1.Construction of Risk Prediction Model of Type 2 Diabetic Kidney Disease Based on Deep Learning
Chuan YUN ; Fangli TANG ; Zhenxiu GAO ; Wenjun WANG ; Fang BAI ; Joshua D. MILLER ; Huanhuan LIU ; Yaujiunn LEE ; Qingqing LOU
Diabetes & Metabolism Journal 2024;48(4):771-779
Background:
This study aimed to develop a diabetic kidney disease (DKD) prediction model using long short term memory (LSTM) neural network and evaluate its performance using accuracy, precision, recall, and area under the curve (AUC) of the receiver operating characteristic (ROC) curve.
Methods:
The study identified DKD risk factors through literature review and physician focus group, and collected 7 years of data from 6,040 type 2 diabetes mellitus patients based on the risk factors. Pytorch was used to build the LSTM neural network, with 70% of the data used for training and the other 30% for testing. Three models were established to examine the impact of glycosylated hemoglobin (HbA1c), systolic blood pressure (SBP), and pulse pressure (PP) variabilities on the model’s performance.
Results:
The developed model achieved an accuracy of 83% and an AUC of 0.83. When the risk factor of HbA1c variability, SBP variability, or PP variability was removed one by one, the accuracy of each model was significantly lower than that of the optimal model, with an accuracy of 78% (P<0.001), 79% (P<0.001), and 81% (P<0.001), respectively. The AUC of ROC was also significantly lower for each model, with values of 0.72 (P<0.001), 0.75 (P<0.001), and 0.77 (P<0.05).
Conclusion
The developed DKD risk predictive model using LSTM neural networks demonstrated high accuracy and AUC value. When HbA1c, SBP, and PP variabilities were added to the model as featured characteristics, the model’s performance was greatly improved.
2.Preparation of Mycobacterium tuberculosis EsxV lipid nanoparticles subunit vaccine and its immunological characteristics.
Lu BAI ; Yanzhi LU ; Huanhuan NING ; Yali KANG ; Yanling XIE ; Jian KANG ; Xue LI ; Ruonan CUI ; Yin WEI ; Yueqin LIU ; Yinlan BAI
Chinese Journal of Biotechnology 2023;39(10):4085-4097
To prepare a lipid nanoparticle (LNP)-based subunit vaccine of Mycobacterium tuberculosis (Mtb) antigen EsxV and study its immunological characteristics, the LNP containing EsxV and c-di-AMP (EsxV: C: L) was prepared by thin film dispersion method, and its encapsulation rate, LNP morphology, particle size, surface charge and polyphase dispersion index were measured. BALB/c mice were immunized with EsxV: C: L by nasal drops. The levels of serum and mucosal antibodies, transcription and secretion of cytokines in lung and spleen, and the proportion of T cell subsets were detected after immunization. EsxV: C: L LNPs were obtained with uniform size and they were spherical and negatively charged. Compared with EsxV: C immunization, EsxV: C: L mucosal inoculation induced increased sIgA level in respiratory tract mucosa. Levels of IL-2 secreted from spleen and ratios of memory T cells and tissue-resident T cells in mice were also elevated. In conclusion, EsxV: C: L could induce stronger mucosal immunity and memory T cell immune responses, which may provide better protection against Mtb infection.
Animals
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Mice
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Mycobacterium tuberculosis
;
Antigens, Bacterial
;
Immunization
;
Nanoparticles
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Vaccines, Subunit
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Mice, Inbred BALB C
3.Clinical effect of radiofrequency introduction of tranexamic acid combined with Q-switched laser in the treatment of moderate to severe melasma
Shuya BAI ; Huan CUI ; Huanhuan PAN
Chinese Journal of Medical Aesthetics and Cosmetology 2023;29(4):296-299
Objective:To observe the clinical effect of tranexamic acid radiofrequency introduction combined with Q-switched laser comprehensive treatment of moderate to severe melasma.Methods:From December 2019 to September 2021, ninety-six female patients with melasma [age 24-59 years old, average age (37.8±6.0) years old] were admitted to the Plastic and Aesthetic Department of the First Affiliated Hospital of Henan University of Chinese Medicine. They were divided into the Q-switched laser group and the combined group by random number table method, with 48 cases respectively. The Q-switched laser group received Q-switched laser therapy, while the combined group received tranexamic acid radiofrequency introduction combined with Q-switched laser comprehensive therapy. The melasma area and severity index (MASI) scores were compared between the two groups before and after treatment. The clinical efficacy, adverse reactions and recurrence rates of the two groups were compared.Results:The MASI scores of the Q-switched laser group and the combined treatment group were (28.28±1.24) points and (28.52±4.25) points respectively before treatment, and (13.38±7.96) points and (9.11±5.48) points respectively after treatment. The MASI scores of the two groups were decreased after treatment, which of the combined group was lower than that of the Q-switched laser group ( t=3.06, P<0.05). The total clinical effective rate of the combination group (93.75%) was higher than that of the Q-switched laser group (79.17%) (χ 2=4.36, P<0.05). The incidence rate of hyperpigmentation (2.08%) and recurrence rate (2.08%) of the combination group were lower than those of the Q-switched laser group (14.58%, 16.67%) (χ 2=6.01, P<0.05). Conclusions:Tranexamic acid radiofrequency introduction combined with Q-switched laser comprehensive treatment can improve skin lesions and clinical efficacy in patients with moderate to severe melasma, and reduce pigmentation and recurrence.
4.Mixed epithelial and stromal tumor family of the kidney: clinical and MRI features
Huiping GUO ; Yuwei HAO ; Huanhuan KANG ; Wei XU ; Xiaohui DING ; Xiaojing ZHANG ; Jian ZHAO ; Xu BAI ; Huiyi YE ; Haiyi WANG
Chinese Journal of Radiology 2023;57(6):661-667
Objective:To investigate the clinical and MRI features of the mixed epithelial and stromal tumor family (MESTF) of the kidney.Methods:From January 2009 to September 2021, 42 patients with pathologically-proven MESTF from the First Medical Center of Chinese PLA General Hospital were collected in this retrospective study. Clinical information, MRI features, and pathological results were documented. According to the Bosniak classification (BC) version 2019, all MESTFs were divided into cystic MESTFs (36 cases) and solid-cystic MESTFs (6 cases). The R.E.N.A.L. nephrometry score (RNS), lesion size, laterality, location, margin, shape, growth pattern, presence of protruding into renal sinus, hemorrhage, and enhancement pattern were evaluated and documented. Based on BC versions 2005 and 2019, all the cystic MESTFs were assessed and divided into low (Ⅰ, Ⅱ, ⅡF) and high (Ⅲ, Ⅳ) grades. The independent sample t test or Mann-Whitney U test were performed to compare age, RNS, and lesion size between cystic MESTFs and solid-cystic MESTFs. Pearson χ 2 test, continuity-adjusted χ 2 test or Fisher exact probability test were utilized to evaluated the differences of clinical and MRI features and the distribution of low or high grades in two versions of BC. Results:Forty-two MESTFs were unilateral and solitary masses, 25 males and 17 females, with a mean age of (41±13) years old. Compared to solid-cystic MESTFs, cystic MESTFs were prone to demonstrate endophytic growth pattern (χ 2=17.77, P<0.001), and no significant differences in other clinical and MRI features were observed between cystic and solid-cystic MESTFs (all P>0.05). There were 7 low-grade and 29 high-grade tumors in the BC version 2005, respectively. Meanwhile, 24 low-grade and 12 high-grade tumors in the BC version 2019, respectively. The distribution of low or high-grade tumors in the two versions of BC had a statistically significant difference (χ 2=16.37, P<0.001). Conclusion:MESTFs demonstrated middle-age onset and no gender predilection. Cystic MESTFs are more likely to exhibit endophytic growth pattern with low-grade classification in BC system version 2019.
5.Test-retest reliability analysis of MRI criteria in the 2019 Bosniak classification of cystic renal masses
Xu BAI ; Songmei SUN ; Huanhuan KANG ; Lin LI ; Wei XU ; Chungang ZHAO ; Yongnan PIAO ; Ying WANG ; Xiaona WANG ; Meiyan YU ; Meifeng WANG ; Kaiqiang JIA ; Aitao GUO ; Huiyi YE ; Haiyi WANG
Chinese Journal of Radiology 2022;56(10):1121-1128
Objective:To evaluate the test-retest reliability of MRI criteria in the 2019 Bosniak classification of cystic renal masses (CRMs) and to analyze the impact of lesions′ property, size and readers′ experience on the test-retest reliability.Methods:From January 2009 to June 2019, 207 patients with 207 CRMs were included in this retrospective study. All of them underwent renal MRI and surgical-pathologic examination. According to Bosniak classification, version 2019, all CRMs were independently classified twice by eight radiologists with different levels of experience. All radiologists were blinded to the pathology of the lesions. By using intraclass correlation coefficient (ICC), test-retest reliability was evaluated for all CRMs and for subgroups with different pathological properties (benign and malignant) and different sizes (≤40 mm and>40 mm). The test-retest reliability of 4 senior readers (≥10 years of experience) and 4 junior readers (<10 years of experience) were evaluated respectively. The comparison of ICC was performed using Z test. Results:The 207 CRMs included 111 benign lesions (83 benign cysts, 28 benign tumors) and 96 malignant tumors. There were 87 lesions with maximum diameter ≤40 mm and 120 with maximum diameter>40 mm. The test-retest reliability (ICC) of each reader for all lesions was 0.776-0.888, the overall ICC was 0.848 (95%CI 0.821-0.872). The ICCs of senior and junior readers were 0.853 (95%CI 0.824-0.880) and 0.843 (95%CI 0.811-0.871) respectively, without significant difference between the two groups ( Z=0.85, P=0.374). The ICC of all readers was 0.827 for benign lesions and 0.654 for malignant lesions, showing significant difference ( Z=2.80, P=0.005). The ICC was 0.770 for lesions ≤40 mm and 0.876 for lesions>40 mm, which was significantly different ( Z=-2.36, P=0.018). For CRM subgroups with different pathological properties and different sizes, there was no significant difference in test-retest reliability between senior and junior readers (all P>0.05). Conclusion:The test-retest reliability of MRI criteria in the 2019 Bosniak classification of CRMs is excellent and unaffected by readers′ experience. The reliabilities are not consistent among CRMs of different pathological properties and different sizes, but all reached the level of good and above.
6.Segmentation of core infarct in acute ischemic stroke in diffusion weighted imaging using cascaded VB-Net
Yaping WU ; Ting FANG ; Huanhuan WEI ; Ziqiang LI ; Yu LUO ; Fangfang FU ; Yu SHEN ; Yan BAI ; Meiyun WANG
Chinese Journal of Radiology 2022;56(1):25-29
Objective:To explore the detection and segmentation of ischemic core infarct volume of the acute stroke in diffusion weighted imaging (DWI) images using cascaded VB-Net.Methods:MRI data of 1 500 patients (2 456 lesions) with acute ischemic stroke in Henan Provincial People′s Hospital from December 2016 to December 2018 were retrospectively analyzed. Firstly, manual segmentation of ischemic core was performed on DWI images (b=1 000 s/mm 2), and then all data were divided into training set, validation set and independent test set by 8∶1∶1. Then, the cascaded VB-Net was constructed, and the core infarct was automatically detected and segmented in the test set. Interclass correlation coefficient (ICC) was used to evaluate the consistency of volume size measured by manual segmentation and cascaded VB-Net. The patients were divided into large ischemic core lesion group (ischemic core volume ≥10 ml) and small ischemic core lesion group (ischemic core volume<10 ml), and the Dice coefficient difference between the two groups was compared using Mann-Whitney U test. Results:In independent test set, cascaded model had the detection rate of 94.6% (243/257) with Dice coefficient of 0.76 (0.68, 0.84). The agreement of cacade VB-Net segmented [4.19(1.21,14.13)ml] and manual segmented ischemic core infarct volume [4.08(1.19,17.92)ml] was high (ICC=0.97, P<0.001). There was no significant difference in Dice coefficient between large and small lesion groups [0.76 (0.69, 0.85), 0.76 (0.67, 0.84), Z=-0.44, P=0.657]. Conclusions:The cascaded VB-Net model provided a tool to realize automatic detection, segmentation, and calculation of ischemic core infarct volume. It has good segmentation accuracy and high consistency with manual segmentation, which can provide an auxiliary decision-making tool for the selection of treatment plans.
7.MRI-based Bosniak version 2019 for Ⅱ, ⅡF and Ⅲ cystic renal masses: improved interobserver agreement by subtraction imaging
Huanhuan KANG ; Wei XU ; Xu BAI ; Song WANG ; Huiping GUO ; Shaopeng ZHOU ; Huiyi YE ; Haiyi WANG
Chinese Journal of Radiology 2022;56(4):418-424
Objective:To investigate the value of MR subtraction images in improving the interobserver agreement for Bosniak Ⅱ, ⅡF, and Ⅲ cystic renal masses (CRMs) with Bosniak classification version 2019.Methods:From January 2009 to August 2020, 323 patients (335 CRMs) with surgical pathology results and complete preoperative MRI examination (T 2WI, T 1WI precontrast images and enhanced MRI in corticomedullary, nephrographic, and excretory phases) were retrospectively collected in the First Medical Center of PLA General Hospital. The CRMs of Bosniak Ⅱ, ⅡF, and Ⅲ were selected and classified by 2 experienced genitourinary radiologists according to the Bosniak classification version 2019. The "Subtraction" function in the American GE ADW 4.4 workstation was used to perform subtraction images reconstruction on the enhanced images in the corticomedullary, nephrographic, and excretory phases. Blinded to pathologic information, the other 2 radiologists independently classified the enrolled CRM cases with and without subtraction MR images, respectively, with an interval of 1 month. Ultimately, by using weighted Kappa value, interobserver agreement was evaluated, and the differences in weighted Kappa value were compared using the Gwet coefficient. Results:A total of 187 patients with 187 CRMs were enrolled in the study. The results of the classification of Bosniak Ⅱ, ⅡF, and Ⅲ CRMs categorized by 2 radiologists without and with subtraction images showed that 119 and 141 cases were consistent, and 68 and 46 were inconsistent, respectively. The weighted Kappa value for interobserver agreement among two radiologists without and with subtraction MR images was 0.60 (95%CI 0.53-0.68) and 0.73 (95%CI 0.66-0.80), respectively. The interobserver agreement was higher with subtraction images than that without subtraction images ( t=-2.56, P=0.011). Conclusion:According to the MRI criteria of Bosniak classification version 2019, the interobserver agreement for Bosniak Ⅱ, ⅡF, and Ⅲ CRMs could be improved using subtraction MR images, which may facilitate the popularization and application of Bosniak classification version 2019.
8.The expressions and clinical significance of programmed death 1/programmed death ligand 1 in children with acute lymphoblastic leukemia
Dao WANG ; Yanjie DING ; Ge ZHOU ; Jiao CHEN ; Hongliang YOU ; Huanhuan LI ; Bai LI ; Huixia WEI ; Yufeng LIU
Chinese Journal of Applied Clinical Pediatrics 2021;36(7):525-528
Objective:To investigate the mechanism of programmed death 1(PD-1)/ programmed death ligand 1(PD-L1) signaling pathway and its feasibility as a potential therapeutic target and prognostic predictor by detecting the expressions, of PD-1 and PD-L1 in bone marrow mononuclear cells of children with acute lymphoblastic leukemia (ALL), and to provide new ideas for the diagnosis and treatment of ALL as well.Methods:Bone marrow samples were collected from 59 children with ALL in the First Affiliated Hospital of Zhengzhou University from September 2018 to July 2019.Flow cytometry was applied to detect the expression of PD-1 and PD-L1 in bone marrow mononuclear cells in 59 ALL patients, including 47 newly-diagnosed ALL patients and 12 relapsed ALL patients, respectively, at initial diagnosis, after induction therapy and early intensive treatment.Their relevant clinical data were collected and compared with the bone marrow specimens of 12 children suffering from non-malignant blood diseases as the control group of the same hospital during the same period.Results:There was no significant difference in the expression of PD-1 in the bone marrow mononuclear cells of the primary diagnosis group, recurrence group and control group ( H=2.402, P>0.05). The expression of PD-L1 in the relapsed and refractory group [(7.32±3.60)%] and the newly diagnosed group [(3.18±2.37)%] was higher than that in the control group [(0.84±0.39)%], and the differences were statistically significant ( H= 28.048, P<0.05). In the initial treatment group, the expression of PD-L1 in the bone marrow mononuclear cells was the strongest expression before treatment ( B=1.293), followed by after induction treatment ( B=0.036) and after early intensive treatment ( B=0.000), suggesting that there was a downward trend as the continued treatment.The expression of PD-L1 was the weakest expression in the low-risk group ( B=-3.912) than in the medium-risk group ( B=-3.595) and high-risk group ( B=0.000), revealing that the expression of PD-L1 is related to the risk grades of ALL.The higher the risk rating is, the higher the PD-L1 protein expression is. Conclusions:The high expression of PD-L1 may be involved in the pathogenesis and be used as an adverse predictor of ALL childhood and an evaluation index of chemotherapy efficacy.PD-1 / PD-L1 signaling pathway may be a potential therapeutic target of ALL childhood.
9.Clinical efficacy of Ruxolitinib in combination with Methylprednisolone as a bridge to allogeneic hematopoietic stem cell transplantation for relapse/refractory Epstein-Barr virus-associated hemophagocytic syndrome in pediatric patients
Dao WANG ; Yanjie DING ; Jiao CHEN ; Hongliang YOU ; Huanhuan LI ; Bai LI ; Qianghua YAO ; Yingchao WANG ; Dingming WAN ; Yufeng LIU
Chinese Journal of Applied Clinical Pediatrics 2021;36(15):1185-1187
Objective:To explore the clinical efficacy and safety of Ruxolitinib, a Janus kinase inhibitor, in combination with Methylprednisolone as a bridge to allogeneic hematopoietic stem cell transplantation (allo-HSCT) for relapsed/refractory Epstein-Barr virus-associated hemophagocytic syndrome (EBV-AHS) in pediatric patients.Methods:The clinical data of 4 patients with relapsed/refractory EBV-AHS treated with Ruxolitinib in combination with Methylprednisolone as a bridge to allo-HSCT at the Department of Pediatrics, the First Affiliated Hospital of Zhengzhou University from August 2018 to February 2020 were retrospectively analyzed, and the disease characteristics, diagnosis and treatment process, clinical experience and related research progress were analyzed and summarized.Results:Among 4 patients with relapsed/refractory EBV-AHS, 2 patients were treated with low-dose Ruxolitinb in combination with Methylprednisolone for 6-10 weeks after partial remission.The disease did not progress, and they survived after being bridged to allo-HSCT.One patient was treated with large-dose Ruxolitinib in combination with Methylprednisolone due to the intolerance to chemotherapy, with the biochemical indicators of hemophagocytic syndrome significantly improved, and then the bridging to allo-HSCT was performed 2 months ago and this patient survived.One patient with EBV-AHS relapsed was relieved by chemotherapy again, then was given maintenance therapy with Ruxolitinib and Methylprednisolone, but the condition still progressed and the treatment was ineffective.This patient underwent allo-HSCT for salvage treatment more than 1 year ago and survived.Except that 1 patient developed mild anemia, the other 3 patients had no significant Ruxolitinib-related toxicities.Conclusions:Ruxolitinib in combination with Methylprednisolone can be safely employed as a salvage treatment for pediatric patients with relapsed/refractory EBV-AHS and a bridge to allo-HSCT, which has favorable safety, efficacy and tolerance in clinical practice.
10.Immunogenicity of the truncated NDV F protein surface-displayed on Lactobacillus casei.
Huanhuan LIU ; Shudong LI ; Yuqing YANG ; Xiaoying SUN ; Yan LI ; Xinyang LIU ; Xiaoyan CHEN ; Lianmei ZHANG ; Yongfei BAI ; Xilin HOU ; Liyun YU
Chinese Journal of Biotechnology 2019;35(8):1453-1462
To evaluate immune efficacy of the recombinant Lactobacillus casei, we constructed pLA-Newcastle disease virus (NDV)-F/L. casei and obtained the expression products. PCR amplified the NDV F gene carrying part of the major epitopes. The target gene was inserted to the shuttle plasmid pLA, and then transformed into Escherichia coli BL21 (DE3) in order to screen positive recombinant plasmid. The positive recombinant plasmid was transformed into L. casei by electroporation to construct pLA-NDV-F/L. casei. The positive strains were identified by PCR. The reactivity of the recombinant bacteria was identified by Western blotting and the protein expression was detected by indirect immunofluorescence, flow cytometry and laser confocal microscopy. The 14-day-old chickens in each group were vaccinated by oral plus nose drops. The pLA-NDV-F/L. casei twice immunization group and three times immunization group, the commercial vaccine group, the pLA/L. casei group, the unchallenge PBS and the challenge PBS group were established. IgG in serum and sIgA in the lavage fluid of intestinal, nasal and lung were detected by ELISA. The protection rate of chickens was evaluated. The results showed that 94.10% of the recombinant bacteria expressed the F protein. The recombinant protein was highly expressed on the surface of L. casei with a protein size of 62 kDa, which specifically bound to anti-NDV serum. The levels of anti-F IgG and sIgA antibodies in each test group were significantly higher than those in the control groups. The duration of antibody in the pLA-NDV-F/L. casei three-time immunization group lasted 28 days longer than that in the twice immunized group, and there was no significant difference between antibody peak values. The attack protection rates in each group of immunized pLA-NDV-F/L. casei three times, twice, attenuated vaccine, pLA/L. casei and PBS were 80%, 80%, 90%, 0% and 0%, respectively. Therefore, the antigenic protein of NDV F was successfully expressed by L. casei expression system, which has of reactogenicity and immunogenicity, and could induce protective immune responses in chickens.
Animals
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Antibodies, Viral
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Chickens
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Immunization
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Lactobacillus casei
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Newcastle disease virus
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Vaccines, Attenuated
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Viral Vaccines

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