1.A multi-center study on evaluation of leukocyte differential performance by an artificial intelligence-based Digital Cell Morphology Analyzer
Haoqin JIANG ; Wei CHEN ; Jun HE ; Hong JIANG ; Dandan LIU ; Min LIU ; Mianyang LI ; Zhigang MAO ; Yuling PAN ; Chenxue QU ; Linlin QU ; Dehua SUN ; Ziyong SUN ; Jianbiao WANG ; Wenjing WU ; Xuefeng WANG ; Wei XU ; Ying XING ; Chi ZHANG ; Lei ZHENG ; Shihong ZHANG ; Ming GUAN
Chinese Journal of Laboratory Medicine 2023;46(3):265-273
		                        		
		                        			
		                        			Objective:To evaluate the performance of an artificial intelligent (AI)-based automated digital cell morphology analyzer (hereinafter referred as AI morphology analyzer) in detecting peripheral white blood cells (WBCs).Methods:A multi-center study. 1. A total of 3010 venous blood samples were collected from 11 tertiary hospitals nationwide, and 14 types of WBCs were analyzed with the AI morphology analyzers. The pre-classification results were compared with the post-classification results reviewed by senior morphological experts in evaluate the accuracy, sensitivity, specificity, and agreement of the AI morphology analyzers on the WBC pre-classification. 2. 400 blood samples (no less than 50% of the samples with abnormal WBCs after pre-classification and manual review) were selected from 3 010 samples, and the morphologists conducted manual microscopic examinations to differentiate different types of WBCs. The correlation between the post-classification and the manual microscopic examination results was analyzed. 3. Blood samples of patients diagnosed with lymphoma, acute lymphoblastic leukemia, acute myeloid leukemia, myelodysplastic syndrome, or myeloproliferative neoplasms were selected from the 3 010 blood samples. The performance of the AI morphology analyzers in these five hematological malignancies was evaluated by comparing the pre-classification and post-classification results. Cohen′s kappa test was used to analyze the consistency of WBC pre-classification and expert audit results, and Passing-Bablock regression analysis was used for comparison test, and accuracy, sensitivity, specificity, and agreement were calculated according to the formula.Results:1. AI morphology analyzers can pre-classify 14 types of WBCs and nucleated red blood cells. Compared with the post-classification results reviewed by senior morphological experts, the pre-classification accuracy of total WBCs reached 97.97%, of which the pre-classification accuracies of normal WBCs and abnormal WBCs were more than 96% and 87%, respectively. 2. The post-classification results reviewed by senior morphological experts correlated well with the manual differential results for all types of WBCs and nucleated red blood cells (neutrophils, lymphocytes, monocytes, eosinophils, basophils, immature granulocytes, blast cells, nucleated erythrocytes and malignant cells r>0.90 respectively, reactive lymphocytes r=0.85). With reference, the positive smear of abnormal cell types defined by The International Consensus Group for Hematology, the AI morphology analyzer has the similar screening ability for abnormal WBC samples as the manual microscopic examination. 3. For the blood samples with malignant hematologic diseases, the AI morphology analyzers showed accuracies higher than 84% on blast cells pre-classification, and the sensitivities were higher than 94%. In acute myeloid leukemia, the sensitivity of abnormal promyelocytes pre-classification exceeded 95%. Conclusion:The AI morphology analyzer showed high pre-classification accuracies and sensitivities on all types of leukocytes in peripheral blood when comparing with the post-classification results reviewed by experts. The post-classification results also showed a good correlation with the manual differential results. The AI morphology analyzer provides an efficient adjunctive white blood cell detection method for screening malignant hematological diseases.
		                        		
		                        		
		                        		
		                        	
2.Genome-wide analysis identify novel germline genetic variations in ADCY1 influencing platinum-based chemotherapy response in non-small cell lung cancer.
Chenxue MAO ; Juan CHEN ; Ting ZOU ; Yuankang ZHOU ; Junyan LIU ; Xi LI ; Xiangping LI ; Min LI ; Pinhua PAN ; Wei ZHUO ; Yang GAO ; Shuo HU ; Desheng XIAO ; Lin WU ; Zhan WANG ; Heng XU ; Wen YANG ; Yingjie XU ; Haihua XIAO ; Kazuhiko HANADA ; Wei ZHANG ; Honghao ZHOU ; Jiye YIN ; Zhaoqian LIU
Acta Pharmaceutica Sinica B 2022;12(3):1514-1522
		                        		
		                        			
		                        			To explore the pharmacogenomic markers that affect the platinum-based chemotherapy response in non-small-cell lung carcinoma (NSCLC), we performed a two-cohort of genome-wide association studies (GWAS), including 34 for WES-based and 433 for microarray-based analyses, as well as two independent validation cohorts. After integrating the results of two studies, the genetic variations related to the platinum-based chemotherapy response were further determined by fine-mapping in 838 samples, and their potential functional impact were investigated by eQTL analysis and in vitro cell experiments. We found that a total of 68 variations were significant at P < 1 × 10-3 in cohort 1 discovery stage, of which 3 SNPs were verified in 262 independent samples. A total of 541 SNPs were significant at P < 1 × 10-4 in cohort 2 discovery stage, of which 8 SNPs were verified in 347 independent samples. Comparing the validated SNPs in two GWAS, ADCY1 gene was verified in both independent studies. The results of fine-mapping showed that the G allele carriers of ADCY1 rs2280496 and C allele carriers of rs189178649 were more likely to be resistant to platinum-based chemotherapy. In conclusion, our study found that rs2280496 and rs189178649 in ADCY1 gene were associated the sensitivity of platinum-based chemotherapy in NSCLC patients.
		                        		
		                        		
		                        		
		                        	
3.Application of high-throughput sequencing in the diagnosis of inherited bleeding and thrombotic disorders
Chinese Journal of Laboratory Medicine 2021;44(8):764-768
		                        		
		                        			
		                        			Inherited bleeding and thrombotic disorders (BTD) are a group of heterogeneous diseases related to the coagulation system, platelet function and fibrinolytic system. In addition to the common BTD, it is difficult to diagnose such patients by routine laboratory tests, and special laboratory tests are often required to confirm the diagnosis. Therefore, the diagnosis and treatment of patients may be delayed, or even life-threatening. With the increasing use of high-throughput sequencing (HTS) technology in clinical practice, the diagnosis and differential diagnosis of BTD have made great progress.
		                        		
		                        		
		                        		
		                        	
4.To standardize the detection of cerebrospinal fluid in hematological malignancy by multiparameter flow cytometry
Chinese Journal of Laboratory Medicine 2021;44(10):904-907
		                        		
		                        			
		                        			Central nervous system (CNS) involvement is a serious complication of hematological malignancies. At present, the gold standard to detect CNS involvement is cerebrospinal fluid (CSF) cytology, but it has low sensitivity. The multiparameter flow cytometry (MFC) shows higher sensitivity than CSF cytology. The occult central nervous system involvement with negative conventional cytology but positive MFC result is the same as dominant central nervous system involvement, which is associated with a high risk of recurrence of hematological tumors. However, due to the particularity of cerebrospinal fluid specimens--less number of cells, low activity, and more interfering cells, the application of MFC for detection of cerebrospinal fluid is limited. Therefore, there is an urgent need to standardize the MFC detection of CSF for hematological tumors, including defining specimen transportation, antibody selection and cut-off value, standardizing data analysis and strengthening employee training, which will greatly improve the role of MFC in the diagnosis of CNS with hematological malignancies.
		                        		
		                        		
		                        		
		                        	
5.Standardization and normalization of flow cytometry
Chinese Journal of Laboratory Medicine 2021;44(12):1105-1108
		                        		
		                        			
		                        			Flow cytometry has been widely used in clinical practice. Due to the powerful user-defined function of flow cytometry, different instrument settings among manufacturers and lack of standard materials, the comparability of results needs to be improved and flow cytometry is facing the great challenge of normalization and standardization. In this paper, the recent progress of normalization and standardization about flow cytometry was discussed form the aspects of standardizing operation protocol, including specimen and centrifugation, standardizingantibody selection and panel combination and ensuring instrument and data analysis consistency.
		                        		
		                        		
		                        		
		                        	
6.The diagnostic value of HPV detection in squamous cell carcinoma of cervical lymph node metastasis from an unknown primary site (with report of 6 cases)
Chenxue JIANG ; Tingting XU ; Cuihong WANG ; Guohua SUN ; Qifeng WANG ; Chunying SHEN ; Chaosu HU ; Xueguan LU
Chinese Journal of Radiation Oncology 2020;29(4):259-261
		                        		
		                        			
		                        			Objective:To evaluate the diagnostic value of HPV detection in squamous cell carcinoma of the cervical lymph node metastasis from an unknown primary site.Methods:Clinical data of 6 patients who were initially diagnosed with squamous cell carcinoma of the cervical lymph node metastasis from an unknown primary site and eventually diagnosed with HPV-related oropharyngeal squamous cell carcinoma were collected, and the process of diagnosis was analyzed.Results:Upon the initial admission, all patients were diagnosed with squamous cell carcinoma of the cervical lymph node metastasis with positive p16 expression, positive HPV-16 subtype and negative EBER expression. No obvious primary lesion was found after comprehensive examination. Subsequently, four of them underwent ipsilateral tonsollar blind biopsy ( n=2) and ipsilateral tonsillectomy ( n=2). All these four patients were pathologically diagnosed with tonsillar squamous cell carcinoma. For the other two cases, MRI detected the thickening complicated with enhancement of ipsilateral wall of oropharynx and tongue root after follow-up for D149 and D545 , respectively. Biopsy confirmed the diagnosis of squamous cell carcinoma of the tonsil and tongue root, respectively. Conclusion:For patients with HPV-positive squamous cell carcinoma of the cervical lymph node metastasis from an unknown primary site, the possibility that the primary lesion originates from the oropharyngeal site, especially the tonsil and tongue root, should be highly suspected.
		                        		
		                        		
		                        		
		                        	
7.Discussion on the role of case design in PBL teaching in laboratory diagnostics
Shan WANG ; Wenjuan LÜ ; Xuejing WANG ; Chenxue QU ; Binghuai LU ; Dong LI
Chinese Journal of Medical Education Research 2020;19(8):886-890
		                        		
		                        			
		                        			Objective:To investigate the role and influencing factors of case design in PBL teaching.Methods:Thirty-two six-year-program undergraduates from the Department of Medicine of Peking University in batch 2014 and batch 2015 were selected as the subjects. PBL teaching was used in the practice class of experimental diagnostics. The feedback effects of four times PBL courses were analyzed by collecting questionnaires for teachers, students, and supervisors. The data obtained from the five-point questionnaire and the question-and-answer questionnaire were analyzed by one-way ANOVA and statistics respectively. Then the problems in case preparation process are discussed and the experience of case design is summarized. SPSS 13.0 was used in this study.Results:The 5-point questionnaire showed that the average score of anemia PBL course was the highest among students' self-evaluation and mutual evaluation of teachers and students (4.84 points, 4.79 points), with statistical significance compared with other courses ( P<0.05). The question-and-answer questionnaire survey showed that 93.75% of the students generally agreed with the teaching model of anemia cases; 78.13% and 59.38% of the students believed that it was difficult to set up cases of infection and coagulation, which affected the classroom effect; and 50% of the supervisors thinked that the students' level should be taken into account in case design and oral expression should be avoided. Conclusion:Case design is the key to PBL teaching. Summarizing the experience of case design can lay a good foundation for the establishment of PBL teaching database.
		                        		
		                        		
		                        		
		                        	
8. A multi-center research on the establishment and validation of autoverification rules for blood analysis
Wei XU ; Xiaoke HAO ; Wei CUI ; Hong JIANG ; Xuefeng WANG ; Chenxue QU ; Lei ZHENG ; Yandan DU ; Linlin QU ; Enliang HU ; Jianbiao WANG ; Zhigang MAO ; Lingling LIU ; Cuiling ZHENG ; Dehua SUN ; Chengwei PU ; Chunxi BAO ; Li LING ; Qiang LI ; Tan LI
Chinese Journal of Laboratory Medicine 2018;41(8):601-607
		                        		
		                        			 Objective:
		                        			To establish a set of rules for autoverification of blood analysis, in order to provide a way to validate autoverification rules for different analytical systems, which can ensure the accuracy of test results as well as shorten turnaround time (TAT) of test reports.
		                        		
		                        			Methods:
		                        			A total of 34 629 EDTA-K2 anticoagulated blood samples were collected from multicenter cooperative units including the First Hospital of Jinlin University during January 2017 to November 2017. These samples included: 3 478 cases in Autoverification Establishment Group, including 288 cases for Delta check rules; 5 362 cases in Autoverification Validation Group, including 2 494 cases for Delta check; 25 789 cases in Clinical Application Trial Group. All these samples were analyzed for blood routine tests using Sysmex XN series automatic blood analyzers.Blood smears, staining and microscopic examination were done for each sample; then the clinical information, instrument parameters, test results and microscopic results were summarized; screening and determination of autoverification conditions including parameters and cutoff values were done using statistical analysis. The autoverification rules were input into Sysmex Laboman software and undergone stage Ⅰ validation using simulated data, and stage Ⅱ validation for post-analytical samples successively. True negative, false negative, true positive, false positive, autoverification pass rate and passing accuracy were calculated. Autoverification rules were applied to autoverification blood routine results and missed detection rates were validated, and also data of autoverification pass rate and TAT were obtained.
		                        		
		                        			Results:
		                        			(1)The selected autoverification conditions and cutoff values included 43 rules involving WBC, RBC, PLT, Delta check and abnormal characteristics. (2)Validation of 3 190 cases in Autoverification Establishment Group showed the false negative rate was 1.94%(62/3 190)(
		                        		
		                        	
9.Research progress of enteral nutrition in the treatment of inflammatory bowel disease
Dongxu WANG ; Lianjie LIN ; Di PAN ; Chenxue MEI ; Changqing ZHENG
Clinical Medicine of China 2018;34(5):471-473
		                        		
		                        			
		                        			Inflammatory bowel disease(IBD),including ulcerative colitis and Crohn's disease,was often associated with malnutrition in the course of disease development. Enteral nutrition ( EN ) can improve the nutritional status of IBD patients, relieve the illness, and promote the recovery of the disease. Therefore, we should pay attention to the significance of EN in the IBD treatment,and strengthen the implementation of EN in IBD patients.
		                        		
		                        		
		                        		
		                        	
10.Image Understanding and Eye Movementin for Children with Autism
Mei WANG ; Chenxue WANG ; Haicong ZHANG
Chinese Journal of Rehabilitation Theory and Practice 2018;24(5):592-595
		                        		
		                        			
		                        			Objective To explore the impact of different presentations on the image understanding of children with autism. Methods From November, 2016 to March, 2017, 30 pupils with autism aged seven to 14 years in the special education school were observed the understanding of picture, in term of characters, continuations and sequences, and their focus was recorded with the eye tracker. Results The comprehension score was the highest for the picture with cartoon characters, continuous and non-sequential (F=9.99, P<0.001). There was no correlation between the distribution of the focus and comprehension rate (r=0.27, P>0.05). Direct or indirect experience and omiting content did not impact the comprehension rate (t<1.522, P>0.05).Conclusion Compared with strange photos, images of fixed cartoon characters are more conducive to understand for children with autism. Disrupting the order of the picture and omitting some of the sequence do not affect the understanding, which is consistent with the theoretical hypothesis of central insufficiency.
		                        		
		                        		
		                        		
		                        	
            
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