1.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*
2.Cost-utility analysis of r-chop vs chop in patients with Non-Hodgkin's lymphoma:A systematic review.
Camille Francesca T. Cadag ; Althea B. Lorenzo ; Justine Marie M. Mercado ; Frances Lois U. Ngo
Acta Medica Philippina 2026;60(2):84-114
BACKGROUND AND OBJECTIVES
Non-Hodgkin Lymphoma (NHL) ranks 11th in cancer incidence and mortality in the Philippines with the combination chemotherapy composed of Cyclophosphamide, Doxorubicin, Vincristine, and Prednisone (CHOP) being commonly used as treatment. However, the addition of Rituximab to CHOP (R-CHOP) has been shown to exhibit higher response rates and longer remissions, potentially improving quality of life. Currently, there is conflicting evidence on the cost-utility of CHOP versus R-CHOP. The study aimed to describe the patient- and country-specific factors, and treatment modalities used for NHL and systematically review cost-utility evidence of R-CHOP versus CHOP in adult NHL patients.
METHODSA systematic literature search of cost-utility studies on R-CHOP versus CHOP for NHL treatment was performed on eight databases: PubMed/MEDLINE, Scopus, Web of Science, EBSCOHost, Cochrane, York Research Database, Centre for Reviews and Dissemination Database, and HERDIN, where 607 studies were identified. Upon screening using an eligibility criteria, 10 studies were included and critically assessed using four appraisal tools: CHEERS, Drummond, Cooper, and ECOBIAS. These were performed independently by two authors with a third author assisting to help reach a consensus.
RESULTSAll studies from high-income countries (HICs) (n=8) and low-middle-income country (LMIC) (n=1) suggested that R-CHOP was more cost-effective for NHL treatment than CHOP in terms of utility outcomes. The study conducted in a low-income country (LIC) (n=1) suggested the opposite, favoring CHOP over R-CHOP. Methodological differences such as perspective, discount rate, willingness-to-pay (WTP), time horizon, and economic model were observed. Methodological limitations include completeness of data reported and credibility of sources used.
CONCLUSIONThe results of this review shall be interpreted with caution as those favoring R-CHOP over CHOP for NHL treatment in terms of cost-utility were concentrated in HICs. More economic evaluations from LICs, LMICs, and upper-middle income countries (UMICs) are needed for a robust conclusion. Additionally, establishing a universally recognized guideline for economic evaluations is essential to guide researchers effectively.
Cost-benefit Analysis ; Hodgkin Disease ; Lymphoma ; Systematic Review ; Lymphoma, Non-hodgkin
3.Risk factors for positive post-transplantation measurable residual disease in patients with acute lymphoblastic leukemia.
Yuewen WANG ; Guomei FU ; Lanping XU ; Yu WANG ; Yifei CHENG ; Yuanyuan ZHANG ; Xiaohui ZHANG ; Yanrong LIU ; Kaiyan LIU ; Xiaojun HUANG ; Yingjun CHANG
Chinese Medical Journal 2025;138(9):1084-1093
BACKGROUND:
The level of measurable residual disease (MRD) before and after transplantation is related to inferior transplant outcomes, and post-hematopoietic stem cell transplantation measurable residual disease (post-HSCT MRD) has higher prognostic value in determining risk than pre-hematopoietic stem cell transplantation measurable residual disease (pre-HSCT MRD). However, only a few work has been devoted to the risk factors for positive post-HSCT MRD in patients with acute lymphoblastic leukemia (ALL). This study evaluated the risk factors for post-HSCT MRD positivity in patients with ALL who underwent allogeneic hematopoietic stem cell transplantation (allo-HSCT).
METHODS:
A total of 1683 ALL patients from Peking University People's Hospital between January 2009 and December 2019 were enrolled to evaluate the cumulative incidence of post-HSCT MRD. Cox proportional hazard regression models were built for time-to-event outcomes. Multivariable analysis was performed to determine independent influencing factors from the univariable analysis.
RESULTS:
Both in total patients and in T-cell ALL or B-cell ALL, pediatric or adult, human leukocyte antigen-matched sibling donor transplantation or haploidentical SCT subgroups, positive pre-HSCT MRD was a risk factor for post-HSCT MRD positivity ( P <0.001 for all). Disease status (complete remission 1 [CR1] vs . ≥CR2) was also a risk factor for post-HSCT MRD positivity in all patients and in the B cell-ALL, pediatric, or haploidentical SCT subgroups ( P = 0.027; P = 0.003; P = 0.035; P = 0.003, respectively). A risk score for post-HSCT MRD positivity was developed using the variables pre-HSCT MRD and disease status. The cumulative incidence of post-HSCT MRD positivity was 12.3%, 25.1%, and 38.8% for subjects with scores of 0, 1, and 2-3, respectively ( P <0.001). Multivariable analysis confirmed the association of the risk score with the cumulative incidence of post-HSCT MRD positivity and relapse as well as leukemia-free survival and overall survival.
CONCLUSION
Our results indicated that positive pre-MRD and disease status were two independent risk factors for post-HSCT MRD positivity in patients with ALL who underwent allo-HSCT.
Humans
;
Precursor Cell Lymphoblastic Leukemia-Lymphoma/pathology*
;
Neoplasm, Residual
;
Hematopoietic Stem Cell Transplantation/methods*
;
Male
;
Female
;
Risk Factors
;
Adolescent
;
Adult
;
Child
;
Child, Preschool
;
Young Adult
;
Middle Aged
;
Infant
;
Transplantation, Homologous
;
Proportional Hazards Models
;
Retrospective Studies
4.Chidamide triggers pyroptosis in T-cell lymphoblastic lymphoma/leukemia via the FOXO1/GSDME axis.
Xinlei LI ; Bangdong LIU ; Dezhi HUANG ; Naya MA ; Jing XIA ; Xianlan ZHAO ; Yishuo DUAN ; Fu LI ; Shijia LIN ; Shuhan TANG ; Qiong LI ; Jun RAO ; Xi ZHANG
Chinese Medical Journal 2025;138(10):1213-1224
BACKGROUND:
T-cell lymphoblastic lymphoma/acute lymphoblastic leukemia (T-LBL/ALL) is an aggressive form of hematological malignancy associated with poor prognosis in adult patients. Histone deacetylases (HDACs) are aberrantly expressed in T-LBL/ALL and are considered potential therapeutic targets. Here, we investigated the antitumor effect of a novel HDAC inhibitor, chidamide, on T-LBL/ALL.
METHODS:
HDAC1, HDAC2 and HDAC3 levels in T-LBL/ALL cell lines and patient samples were compared with those in normal controls. Flow cytometry, transmission electron microscopy, and lactate dehydrogenase release assays were conducted in Jurkat and MOLT-4 cells to assess apoptosis and pyroptosis. A specific forkhead box O1 (FOXO1) inhibitor was used to rescue pyroptosis and upregulated gasdermin E (GSDME) expression caused by chidamide treatment. The role of the FOXO1 transcription factor was evaluated by dual-luciferase reporter and chromatin immunoprecipitation assays. The efficacy of chidamide in vivo was evaluated in a xenograft mouse.
RESULTS:
The expression of HDAC1, HDAC2 and HDAC3 was significantly upregulated in T-LBL/ALL. Cell viability was obviously inhibited after chidamide treatment. Pyroptosis, characterized by cell swelling, pore formation on the plasma membrane and lactate dehydrogenase leakage, was identified as a new mechanism of chidamide treatment. Chidamide triggered pyroptosis through caspase 3 activation and GSDME transcriptional upregulation. Chromatin immunoprecipitation assays confirmed that chidamide led to the increased transcription of GSDME through a more relaxed chromatin structure at the promoter and the upregulation of FOXO1 expression. Moreover, we identified the therapeutic effect of chidamide in vivo .
CONCLUSIONS
This study suggested that chidamide exerts an antitumor effect on T-LBL/ALL and promotes a more inflammatory form of cell death via the FOXO1/GSDME axis, which provides a novel choice of targeted therapy for patients with T-LBL/ALL.
Humans
;
Pyroptosis/drug effects*
;
Forkhead Box Protein O1/genetics*
;
Aminopyridines/pharmacology*
;
Animals
;
Mice
;
Benzamides/pharmacology*
;
Cell Line, Tumor
;
Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/drug therapy*
;
Phosphate-Binding Proteins/metabolism*
;
Histone Deacetylase Inhibitors/pharmacology*
;
Jurkat Cells
;
Histone Deacetylases/metabolism*
;
Apoptosis/drug effects*
;
Gasdermins
5.Decoding the immune microenvironment of secondary chronic myelomonocytic leukemia due to diffuse large B-cell lymphoma with CD19 CAR-T failure by single-cell RNA-sequencing.
Xudong LI ; Hong HUANG ; Fang WANG ; Mengjia LI ; Binglei ZHANG ; Jianxiang SHI ; Yuke LIU ; Mengya GAO ; Mingxia SUN ; Haixia CAO ; Danfeng ZHANG ; Na SHEN ; Weijie CAO ; Zhilei BIAN ; Haizhou XING ; Wei LI ; Linping XU ; Shiyu ZUO ; Yongping SONG
Chinese Medical Journal 2025;138(15):1866-1881
BACKGROUND:
Several studies have demonstrated the occurrence of secondary tumors as a rare but significant complication of chimeric antigen receptor T (CAR-T) cell therapy, underscoring the need for a detailed investigation. Given the limited variety of secondary tumor types reported to date, a comprehensive characterization of the various secondary tumors arising after CAR-T therapy is essential to understand the associated risks and to define the role of the immune microenvironment in malignant transformation. This study aims to characterize the immune microenvironment of a newly identified secondary tumor post-CAR-T therapy, to clarify its pathogenesis and potential therapeutic targets.
METHODS:
In this study, the bone marrow (BM) samples were collected by aspiration from the primary and secondary tumors before and after CD19 CAR-T treatment. The CD45 + BM cells were enriched with human CD45 microbeads. The CD45 + cells were then sent for 10× genomics single-cell RNA sequencing (scRNA-seq) to identify cell populations. The Cell Ranger pipeline and CellChat were used for detailed analysis.
RESULTS:
In this study, a rare type of secondary chronic myelomonocytic leukemia (CMML) were reported in a patient with diffuse large B-cell lymphoma (DLBCL) who had previously received CD19 CAR-T therapy. The scRNA-seq analysis revealed increased inflammatory cytokines, chemokines, and an immunosuppressive state of monocytes/macrophages, which may impair cytotoxic activity in both T and natural killer (NK) cells in secondary CMML before treatment. In contrast, their cytotoxicity was restored in secondary CMML after treatment.
CONCLUSIONS
This finding delineates a previously unrecognized type of secondary tumor, CMML, after CAR-T therapy and provide a framework for defining the immune microenvironment of secondary tumor occurrence after CAR-T therapy. In addition, the results provide a rationale for targeting macrophages to improve treatment strategies for CMML treatment.
Humans
;
Lymphoma, Large B-Cell, Diffuse/therapy*
;
Tumor Microenvironment/genetics*
;
Antigens, CD19/metabolism*
;
Leukemia, Myelomonocytic, Chronic/genetics*
;
Immunotherapy, Adoptive/adverse effects*
;
Male
;
Single-Cell Analysis/methods*
;
Female
;
Sequence Analysis, RNA/methods*
;
Receptors, Chimeric Antigen
;
Middle Aged
6.Factors associated with prognosis and treatment failure in children with acute lymphoblastic leukemia.
Meng-Meng YIN ; Qun HU ; Ai-Guo LIU ; Ya-Qin WANG ; Ai ZHANG
Chinese Journal of Contemporary Pediatrics 2025;27(3):308-314
OBJECTIVES:
To explore the factors related to prognosis and treatment failure in children with acute lymphoblastic leukemia (ALL).
METHODS:
A retrospective study was conducted to collect and analyze clinical data of ALL children admitted to the Department of Pediatric Hematology at Tongji Hospital, Huazhong University of Science and Technology, from January 2012 to December 2019, with follow-up until June 2024.
RESULTS:
A total of 341 children with ALL were included. Among the 69 children with treatment failure, 55 (80%) experienced relapse, while 14 (20%) had non-relapse-related deaths, and no secondary tumors were observed. Initial WBC count ≥50×109/L, positive minimal residual disease, and severe adverse events were identified as independent risk factors for treatment failure (P<0.05). Among the 55 relapsed patients, early relapses were predominant (36%), and the primary site of relapse was the bone marrow (56%). Immunophenotyping (P=0.009), initial WBC count (P=0.011), and fusion genes (P=0.040) were associated with the timing of relapse. High-risk status, T-cell ALL, relapse, and severe adverse events were independent risk factors affecting long-term survival (P<0.05).
CONCLUSIONS
The prognosis of children with ALL is related to risk stratification, immunophenotyping, relapse status, and occurrence of severe adverse events. Among these factors, relapse is the primary cause of treatment failure. Actively preventing relapse may reduce the treatment failure rate and improve long-term survival.
Humans
;
Precursor Cell Lymphoblastic Leukemia-Lymphoma/therapy*
;
Male
;
Female
;
Child
;
Child, Preschool
;
Retrospective Studies
;
Prognosis
;
Treatment Failure
;
Adolescent
;
Infant
;
Risk Factors
7.Unmet needs of patients with intravascular large B-cell lymphoma: three case reports and a literature review.
Xian LI ; Ru LUO ; Jiaming XU ; Xueli JIN ; Weiqin WANG ; Xibin XIAO ; Wenbin QIAN
Journal of Zhejiang University. Science. B 2025;26(5):493-502
Intravascular large B-cell lymphoma (IVLBCL), a rare subtype of non-Hodgkin lymphoma, is classified as an independent subtype of extranodal diffuse large B-cell lymphoma (DLBCL) in the 2008 World Health Organization (WHO) Classification (Turner et al., 2010). The 5th edition of the World Health Organization (WHO 2022) classification of hematolymphoid tumors retains this subtype (Alaggio et al., 2022). IVLBCL, which is characterized by neoplastic lymphocyte proliferation within the lumen of small blood vessels, tends to invade organs, such as the nervous system, skin, bone marrow (BM), and lung (D'Angelo et al., 2019; Satoh et al., 2019; Vásquez et al., 2019; Fukami et al., 2020).
Humans
;
Antineoplastic Combined Chemotherapy Protocols/therapeutic use*
;
Lymphoma, Large B-Cell, Diffuse/drug therapy*
;
Vascular Neoplasms/therapy*
8.Comparison of clinical characteristics between nasal cavity and sinus NK/T-cell lymphoma and diffuse large B-cell lymphoma.
Yi DONG ; Shunjiu CUI ; Qian HUANG ; Yunfu LIU
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(5):457-469
Objective:To compare the clinical characteristics of nasal NK/T-cell lymphoma(NKTL) and diffuse large B-cell lymphoma(DLBCL) to improve the diagnosis and differential diagnosis of nasal lymphomas. Methods:A retrospective analysis of cases of nasal NKTL and DLBCL was conducted. The clinical symptoms, signs, and imaging features of both groups were compared and statistically analyzed. Results: The DLBCL group showed more symptoms like exophthalmos/diplopia and epiphora compared to the NKTL group (both P=0.040). NKTL cases were more likely to be misdiagnosed as sinusitis(P=0.007). In NKTL cases, nasal mucosal swelling(P<0.01), destruction of nasal structures(P=0.002), and external nasal structural abnormalities(P=0.003) were more prevalent. In imaging, the DLBCL group more commonly demonstrated worm-eaten destruction of sinus bones (P=0.004), sinus masses (P=0.018), and invasion of adjacent structures including the pterygopalatine fossa, infratemporal fossa (P<0.01), orbit (P=0.039), and skull base (P=0.011). NKTL involved the turbinates(P=0.001), nasal cavity and septum(P=0.016), nasopharynx(P<0.01), and "skip" infiltration of external nasal tissues(P=0.042) more frequently. No statistically significant differences were found in other clinical features between the two groups. Conclusion:For patients with nasal obstruction and discharge, it is essential to inquire about systemic B symptoms, such as fever, and eye symptoms, such as periorbital swelling, diplopia, and lacrimation. Lymphoma should be suspected if local examination reveals diffuse nasal swelling, destruction of turbinates or septum, and external nasal structural abnormalities. Worm-eaten bone destruction and "cast-like" changes of the turbinates, septum, and nasal cavity, as well as "skip" infiltration of the external nose, are more common in NKTL. Sinus masses with invasion of the pterygopalatine fossa, infratemporal fossa, skull base, and orbit are more typical of DLBCL.
Humans
;
Retrospective Studies
;
Lymphoma, Extranodal NK-T-Cell/diagnosis*
;
Lymphoma, Large B-Cell, Diffuse/pathology*
;
Nasal Cavity/pathology*
;
Male
;
Diagnosis, Differential
;
Female
;
Middle Aged
;
Nose Neoplasms/diagnosis*
;
Adult
;
Aged
9.Clinical analysis of 49 cases of malignant lymphoma of the head and neck in children.
Yanli QU ; Heng ZHAO ; Xuli MA ; Xia LI ; Jing MA
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(5):476-481
Objective:To analyze the clinical characteristics of malignant lymphoma of the head and neck in children, and to improve the understanding and diagnosis and treatment of this type of disease by otolaryngologists. Methods:Clinical data of 49 children with malignant lymphoma of the head and neck hospitalized in the Department of Otorhinolaryngology, Head and Neck Surgery of Kunming Children's Hospital from 2013-2021 were retrospectively analyzed and statistically analyzed according to gender, age distribution, duration of the disease, site of onset, type of pathology and survival status. Results:A total of 49 cases of malignant lymphoma of the head and neck in children were collected, of which, 39 were male and 10 female. The minimum age was 3 years, the maximum was 14 years and 4 months, the median age of onset was 7 years, and the largest percentage (51.02%) of children was in the school age(6-12 years). The duration of the disease ranged from 5 days to 2 years, with a median of 1 month, and the site of the lesion was located in the neck in the majority of cases, 41(83.67%). The pathologic types of hodgkin lymphoma(HL) were 25 cases(51.02%) and non-hodgkin lymphoma(NHL) were 24 cases(48.98%), and among hodgkin lymphomas, mixed-cell classical hodgkin lymphoma was the most common, with 9 cases(18.37%); among non-hodgkin lymphomas,originated from B-cells in 16 cases (32.65%) and from T-cells in 7 cases (14.29%), with Burkitt's lymphoma being the most numerous of B-cell origin in 13 cases (26.53%), and T-cell lymphoblastoid lymphoma being the most common of T-cell origin in 4 cases (8.16%). The follow-up period was from 22 days to 6 years and 10 months, with 3 cases losing, 43 cases surviving, 3 cases dying, with a survival rate of 93
Humans
;
Male
;
Female
;
Child
;
Head and Neck Neoplasms/therapy*
;
Child, Preschool
;
Retrospective Studies
;
Adolescent
;
Lymphoma/therapy*
;
Survival Rate
;
Hodgkin Disease
;
Prognosis
;
Infant
;
Lymphoma, Non-Hodgkin
10.A deep learning method for differentiating nasopharyngeal carcinoma and lymphoma based on MRI.
Yuchen TANG ; Hongli HUA ; Yan WANG ; Zezhang TAO
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(7):597-609
Objective:To development a deep learning(DL) model based on conventional MRI for automatic segmentation and differential diagnosis of nasopharyngeal carcinoma(NPC) and nasopharyngeal lymphoma(NPL). Methods:The retrospective study included 142 patients with NPL and 292 patients with NPC who underwent conventional MRI at Renmin Hospital of Wuhan University from June 2012 to February 2023. MRI from 80 patients were manually segmented to train the segmentation model. The automatically segmented regions of interest(ROIs) formed four datasets: T1 weighted images(T1WI), T2 weighted images(T2WI), T1 weighted contrast-enhanced images(T1CE), and a combination of T1WI and T2WI. The ImageNet-pretrained ResNet101 model was fine-tuned for the classification task. Statistical analysis was conducted using SPSS 22.0. The Dice coefficient loss was used to evaluate performance of segmentation task. Diagnostic performance was assessed using receiver operating characteristic(ROC) curves. Gradient-weighted class activation mapping(Grad-CAM) was imported to visualize the model's function. Results:The DICE score of the segmentation model reached 0.876 in the testing set. The AUC values of classification models in testing set were as follows: T1WI: 0.78(95%CI 0.67-0.81), T2WI: 0.75(95%CI 0.72-0.86), T1CE: 0.84(95%CI 0.76-0.87), and T1WI+T2WI: 0.93(95%CI 0.85-0.94). The AUC values for the two clinicians were 0.77(95%CI 0.72-0.82) for the junior, and 0.84(95%CI 0.80-0.89) for the senior. Grad-CAM analysis revealed that the central region of the tumor was highly correlated with the model's classification decisions, while the correlation was lower in the peripheral regions. Conclusion:The deep learning model performed well in differentiating NPC from NPL based on conventional MRI. The T1WI+T2WI combination model exhibited the best performance. The model can assist in the early diagnosis of NPC and NPL, facilitating timely and standardized treatment, which may improve patient prognosis.
Humans
;
Nasopharyngeal Carcinoma/diagnostic imaging*
;
Deep Learning
;
Magnetic Resonance Imaging
;
Retrospective Studies
;
Nasopharyngeal Neoplasms/diagnostic imaging*
;
Lymphoma/diagnostic imaging*
;
Diagnosis, Differential
;
ROC Curve
;
Male
;
Female
;
Middle Aged
;
Adult


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