1.Artificial intelligence-assisted design, mining, and modification of CRISPR-Cas systems.
Yufeng MAO ; Guangyun CHU ; Qingling LIANG ; Ye LIU ; Yi YANG ; Xiaoping LIAO ; Meng WANG
Chinese Journal of Biotechnology 2025;41(3):949-967
With the rapid advancement of synthetic biology, CRISPR-Cas systems have emerged as a powerful tool for gene editing, demonstrating significant potential in various fields, including medicine, agriculture, and industrial biotechnology. This review comprehensively summarizes the significant progress in applying artificial intelligence (AI) technologies to the design, mining, and modification of CRISPR-Cas systems. AI technologies, especially machine learning, have revolutionized sgRNA design by analyzing high-throughput sequencing data, thereby improving the editing efficiency and predicting off-target effects with high accuracy. Furthermore, this paper explores the role of AI in sgRNA design and evaluation, highlighting its contributions to the annotation and mining of CRISPR arrays and Cas proteins, as well as its potential for modifying key proteins involved in gene editing. These advancements have not only improved the efficiency and precision of gene editing but also expanded the horizons of genome engineering, paving the way for intelligent and precise genome editing.
CRISPR-Cas Systems/genetics*
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Artificial Intelligence
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Gene Editing/methods*
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RNA, Guide, CRISPR-Cas Systems/genetics*
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Machine Learning
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Humans
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Genetic Engineering/methods*
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Synthetic Biology
2.The strategies of early diagnosis and management of primary renal tubular disease in children
Yulin KANG ; Wenyan HUANG ; Lei YIN ; Wei ZHOU ; Yufeng LI ; Jia RAO ; Yuanyuan LIU ; Yachun LI ; Song MAO ; Wenjing SHI
International Journal of Pediatrics 2025;52(6):359-363
Childhood primary renal tubular diseases are chronic kidney diseases characterized by impaired renal tubular reabsorption. Primary renal tubular disease has diverse clinical manifestations and lacks of specificity. Laboratory tests are limited,making it prone to missed diagnosis and misdiagnosis. Based on the current knowledge of renal tubular diseases,authors propose early warning signals of renal tubular diseases such as family history of primary tubular diseases,unexplained polyhydramnios during pregnancy,polydipsia,polyuria,delayed growth and development or rickets,decreased muscle strength and tone,unexplained electrolyte disturbance,hyperuricemia,acid-base disturbance,positive urine sugar test,renal tubular proteinuria,urinary imaging examination suggesting kidney stones,calcium deposition,renal cysts and early onset of eye,ear,joint and neuron injury.Meanwhile,some universal management strategies for primary renal tubular disease are proposed,emphasizing the importance of multidisciplinary collaboration,genetic testing and individualized intervention to improve the long-term prognosis of childhood primary renal tubular diseases.
3.Application of next generation sequencing technology to the analysis of gene mutations in children with T-acute lymphoblastic leukemia and their impact on prognosis
Shuting MAO ; Bai LI ; Dao WANG ; Xinrui WU ; Shufang SU ; Linlin WEI ; Ying LIU ; Fangyuan CHAI ; Yufeng LIU
Chinese Journal of Applied Clinical Pediatrics 2025;40(2):114-119
Objective:To analyze the gene mutation spectrum of children with T-acute lymphoblastic leukemia (T-ALL) using next generation sequencing technology and to evaluate the value of gene mutations in prognosis stratification.Methods:A case series analysis was made.The clinical data of newly diagnosed pediatric T-ALL patients in the First Affiliated Hospital of Zhengzhou University from January 1, 2019 to February 29, 2024 were analyzed retrospectively.T-ALL gene mutations were analyzed.The relationships of gene mutations with clinical features and induction of responses to therapy were studied.The effects of gene mutations on overall survival (OS) and event-free survival (EFS) were examined by the Kaplan-Meier method and COX regression model.Results:A total of 80 newly diagnosed pediatric T-ALL patients were enrolled in the study, with a male-to-female ratio of 3.4∶1.0 and a median age of 8 (range, 2-17) years.A total of 57 mutations were detected in 74 patients, 46.2% (37/74) of whom showed 3 or more gene mutations.The coexistence of mutated genes was obvious. PTEN mutations were more prevalent in male patients ( P=0.018).Initial leukocyte counts were higher in patients with PTEN mutations ( P=0.038) and lower in patients with JAK3 mutations ( P=0.002).Patients with NOTCH1 mutations had a higher positive rate of fusion genes ( P=0.043).Patients with PTEN mutations had a higher rate of minimal residual disease(MRD) remission after 15/19 d of treatment with induction therapy, respectively ( P=0.013).The rate of MRD remission after 33/46 d of treatment with induction therapy was higher in patients with the FBXW7 mutation ( P=0.004) and lower in patients with JAK3 mutations ( P=0.003).Multifactorial COX regression analysis showed that IL7R mutation and three or more gene mutations were independent risk factors for OS and EFS in T-ALL patients(OS: HR=3.252, 7.357, 95% CI: 1.020-10.372, 1.646-32.882; EFS: HR=3.372, 3.009, 95% CI: 1.234-9.214, 1.174-7.708; all P<0.05). Conclusions:Gene mutations are prevalent in T-ALL children and correlate with clinical manifestations and prognosis.The coexistence of mutated genes is obvious.Pediatric T-ALL patients with IL7R mutations and three or more gene mutations have a poorer prognosis.
4.Application of unrelated umbilical cord blood hematopoietic stem cell transplantation for the treatment of 2 cases with congenital amegakaryocytic thrombocytopenia and literature review
Shufang SU ; Dao WANG ; Yufeng LIU ; Bai LI ; Huanhuan LI ; Jiao CHEN ; Lei ZHANG ; Yan XU ; Shuting MAO ; Linlin WEI
Chinese Journal of Applied Clinical Pediatrics 2025;40(4):295-298
Objective:To investigate the clinical experience and efficacy of unrelated umbilical cord blood hematopoietic stem cell transplantation (HSCT) for the treatment of congenital amegakaryocytic thrombocytopenia (CAMT).Methods:A case summary was conducted.The clinical data of 2 children with CAMT who were finally cured by unrelated umbilical cord blood HSCT in the Department of Pediatric Medicine, the First Affiliated Hospital of Zhengzhou University from March 2020 to August 2023 were retrospectively analyzed.Related studies were retrieved from databases CNKI, Wanfang and PubMed using search terms including " congenital amegakaryocytic thrombocytopenia" and " hematopoietic stem cell transplantation" from the inception to July 2024.The clinical characteristics, diagnosis and treatment processes, and prognosis of CAMT patients treated by HSCT were then summarized.Results:Both cases exhibited scattered skin haemorrhages throughout the body and carried 2 compound heterozygous mutations with pathogenicity in the MPL gene.Both patients were finally diagnosed with CAMT.Case 1 was a girl aged 3 at the time of transplantation, and case 2 was also a girl, who aged 5 at the time of transplantation.Both of them received unrelated umbilical cord blood HSCT and hematopoietic reconstruction was achieved.The time of neutrophil and platelet implantation was 21 and 40 days after transplantation in case 1, and 20 and 31 days in case 2, respectively.The chimerism rate of neutrophil implantation in both children was complete chimerism of donor cells.Implantation syndrome was detected in case 1 following transplantation.Case 2 suffered implantation syndrome, hypertensive encephalopathy, and cytomegalovirus infection following transplantation.Both children showed no graft-versus-host disease (GVHD).Both children had hematopoietic and immune reconstruction after transplantation and their primary diseases were cured.Cases 1 and 2 were followed up for more than 14 and 17 months, respectively.Both of them achieved disease-free survival during the follow up.Literature review of 26 cases with CAMT treated by HSCT, including the above-mentioned 2 cases was conducted, with an overall disease-free survival rate of 92.3%(24/26).Of 12 cases with CAMT typing, 10 were type Ⅰ and 2 were type Ⅱ.Of the 26 cases treated by HSCT, 17 had bone marrow HSCT, with an overall survival rate of 88.2%(15/17), and 2 had peripheral blood HSCT.Seven cases had umbilical cord blood HSCT (6 cases receiving unrelated umbilical cord blood HSCT and 1 case receiving related umbilical cord blood HSCT), with an overall survival rate of 100%.Unlike bone marrow and peripheral blood HSCT, unrelated umbilical cord blood HSCT did not result in 3-4 grade GVHD. Conclusions:Unrelated umbilical cord blood HSCT can achieve good therapeutic effects in CAMT patients when there is no suitable donor.Myeloablative pretreatment is conducive to CAMT patients.
5.Application of next generation sequencing technology to the analysis of gene mutations in children with T-acute lymphoblastic leukemia and their impact on prognosis
Shuting MAO ; Bai LI ; Dao WANG ; Xinrui WU ; Shufang SU ; Linlin WEI ; Ying LIU ; Fangyuan CHAI ; Yufeng LIU
Chinese Journal of Applied Clinical Pediatrics 2025;40(2):114-119
Objective:To analyze the gene mutation spectrum of children with T-acute lymphoblastic leukemia (T-ALL) using next generation sequencing technology and to evaluate the value of gene mutations in prognosis stratification.Methods:A case series analysis was made.The clinical data of newly diagnosed pediatric T-ALL patients in the First Affiliated Hospital of Zhengzhou University from January 1, 2019 to February 29, 2024 were analyzed retrospectively.T-ALL gene mutations were analyzed.The relationships of gene mutations with clinical features and induction of responses to therapy were studied.The effects of gene mutations on overall survival (OS) and event-free survival (EFS) were examined by the Kaplan-Meier method and COX regression model.Results:A total of 80 newly diagnosed pediatric T-ALL patients were enrolled in the study, with a male-to-female ratio of 3.4∶1.0 and a median age of 8 (range, 2-17) years.A total of 57 mutations were detected in 74 patients, 46.2% (37/74) of whom showed 3 or more gene mutations.The coexistence of mutated genes was obvious. PTEN mutations were more prevalent in male patients ( P=0.018).Initial leukocyte counts were higher in patients with PTEN mutations ( P=0.038) and lower in patients with JAK3 mutations ( P=0.002).Patients with NOTCH1 mutations had a higher positive rate of fusion genes ( P=0.043).Patients with PTEN mutations had a higher rate of minimal residual disease(MRD) remission after 15/19 d of treatment with induction therapy, respectively ( P=0.013).The rate of MRD remission after 33/46 d of treatment with induction therapy was higher in patients with the FBXW7 mutation ( P=0.004) and lower in patients with JAK3 mutations ( P=0.003).Multifactorial COX regression analysis showed that IL7R mutation and three or more gene mutations were independent risk factors for OS and EFS in T-ALL patients(OS: HR=3.252, 7.357, 95% CI: 1.020-10.372, 1.646-32.882; EFS: HR=3.372, 3.009, 95% CI: 1.234-9.214, 1.174-7.708; all P<0.05). Conclusions:Gene mutations are prevalent in T-ALL children and correlate with clinical manifestations and prognosis.The coexistence of mutated genes is obvious.Pediatric T-ALL patients with IL7R mutations and three or more gene mutations have a poorer prognosis.
6.Application of unrelated umbilical cord blood hematopoietic stem cell transplantation for the treatment of 2 cases with congenital amegakaryocytic thrombocytopenia and literature review
Shufang SU ; Dao WANG ; Yufeng LIU ; Bai LI ; Huanhuan LI ; Jiao CHEN ; Lei ZHANG ; Yan XU ; Shuting MAO ; Linlin WEI
Chinese Journal of Applied Clinical Pediatrics 2025;40(4):295-298
Objective:To investigate the clinical experience and efficacy of unrelated umbilical cord blood hematopoietic stem cell transplantation (HSCT) for the treatment of congenital amegakaryocytic thrombocytopenia (CAMT).Methods:A case summary was conducted.The clinical data of 2 children with CAMT who were finally cured by unrelated umbilical cord blood HSCT in the Department of Pediatric Medicine, the First Affiliated Hospital of Zhengzhou University from March 2020 to August 2023 were retrospectively analyzed.Related studies were retrieved from databases CNKI, Wanfang and PubMed using search terms including " congenital amegakaryocytic thrombocytopenia" and " hematopoietic stem cell transplantation" from the inception to July 2024.The clinical characteristics, diagnosis and treatment processes, and prognosis of CAMT patients treated by HSCT were then summarized.Results:Both cases exhibited scattered skin haemorrhages throughout the body and carried 2 compound heterozygous mutations with pathogenicity in the MPL gene.Both patients were finally diagnosed with CAMT.Case 1 was a girl aged 3 at the time of transplantation, and case 2 was also a girl, who aged 5 at the time of transplantation.Both of them received unrelated umbilical cord blood HSCT and hematopoietic reconstruction was achieved.The time of neutrophil and platelet implantation was 21 and 40 days after transplantation in case 1, and 20 and 31 days in case 2, respectively.The chimerism rate of neutrophil implantation in both children was complete chimerism of donor cells.Implantation syndrome was detected in case 1 following transplantation.Case 2 suffered implantation syndrome, hypertensive encephalopathy, and cytomegalovirus infection following transplantation.Both children showed no graft-versus-host disease (GVHD).Both children had hematopoietic and immune reconstruction after transplantation and their primary diseases were cured.Cases 1 and 2 were followed up for more than 14 and 17 months, respectively.Both of them achieved disease-free survival during the follow up.Literature review of 26 cases with CAMT treated by HSCT, including the above-mentioned 2 cases was conducted, with an overall disease-free survival rate of 92.3%(24/26).Of 12 cases with CAMT typing, 10 were type Ⅰ and 2 were type Ⅱ.Of the 26 cases treated by HSCT, 17 had bone marrow HSCT, with an overall survival rate of 88.2%(15/17), and 2 had peripheral blood HSCT.Seven cases had umbilical cord blood HSCT (6 cases receiving unrelated umbilical cord blood HSCT and 1 case receiving related umbilical cord blood HSCT), with an overall survival rate of 100%.Unlike bone marrow and peripheral blood HSCT, unrelated umbilical cord blood HSCT did not result in 3-4 grade GVHD. Conclusions:Unrelated umbilical cord blood HSCT can achieve good therapeutic effects in CAMT patients when there is no suitable donor.Myeloablative pretreatment is conducive to CAMT patients.
7.Clinical features and genetic analysis of a child with Central core disease due to compound heterozygous variants of RYR1 gene
Shanshan LIU ; Shuting MAO ; Bai LI ; Linlin WEI ; Yufeng LIU
Chinese Journal of Medical Genetics 2024;41(5):581-585
Objective:To explore the clinical features and genetic etiology of a child with Central core disease (CCD).Methods:A child with CCD who was treated at the Children′s Hematology Department of the First Affiliated Hospital of Zhengzhou University in February 2022 was selected as the study subject. Muscle biopsy was performed. Peripheral blood samples were collected from the child and his parents for the extraction of genomic DNA. The child was subjected to whole exome sequencing (WES), and candidate variant was verified by Sanger sequencing.Results:The child, a 12-year-old boy, had manifested motor retardation, facial weakness, ptosis, pectus carinatum, scoliosis, etc. Muscle biopsy showed that the central nucleus muscle fibers and atrophic muscle fibers were mainly type I. WES revealed that the child has harbored c. 10561G>A (p.G3521S) and c. 3448T>C (p.C1150R) compound heterozygous variants of the RYR1 gene. Sanger sequencing confirmed that they were inherited from his mother and father, respectively. Based on the guidelines from the American College of Medical Genetics and Genomics, both variants were considered as likely pathogenic (PS4+ PM1+ PM2_Supporting+ PP3; PM1+ PM2_Supporting+ PM3+ PP3). Conclusion:By combining his clinical manifestation and results of muscle pathology and genetic testing, the child was diagnosed with CCD, which may be attributed to the c. 10561G>A (p.G3521S) and c.3448T>C (p.C1150R) compound heterozygous variants of the RYR1 gene.
8.Metanephric stromal tumor in children with BRAF V600E gene mutation: a case report and literature review
Shuting MAO ; Dao WANG ; Bai LI ; Shanshan LIU ; Linlin WEI ; Shufang SU ; Yan XU ; Ya′nan MA ; Ge ZHOU ; Yufeng LIU
Chinese Journal of Applied Clinical Pediatrics 2024;39(4):306-310
The clinical data of one child with metanephric stromal tumor (MST) and BRAF V600E gene mutation admitted to the First Affiliated Hospital of Zhengzhou University in June 2022 was analyzed retrospectively.Literature was reviewed.The patient, a 2-year-old girl, was diagnosed with a tumor in the left abdomen.The maximum diameter of the tumor was 10.5 cm.A radical nephrectomy was performed on the left kidney, and postoperative pathology revealed MST.Microscopically, the tumor had no envelope and exhibited expansive growth.The tumor cells were fusiform or stellate, and nuclear division was visible in the cell-rich region.Dysplastic blood vessels were seen inside the tumor.The tumor cells around the blood vessels and invaginated renal tubules were arranged like onion skin.CD34 was detected positive by immunohistochemical staining, and BRAF V600E mutation was also detected positive by fluorescent polymerase chain reaction.A total of 21 relevant case reports were retrieved, including 16 in English and 5 in Chinese.Fifty-eight MST patients, including the one in this report were analyzed.These patients were aged 2 days to 15 years, with a median age of 2 years.Except for 2 patients with unknown sex, the ratio of male to female was about 1.4∶1.0.Most MST patients were asymptomatic, with an average tumor size of 5.3 cm.The tumor cell CD34 showed positive expression in different degrees.Eight patients received the BRAF V600E mutation detection, and the results were all positive.Fifty-eight patients underwent nephrectomy and were followed up for 0-156 months, of which 7 patients were assisted with radiotherapy and chemotherapy.During the follow-up, 1 patient died, and 1 patient had a relapse.MST is a rare benign renal stromal tumor. BRAF V600E mutations are detected in a variety of malignancies.This paper is the first to report MST with BRAF V600E mutation in China and points out the importance of molecular detection of BRAF mutation for accurate diagnosis of MST.
9.Clinical analysis of 50 children with superior vena cava syndrome combined with malignant tumors
Xin WANG ; Yufeng LIU ; Shuting MAO ; Bai LI
Chinese Journal of Applied Clinical Pediatrics 2023;38(5):352-355
Objective:To summarize and analyze the clinical characteristics, treatment and prognosis of superior vena cava syndrome (SVCS) with malignant tumors in children, and to improve the understanding of its clinical management.Methods:Clinical data of 50 children with SVCS combined with malignant tumors treated in the First Affiliated Hospital of Zhengzhou University from November 2010 to May 2022 were analyzed retrospectively.The pathological types, clinical manifestations, imaging examination, treatment and prognosis were summarized.The overall survival (OS) rate and event-free survival (EFS) rate were evaluated by Kaplan-Meier method.Results:Among the 50 cases, 38 were males and 12 were females, with a male/female ratio of 3.2∶1.0.The median onset was 12.5 (8.0, 14.5) years, and the most common onset occurred in adolescence (66.0%, 33/50). Cough (80.0%, 40/50) was the most common clinical manifestation, followed by face and neck edema (66.0%, 33/50), chest tightness (56.0%, 28/50) and dyspnea (50.0%, 25/50). All the 50 cases were confirmed by histopathological examination, 39 cases(78.0%) were diagnosed as non-Hodgkin′s lymphoma (NHL). NHL was the most common malignant tumor, of which T-lymphoblastic lymphoma (T-LBL) accounted for 74.4%(29/39). All the 50 cases were examined by CT examination, involving 42 cases (84.0%) detected with mediastinal masses.Pleural effusion (86.0%, 43/50) and pericardial effusion (70.0%, 35/50) were common imaging findings.The 3-year OS rate and EFS rate of them were 59.7% and 57.9%, respectively.The 3-year OS rate and EFS rate of the 39 children with NHL were 62.9% and 60.9%, respectively.Conclusions:Children with malignant tumors complicated with SVCS are featured by the acute onset, rapid progress and poor prognosis.NHL is the most common cause, especially T-LBL.Cough, edema of face and neck, chest tightness and dyspnea are common clinical manifestations.Early detection and treatment contribute to save children′s lives.
10.Prognostic value of peripheral blood cell parameters in children under the age of 4 years with infection-asso-ciated hemophagocytic syndrome
Xin WANG ; Shuting MAO ; Yufeng LIU
Chinese Journal of Applied Clinical Pediatrics 2023;38(10):768-773
Objective:To explore the prognostic values of peripheral blood cell parameters: neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR) and mean platelet volume-to-lymphocyte ratio (MPVLR) in children under the age of 4 years with infection-associated hemophagocytic syndrome (IAHS).Methods:The clinical data of 70 children under the age of 4 years with IAHS treated in the First Affiliated Hospital of Zhengzhou University from January 2015 to October 2020 were analyzed retrospectively, including the changes in peripheral blood cell parameters at the time of diagnosis, and 2, 4 and 8 weeks after treatment. Mann- Whitney U test was used to compare the differences in peripheral blood cell parameters of IAHS children with different prognosis statues.The prognostic values of NLR, PLR and MPVLR were evaluated by plotting receiver operating characteristic (ROC) curves.The optimal cut-off value was determined by Youden index.Children were grouped according to the optimal cut-off values of NLR, PLR and MPVLR.The survival rate was estimated by Kaplan-Meier method, followed by Log- rank test for pairwise comparison. Results:(1)Compared with the survival group, NLR, PLR and MPVLR were significantly higher at the diagnosis in the death group(all P<0.001). (2)ROC curves showed that the area under the curve(AUC) of NLR, PLR and MPVLR to predict the prognosis of children with IAHS were 0.805, 0.815 and 0.772, respectively.When the optimal cut-off value of NLR, PLR and MPVLR were 0.73, 32.86 and 14.19, respectively, the sensitivity and specificity were 69.57% and 89.36%, 86.96% and 68.09%, and 60.87% and 89.36%, respectively.(3)According to the optimal cut-off value, the total survival time of children in NLR>0.73 group was significantly shorter than that in NLR ≤ 0.73 group, and that of children in PLR>32.86 group was significantly shorter than that in PLR ≤ 32.86 group; the total survival time of children in MPVLR>14.19 group was significantly shorter than that in MPVLR ≤ 14.19 group(all P<0.001). (4)After 2 weeks of treatment, the NLR and MPVLR in the death group were significantly higher than those in the survival group(all P<0.05). After 2, 4 and 8 weeks of treatment, NLR, PLR and MPVLR in the survival group were significantly improved as compared with those at the diagnosis(all P<0.05), but there was no significant change in the death group(all P>0.05). Conclusions:NLR, PLR and MPVLR at the time of diagnosis have a certain predictive value for the prognosis of children under the age of 4 years with IAHS.Monitoring their changes in the early stage of treatment is helpful to judge the prognosis.

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