1.Application Value of an AI-based Imaging Feature Parameter Model for Predicting the Malignancy of Part-solid Pulmonary Nodule.
Mingzhi LIN ; Yiming HUI ; Bin LI ; Peilin ZHAO ; Zhizhong ZHENG ; Zhuowen YANG ; Zhipeng SU ; Yuqi MENG ; Tieniu SONG
Chinese Journal of Lung Cancer 2025;28(4):281-290
BACKGROUND:
Lung cancer is one of the most common malignant tumors worldwide and a major cause of cancer-related deaths. Early-stage lung cancer is often manifested as pulmonary nodules, and accurate assessment of the malignancy risk is crucial for prolonging survival and avoiding overtreatment. This study aims to construct a model based on image feature parameters automatically extracted by artificial intelligence (AI) to evaluate its effectiveness in predicting the malignancy of part-solid nodule (PSN).
METHODS:
This retrospective study analyzed 229 PSN from 222 patients who underwent pulmonary nodule resection at Lanzhou University Second Hospital between October 2020 and February 2025. According to pathological results, 45 cases of benign lesions and precursor glandular lesion were categorized into the non-malignant group, and 184 cases of pulmonary malignancies were categorized into the malignant group. All patients underwent preoperative chest computed tomography (CT), and AI software was used to extract imaging feature parameters. Univariate analysis was used to screen significant variables; variance inflation factor (VIF) was calculated to exclude highly collinear variables, and LASSO regression was further applied to identify key features. Multivariate Logistic regression was used to determine independent risk factors. Based on the selected variables, five models were constructed: Logistic regression, random forest, XGBoost, LightGBM, and support vector machine (SVM). Receiver operating characteristic (ROC) curves were used to assess the performance of the models.
RESULTS:
The independent risk factors for the malignancy of PSN include roughness (ngtdm), dependence variance (gldm), and short run low gray-level emphasis (glrlm). Logistic regression achieved area under the curves ( AUCs) of 0.86 and 0.89 in the training and testing sets, respectively, showing good performance. XGBoost had AUCs of 0.78 and 0.77, respectively, demonstrating relatively balanced performance, but with lower accuracy. SVM showed an AUC of 0.93 in the training set, which decreased to 0.80 in the testing set, indicating overfitting. LightGBM performed excellently in the training set with an AUC of 0.94, but its performance declined in the testing set, with an AUC of 0.88. In contrast, random forest demonstrated stable performance in both the training and testing sets, with AUCs of 0.89 and 0.91, respectively, exhibiting high stability and excellent generalizability.
CONCLUSIONS
The random forest model constructed based on independent risk factors demonstrated the best performance in predicting the malignancy of PSN and could provide effective auxiliary predictions for clinicians, supporting individualized treatment decisions.
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Humans
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Male
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Female
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Lung Neoplasms/pathology*
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Middle Aged
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Retrospective Studies
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Artificial Intelligence
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Aged
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Tomography, X-Ray Computed
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Adult
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Solitary Pulmonary Nodule/diagnostic imaging*
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ROC Curve
2.Clinical study on the combination of Jianpi Bushen Jiedu Prescription with 5-fluorouracil-based chemotherapy and targeted therapy for the treatment of advanced colorectal cancer
Yuying HUANG ; Juan CHEN ; Tao GONG ; Miao MA ; Yanhua ZHAO ; Zihan LIN ; Haina DU ; Xiaokang TIAN ; Mingzhi FANG ; Min LI
International Journal of Traditional Chinese Medicine 2025;47(8):1059-1065
Objective:To observe the clinical efficacy and safety of Jianpi Bushen Jiedu Prescription combined with 5-fluorouracil (5-FU)-based chemotherapy and targeted therapy for the treatment of advanced colorectal cancer patients with liver and kidney yin deficiency combined with spleen deficiency pattern.Methods:A randomized controlled trial was conducted. A total of 72 hospitalized patients with advanced colorectal cancer treated at the Department of Oncology, Nanjing Hospital of Traditional Chinese Medicine Affiliated to Nanjing University of Chinese Medicine from October 2022 to January 2024 were enrolled as study subjects. Using a random number table method, they were allocated into two groups, with 36 patients in each group. The control group received the mFOLFOX6/FOLFIRI combined with bevacizumab regimen, while the treatment group was administered additional oral Jianpi Bushen Jiedu Prescription on the basis of the control group. Two weeks was a cycle in both groups, with a total of 6 cycles of treatment. Serum levels of carcinoembryonic antigen (CEA), carbohydrate antigen 199 (CA199), and carbohydrate antigen 724 (CA724) were detected using electrochemiluminescence; the Karnofsky Performance Status (KPS) scale was utilized to evaluate patients' functional status; vital signs were continuously monitored, and adverse reactions were recorded. The short-term efficacy and TCM syndrome efficacy of patients were evaluated.Results:The treatment group demonstrated higher objective response rate (ORR) [31.25% (10/32) vs. 21.88% (7/32), χ2=0.72] and disease control rate (DCR) [84.38% (27/32) vs. 71.88% (23/32), χ2=1.46] compared to the control group, without statistical significance ( P>0.05). Post-treatment levels of CEA [4.09 (3.31,8.57) μg/L vs. 10.07 (4.55,22.35) μg/L, Z=-2.10] and CA72-4 [4.54 (2.04,10.99) mU/L vs. 9.48 (4.34,18.95) mU/L, Z=-2.52] in the treatment group were significantly lower than those in the control group ( P<0.05). The total effective rate of TCM syndrome was significantly higher in the treatment group [78.13% (25/32)] compared with the control group [50.00% (16/32)], with statistical significance ( χ2=5.50, P=0.019). Post-treatment KPS scores in the treatment group [80.0 (80.0, 80.0) vs. 70.0 (62.5, 80.0), Z=-2.76] were significantly higher compared with the control group ( P<0.01). During the treatment period, the treatment group showed statistical significance compared with the control group in the incidence of hemoglobin decrease ( χ2=4.66), leukopenia decrease ( χ2=4.27), and peripheral neuropathy ( χ2=3.93), with statistical significance ( P<0.05). Conclusion:The addition of Jianpi Bushen Jiedu Prescription to 5-FU-based chemotherapy combined with targeted therapy demonstrates significant clinical benefits in advanced colorectal cancer patients, including reducing tumor marker levels, alleviating clinical symptoms, improving quality of life, and mitigating treatment-related toxicities, with a good safety.
3.Network Pharmacological Study on Active Compounds of Astragalus and Magnolia officinalis Against Prostate Cancer
Liyue REN ; Mingzhi ZHAO ; Sijie WANG ; Qin LIU ; Jiajia LIU
Journal of Kunming Medical University 2025;46(9):63-71
Objective To comprehensively analyze the mechanism of Astragalus and Magnolia officinalis in treating prostate cancer based on the principles of network pharmacology.Methods Active molecular targets of Astragalus and Magnolia officinalis were predicted using the TCMSP and SwissTargetPrediction databases.Prostate cancer-related targets were screened via Genecards,DisGeNET,and OMIM databases.A"disease-active ingredient-target"network was constructed using Venny software,identifying 69 candidate key target genes.A protein-protein interaction(PPI)network was built using the STRING database,followed by GO and KEGG enrichment pathway analyses performed with R language.Constructing a subcutaneous tumor model in nude mice through in vivo experiments and intervening with active ingredients from Astragalus membranaceus and Magnolia offi-cinalis.Results Molecular docking analysis revealed that active components such as astragaloside IV(MOL000438)and honokiol(MOL000398)exhibited significant binding activity with the key target proteins of prostate cancer,including AKT1,ESR1,PPARG,PTGS2,and SRC.Notably,Honokiol demonstrated a binding energy of-8.7 kcal/mol with estrogen receptor α(ESR1,PDB:1a52),forming stable hydrogen bond interaction with the LEU-391 residue.The in vivo experiments further confirmed that the Astragalus-Magnolia active component group showed smaller subcutaneous xenograft tumor volumes in nude mice as compared to the model group(P<0.05).Immunohistochemical analysis revealed significant downregulation of PPARG and PTGS2 protein expression in tumor tissues(P<0.05).QPCR results indicated that the formula bidirectionally regulated gene expression:pro-apoptotic factor AKT1 was upregulated(P<0.05),while cancer-associated genes PTGS2,PPARG,SRC,and ESR1 were downregulated(P<0.05).Conclusion The combination of Astragalus and Magnolia may exert anti-prostate cancer effects through multi-target and multi-pathway synergistic mechanisms,demonstrating favorable binding activity and therapeutic potential.
4.Immunomodulatory mechanism of umbilical cord mesenchymal stem cells modified by miR-125b-5p in systemic lupus erythematosus
Zhihui WU ; Mingzhi HU ; Qiaoying ZHAO ; Fengfeng LV ; Jingying ZHANG ; Wei ZHANG ; Yongfu WANG ; Xiaolin SUN ; Hui WANG
Journal of Peking University(Health Sciences) 2024;56(5):860-867
Objective:To investigate the mechanism of immunomodulatory effects of umbilical cord mesenchymal stem cells(UC-MSCs)modified by miR-125b-5p on systemic lupus erythematosus(SLE).Methods:The expression level of miR-125b-5p was detected by real-time fluorescence quantitative PCR in UC-MSCs and peripheral blood mononuclear cells(PBMCs)from SLE patients and health checkers.Annexin V-FITC/PI apoptosis detection kit was used to detect the effect of miR-125b-5p on apoptosis of UC-MSCs.MRL/lpr mice in each group were injected with UC-MSCs via tail vein,and T-lymphocyte subsets in the spleen of the MRL/lpr mice were detected by flow cytometry after 5 weeks.The expression levels of interleukin(IL)-4 and IL-17A in serum of MRL/lpr mice were detected by ELISA.Hematoxylin-eosin staining was used to observe the pathological manifestations of the lungs and kidneys of the MRL/lpr mice.Results:miR-125b-5p was significantly down-regulated in PBMCs of SLE patients compared with healthy controls(P<0.01).Compared with the UC-MSCs group,the expression of miR-125b-5p in UC-MSCs modified by miR-125b-5p group was increased(P<0.01).The survival rate of UC-MSCs was significantly increased by miR-125b-5p(P<0.01).Compared with the untreated group of MRL/lpr mice,the expression level of IL-4 in serum was increased(P<0.05);the expression level of IL-17A was decreased(P<0.05);the proportion of Th17 cells in the spleen of MRL/lpr mice was decreased(P<0.05);the inflammatory cells infiltration and micro-thrombosis of lungs and kidneys of MRL/lpr mice were significantly reduced in the UC-MSCs modified by miR-125b-5p treatment group.Conclusion:UC-MSCs modified by miR-125b-5p have immunomodulatory effects on systemic lupus erythematosus.
5.Study on Gene Polymorphism Distribution of Clopidogrel Absorption and Metabolism Related Gene CYP2C19, ABCB1 and PON1 in Patients with Coronary Heart Disease in Xinjiang Uygur Autonomous Region
Shuangli YUAN ; Yuan YUAN ; Xiaojie AN ; Yukun LI ; Mingzhi YAN ; Wenling FENG ; Jun ZHAO
China Pharmacy 2021;32(19):2388-2393
OBJECTIVE:To study the relationship of polymorphism of clopidogrel absorption and metabolism related genes CYP2C19(* 2,* 3,* 17),ABCB1 C3435T and PON1 Q192R in patients with coronary heart disease in Xinjiang Uygur Autonomous Region ,and to explore the characteristics of population and combined diseases. METHODS :A total of 1 126 patients with coronary heart disease who underwent clopidogrel absorption and metabolism related gene testing during hospitalization in the First Affiliated Hospital of Xinjiang Medical University from January 2016 to June 2020 were included as the study subjects. The gender,age,body mass index (BMI),nationality and the proportion of combined with hypertension and diabetes were compared among different CYP2C19 metabolic phenotypes and ABCB1 C3435T and PON1 Q192R genotypes. RESULTS :Among 1 126 patients,1 126 had CYP2C19 * 2,* 3 and * 17 genotypes,1 109 had ABCB1 C3435T genotype and 1 123 had PON1 Q192R genotype. The distribution of each genotype was in line with Hardy-Weinberg balance (P>0.05). There were 66(5.86%), com 459(40.76%),476(42.27%) and 125(11.10%)patients with CYP2C19 ultra-rapid metabolizer (UM), extensive metabolizer(EM),intermediate metabolizer (IM)and poor metabolizer(PM),respectively. The proportion of patients with UM metabolism phenotype with BMI >24 was significantly higher than those of patients with IM and PM metabolism phenotypes (P<0.05). The proportion of Han nationality patients with UM metabolic phenotype was significantly lower than those of patients with EM ,IM and PM metabolic phenotypes (P<0.05);the proportion of Uygur nationality was significantly higher than that of patients with EM ,IM and PM metabolic phenotypes (P< 0.05). There were 355,538 and 216 patients with ABCB1 C3435T wild-type(CC),heterozygous(CT)and mutant homozygous (TT)genotypes,respectively;the proportion of Han nationality in TT genotype patients was significantly lower than that in CC and CT genotype patients (P<0.05),and the proportion of Uygur nationality was significantly higher than that in CC and CT genotype patients (P<0.05);the proportion of TT genotype patients with diabetes was significantly higher than that of patients with CT genotype (P<0.05). There were 365,519 and 239 patients with PON1 Q192R wild-type(GG),heterozygous(GA)and mutant homozygous (AA),respectively;the proportion of Han nationality in AA genotype patients was significantly lower than that in GG and GA genotype patients (P<0.05),and the proportion of Uygur nationality was significantly higher than that of GG and GA genotype patients (P<0.05);the proportion of Han nationality and BMI ≤24 in patients with AA genotype were significantly lower than those with GA genotype (P<0.05),and the proportion of Uygur nationality ,BMI>24 and hypertension were significantly higher than those in GA genotype patients (P<0.05). CONCLUSIONS :There are significant nationality differences among patients with different CYP2C19 metabolic phenotypes and ABCB1 C3435T and PON1 Q192R genotypes. In addition,patients with BMI >24 account for high proportion among CYP2C19 UM metabolism genotype ;patients with diabetes account for high proportion among ABCB1 C3435T TT genotype ;patients with BMI >24 and hypertension account for high proportion among PON1 Q192R AA genotype.
6. Outcomes of 33 patients with anaplastic large cell lymphoma treated after hematopoietic stem cell transplantation
Ning LU ; Xiaofan LI ; Yujun DONG ; Yini WANG ; Xiaorui FU ; Yamei WU ; Yuhang LI ; Maihong WANG ; Nainong LI ; Hanyun REN ; Zhao WANG ; Mingzhi ZHANG ; Xiaoxiong WU ; Liangding HU ; Yao LIU ; Wenrong HUANG
Chinese Journal of Hematology 2020;41(2):117-122
Objective:
To explore the efficacy and prognostic factors of hematopoietic stem cell transplantation (HSCT) for the treatment of patients with anaplastic large cell lymphoma (ALCL) .
Methods:
The clinical records of 33 ALCL patients after HSCT were collected and analyzed retrospectively to evaluate the rates of overall survival (OS) and recurrence after autologous (auto-HSCT) and allogeneic HSCT (allo-HSCT) and the factors influencing prognosis.
Results:
The median-age of this cohort of 33 ALCL cases at diagnosis was 31 (12-57) years old with a male/female ratio of 23/10, 24 cases (72.7%) were ALK+ and 9 ones (27.3%) ALK-. Of them, 25 patients (19 ALK+ and 6 ALK-) underwent auto-HSCT and 8 cases (5 ALK+ and 3ALK-) allo-HSCT with a median follow-up of 18.7 (4.0-150.0) months. Disease states before HSCT were as follows: only 6 patients achieved CR status and received auto-HSCT, 16 patients achieved PR (14 cases by auto-HSCT and 2 ones allo-HSCT) , the rest 11 cases were refractory/relapse (5 cases by auto-HSCT and 6 ones allo-HSCT) . There were 7 cases died of disease progression (5 after auto-HSCT and 2 allo-HSCT) and 5 cases treatment-related mortality (TRM) (2 after auto-HSCT and 3 allo-HSCT) , TRM of two groups were 8.0% and 37.5%, respectively. Both the median progression-free survival (PFS) and OS were 15 months after auto-HSCT, the median PFS and OS after allo-HSCT were 3.7 (1.0-90.0) and 4.6 (1.0-90.0) months, respectively. There was no statistically significant difference in terms of survival curves between the two groups (OS and PFS,
7.Prediction of severe outcomes of patients with COVID-19
Zhihang PENG ; Xufeng CHEN ; Qinyong HU ; Jiacai HU ; Ziping ZHAO ; Mingzhi ZHANG ; Siting DENG ; Qiaoqiao XU ; Yankai XIA ; Yong LI
Chinese Journal of Epidemiology 2020;41(10):1595-1600
Objective:To establish a new model for the prediction of severe outcomes of COVID-19 patients and provide more comprehensive, accurate and timely indicators for the early identification of severe COVID-19 patients.Methods:Based on the patients’ admission detection indicators, mild or severe status of COVID-19, and dynamic changes in admission indicators (the differences between indicators of two measurements) and other input variables, XGBoost method was applied to establish a prediction model to evaluate the risk of severe outcomes of the COVID-19 patients after admission. Follow up was done for the selected patients from admission to discharge, and their outcomes were observed to evaluate the predicted results of this model.Results:In the training set of 100 COVID-19 patients, six predictors with higher scores were screened and a prediction model was established. The high-risk range of the predictor variables was calculated as: blood oxygen saturation <94 %, peripheral white blood cells count >8.0×10 9, change in systolic blood pressure <-2.5 mmHg, heart rate >90 beats/min, multiple small patchy shadows, age >30 years, and change in heart rate <12.5 beats/min. The prediction sensitivity of the model based on the training set was 61.7 %, and the missed diagnosis rate was 38.3 %. The prediction sensitivity of the model based on the test set was 75.0 %, and the missed diagnosis rate was 25.0 %. Conclusions:Compared with the traditional prediction (i.e. using indicators from the first test at admission and the critical admission conditions to assess whether patients are in mild or severe status), the new model’s prediction additionally takes into account of the baseline physiological indicators and dynamic changes of COVID-19 patients, so it can predict the risk of severe outcomes in COVID-19 patients more comprehensively and accurately to reduce the missed diagnosis of severe COVID-19.
8.Clinical effect of surgical removal combined with 5-aminolevulinic acid photodynamic therapy for plantar warts
Xingfan MO ; Rong LU ; Jingjing LI ; Mingzhi FENG ; Xiaoyan CHEN ; Minzhi WU ; Liang ZHAO
Chinese Journal of Medical Aesthetics and Cosmetology 2019;25(4):326-329
Objective To observe the clinical efficacy of surgical operation combined with photodynamic therapy for plantar warts.Methods From July 2017 to June 2018,16 patients with plantar warts were enrolled in the Department of Dermatology,the Fifth People's Hospital of Suzhou City.The enrolled patients aged 10 to 42 years,including 12 males and 4 females,with a course of 4 to 15 month,and a total of 47 plantar warts.The plantar warts was removed by surgical operation and bipolar coagulation,followed by the photodynamic treatment with 5-aminolevulinic acid for 3 to 4 times with an interval of 7-10 days.Results Eleven patients showed complete clearance after operation and three times photodynamic treatments,and the other 5 patients underwent 2 operations and four times photodynamic treatments.47 plantar warts in 16 patients were disappeared completely during 6-month post-treatment follow up.The plantar warts clearance rate was 100%,and the skin texture still presented.In addition to local mild erythematous,pain and burning sensation presented after surgery,but no adverse reactions such as infection,ulcers and obvious scars occurred.Conclusions Surgery combined with 5-aminolevulinic acid photodynamic therapy is a favorable treatment for plantar warts.
9.Expression levels of serum osteopontin, adenosine kinase 1 and Dikkopf 1 in patients with lung cancer and their clinical significances
Shuqiang WU ; Hehe LIAO ; Jialin WANG ; Mingzhi REN ; Huiyun HUANG ; Zhaohua ZHAO
Cancer Research and Clinic 2019;31(3):149-153
Objective To observe the expression levels of serum osteopontin (OPN),adenosine kinase 1 (TK1) and secretory protein Dikkopf 1 (DKK1) in patients with lung cancer and their clinical significances.Methods Lung cancer patients treated in the First Affiliated Hospital of Xi'an Medical University from February 2017 to April 2018 were selected as the lung cancer group (60 cases),and 60 healthy adults who received physical examination in the same period were selected as the control group.The differences of serum OPN,TK1 and DKK1 levels between the lung cancer group and the control group and lung cancer patients with different characteristics were compared.Measurement data were compared by using t test.Results The levels of serum OPN,TK1 and DKK1 in lung cancer patients were (38.56±3.18) μg/L,(4.69±1.03) pmol/L and (3.76±0.89) ng/ml,respectively,which were higher than those in the control group [(15.98±2.06) μg/L,(1.01±0.22)pmol/L,(1.21±0.24) ng/ml;t =-46.162,-27.064,-21.428,all P < 0.01].The levels of serum OPN,TK1 and DKK1 in lung cancer patients of different ages and gender had no statistical differences (all P > 0.05).The levels of serum OPN,TK 1 and DKK1 in stage Ⅲ-Ⅳ lung cancer patients were (57.18 ±3.12) μg/L,(6.26±1.28) pmol/L and (4.98±1.03) ng/ml,respectively,which were higher than those in stage Ⅰ-Ⅱ lung cancer patients [(30.35±2.96) μg/L,(3.49±0.67) pmol/L,(3.01±0.96) ng/ml;t =-34.156,-10.690,-7.665,all P < 0.01].The levels of serum OPN,TK 1 and DKK1 in non-small cell lung cancer (NSCLC) patients were (55.13±5.02) μg/L,(5.96±1.11) pmol/L and (5.02±1.32) ng/ml,respectively,which were higher than those in small cell lung cancer (SCLC) patients [(29.68±3.16) μg/L,(3.13±0.98) pmol/L,(2.86±0.56) ng/ml;t =-22.353,-10.213,-7.688,all P < 0.01].Conclusion The levels of serum OPN,TK1 and DKK1 in patients with lung cancer are higher,which are related to the type and stage of lung cancer.
10. Clinical outcomes of hematopoietic stem cell transplantation for angioimmunoblastic T-cell lymphoma
Lingmin XU ; Nainong LI ; Zhao WANG ; Xiaoxiong WU ; Yujun DONG ; Xiaorui FU ; Yao LIU ; Liangding HU ; Xiaofan LI ; Yini WANG ; Yamei WU ; Hanyun REN ; Mingzhi ZHANG ; Maihong WANG ; Yuhang LI ; Wenrong HUANG
Chinese Journal of Hematology 2019;40(7):573-577
Objective:
To evaluate clinical outcomes of autologous (auto-HSCT) and allogeneic hematopoietic stem cell transplantation (allo-HSCT) for angioimmunoblastic T-cell lymphoma (AITL) .
Methods:
From June 2007 to June 2017, clinical data of AITL patients who underwent HSCT in eight hospitals were assessed retrospectively.
Results:
Of 19 patients, 13 male and 6 female with a median age of 50 (32-60) years old, 12 auto-HSCT and 7 allo-HSCT recipients were enrolled in this study, all donors were HLA-identical siblings. Two of allo-HSCT recipients were relapsed auto-HSCT ones. There were 5 patients (5/12) in complete response (CR) status and 7 (7/12) in partial remission (PR) status before transplantation in auto-HSCT group, and 2 (2/7) in PR status and 3 (3/7) in progression disease (PD) status before transplantation in allo-HSCT group. The median follow-up for the surviving patients was 46.5 months (range, 1-100 months) for the whole series, two patients lost in auto-HSCT group. Three patients developed acute graft-versus-host disease (aGVHD) and 5 chronic graft-versus-host disease (cGVHD) after allo-HSCT. Three patients died of primary disease and 1bleeding in auto-HSCT group. One patient died of primary disease and 2 transplantation-related mortality in allo-HSCT group. The 3-year cumulative overall survival (OS) were 56% (95%

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