Medical Sciences) 2025;50(5):805-814
OBJECTIVES:
Non-small cell lung cancer (NSCLC) is associated with poor prognosis, with 30% of patients diagnosed at an advanced stage. Mutations in the EGFR and KRAS genes are important prognostic factors for NSCLC, and targeted therapies can significantly improve survival in these patients. Although tissue biopsy remains the gold standard for detecting gene mutations, it has limitations, including invasiveness, sampling errors due to tumor heterogeneity, and poor reproducibility. This study aims to develop machine learning models based on radiomic features to predict EGFR and KRAS gene mutation status in NSCLC patients, thereby providing a reference for precision oncology.
METHODS:
Imaging and mutation data from eligible NSCLC patients were obtained from the publicly available Lung-PET-CT-Dx dataset in The Cancer Imaging Archive (TCIA). A three-dimensional-convolutional neural network (3D-CNN) was used to extract imaging features from the regions of interest (ROI). The LightGBM algorithm was employed to build classification models for predicting EGFR and KRAS gene mutation status. Model performance was evaluated using 5-fold cross-validation, with receiver operator characteristic (ROC) curves, area under the curve (AUC), accuracy, sensitivity, and specificity used for validation.
RESULTS:
The models effectively predicted EGFR and KRAS mutations in NSCLC patients, achieving an AUC of 0.95 for EGFR mutations and 0.90 for KRAS. The models also demonstrated high accuracy (EGFR 89.66%; KRAS 87.10%), sensitivity (EGFR 93.33%; KRAS 87.50%), and specificity (EGFR 85.71%; KRAS 86.67%).
CONCLUSIONS
A radiogenomics-machine learning predictive model can serve as a non-invasive tool for anticipating EGFR and KRAS gene mutation status in NSCLC patients.
Humans
;
Carcinoma, Non-Small-Cell Lung/diagnostic imaging*
;
Lung Neoplasms/diagnostic imaging*
;
Mutation
;
Proto-Oncogene Proteins p21(ras)/genetics*
;
ErbB Receptors/genetics*
;
Machine Learning
;
Positron Emission Tomography Computed Tomography
;
Female
;
Male
;
Neural Networks, Computer
;
Middle Aged
;
Aged

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