1.Pangenome analysis on plasmids carried by hypervirulent Klebsiella pneumoniae
Xinmiao WU ; Zhenpeng LI ; Jia HUANG ; Yuhao WANG ; Xin LU ; Biao KAN ; Junling ZHAO
Chinese Journal of Epidemiology 2025;46(3):506-513
Objective:To analyze the pangenome, pan drug resistance genes, pan virulence genes, pan replicons, and others of the plasmids carried by hypervirulent Klebsiella pneumoniae (hvKP) in the world and their evolutionary trends over time, and provide evidence for more comprehensive understanding of the evolution of genetic diversity, drug resistance genes, and virulence genes of the plasmids. Methods:From the National Center for Biotechnology Information database, a total 1 738 plasmids were screened from 524 strains with completed genome sequences in 2 136 strains of hvKP carrying plasmids. Through pangenome, pan drug resistance gene, and pan-virulence gene composition and functional analyses, the curves of pangenome size and new gene size against plasmid isolation time were established, revealing the diversity of the plasmid pangenome and its evolutionary patterns.Results:The homologous genes, homologous drug resistance genes, homologous virulence genes, and replicons of the plasmids carried by hvKP comprised of 12 906, 149, 107 and 89 types, respectively. The fitting curves for the number of new genes, new drug resistance genes and new replicons increased with the increase of plasmids in an open state, while the curve for novel virulence genes was in a closed state. A obvious increase in new drug resistance genes was observed during 2018-2019. Among the newly added drug resistance genes during 2021-2023, beside those conferring aminoglycoside resistance, they were mainly new subtypes conferring carbapenem resistance.Conclusions:The pangenome of plasmids carried by hvKP exhibited high diversity, with the plasmid pan genes, pan drug resistance genes, and pan replicon types gradually expanding, while the pan virulence genes remains stable. The increase in novel drug resistance genes in specific years and the emergence of new carbapenem-resistant gene subtypes during 2021-2023 suggested the need for strengthened drug resistance surveillance and prevention efforts, with particular attention to carbapenem resistance.
2.Levels of peripheral blood lung cancer biomarkers in apparently healthy individuals in Beijing and surrounding areas and establishment and validation of reference intervals
Xinmiao LIU ; Ping SUN ; Mingyang HE ; Yan KANG ; Xiaoying LOU ; Yue WU ; Yulin SUN ; Hongjun GAO
Cancer Research and Clinic 2025;37(6):412-421
Objective:To explore the features of levels of lung cancer biomarkers in peripheral blood of adults in Beijing and surrounding areas, and establish personalized reference intervals for these biomarkers.Methods:A cross sectional study was conducted. The lung cancer biomarker data, including carcinoembryonic antigen (CEA), cytokeratin 19 fragment antigen 21-1 (CYFRA21-1), neuron specific enolase (NSE), progastrin-releasing peptide (ProGRP), and squamous cell carcinoma antigen (SCC-Ag), collected from adults who underwent cancer prevention examinations at the Cancer Hospital of the Chinese Academy of Medical Sciences from July 2021 to July 2022 were retrospectively analyzed. The interquartile range method was used to eliminate outliers, and the P95 value was calculated. Upper limit of 5 lung cancer biomarkers in different gender and age groups were obtained by referring to the reference intervals of quantitative analytes in the clinical laboratory (WS/T 402-2024). By analyzing the data of 208 adults who underwent cancer prevention physical examinations at the same center in June 2021 and 140 patients with benign lung masses confirmed by surgical resection pathology from January 2016 to June 2022, the established reference intervals for biomarkers were validated. Results:Two thousand six hundred and twenty-six cases of apparently healthy physical examiners were included for constructing reference intervals, including 1 456 males (55.4%) and 1 170 females (44.6%); the age range was 20-88 years old. The serum levels [ M ( Q1, Q3)] of CEA, NSE, ProGRP, SCC-Ag and CYFRA21-1 in 2 626 cases were 1.63 (1.07, 2.43) ng/ml, 13.08 (11.44, 14.77) ng/ml, 34.93 (29.02, 42.19) pg/ml, 0.80 (0.60, 1.00) ng/ml and 1.96 (1.48, 2.63) ng/ml, respectively. The serum levels of CEA [1.88 (1.22, 2.76) ng/ml vs. 1.41 (0.93, 2.02) ng/ml], NSE [13.31 (11.87, 15.00) ng/ml vs. 12.69 (10.96, 14.53) ng/ml], SCC-Ag [0.9 (0.7, 1.1) ng/ml vs. 0.7 (0.6, 0.9) ng/ml], and CYFRA21-1 [2.02 (1.53, 2.71) ng/ml vs. 1.87 (1.40, 2.51) ng/ml] in males were higher than those in females, and ProGRP [34.00 (28.25, 41.55) pg/ml vs. 36.12 (29.97, 42.98) pg/ml] was lower than that in females, and the differences were statistically significant (all P < 0.001). There were statistically significant differences in serum CEA levels between the groups of ≤ 40 years old (458 cases), >40-50 years old (827 cases), >50-60 years old (783 cases), >60-70 years old (412 cases), and >70 years old (146 cases) in pairwise comparison (all P < 0.05). Except for the age groups of ≤ 40 years old and >40-50 years old and the age groups of >60-70 years old and >70 years old, there were statistically significant differences in serum NSE levels among the other age groups in pairwise comparison (all P < 0.05). There were statistically significant differences in serum ProGRP levels between the 5 age groups (all P < 0.05). There were statistically significant differences when comparing the serum SCC-Ag level in the >40-50 age group, >50-60 age group and >60-70 age group with that in the ≤40 age group and >70 age group, respectively (all P < 0.05). However, there was no statistically significant difference between the other age groups in pairwise comparison (all P > 0.05). There were statistically significant differences in serum CYFRA21-1 levels between the 5 age groups (all P < 0.05). When gender and age were not distinguished, the P95 values of serum CEA, NSE, ProGRP, SCC-Ag and CYFRA21-1 levels were 4.44 ng/ml, 16.61 ng/ml, 57.65 pg/ml, 1.50 ng/ml, and 4.21 ng/ml, respectively. Considering gender and age, except for the >70 age group with no statistically significant difference in the P95 value of serum CEA level between males and females ( P > 0.05), the P95 value of serum CEA level in males was higher than that in females in all other age groups (all P < 0.001); the P95 values of serum CEA level in both males and females increased with age, but showed a decreasing trend in males over the age of 70. The P95 value of serum NSE level in males was higher than that in females in the age groups of ≤ 40 years and >40-50 years (both P < 0.05), while there was no statistically significant difference in the P95 value of serum NSE level between males and females in other age groups (all P > 0.05). The P95 values of serum NSE level in both males and females decreased firstly and increased later with age, reaching their highest levels at the age of >70. The P95 values of serum ProGRP level in females aged ≤ 40 and >50-60 were higher than those in males (both P < 0.05), while there was no statistically significant difference in the P95 value of serum ProGRP level between genders in other age groups (all P > 0.05); the P95 values of serum ProGRP level in both males and females increased with age. There was no statistically significant difference in the P95 value of serum SCC-Ag level between males and females in the ≤ 40 age group ( P > 0.05), while the P95 value of serum SCC-Ag level in males was higher than that in females in all other age groups (all P < 0.05). The P95 values of serum SCC-Ag level in males increased with age, while they were stable in females. There was no statistically significant difference in the P95 value of serum CYFRA21-1 level between males and females in the >60-70 age group ( P > 0.05), while the P95 value of serum CYFRA21-1 level in males was higher than those in females in all other age groups (all P < 0.05); the P95 values of serum CYFRA21-1 level in both males and females increased with age. Based on data from 2 626 apparently healthy physical examiners, reference intervals for the levels of 5 lung cancer biomarkers were constructed in different age groups of different genders. Validation was conducted on 208 physical examiners and 140 patients with benign lung lesions, and it was found that the compliance rate of using newly created reference intervals for different gender and age groups to interpret detection results was >90%, and the validation was passed. Conclusions:There are gender and age differences in the reference intervals of CEA, CYFRA21-1, NSE, ProGRP, and SCC-Ag in peripheral blood of adults in Beijing and surrounding areas. The constructed reference intervals of gender and age for biomarkers have been validated and shown good results, providing reference for optimizing the clinical application of lung cancer-related biomarkers.
3.Mechanisms of SnRK1 in regulating the stress responses, growth, and development of plants.
Jingmin REN ; Guoqiang WU ; Xinmiao ZHANG ; Ming WEI
Chinese Journal of Biotechnology 2025;41(7):2579-2595
Sucrose non-fermenting 1-related protein kinase 1 (SnRK1) is one of the highly conserved Ca2+ non-dependent serine/threonine protein kinases, playing a crucial role in regulating the stress responses, growth, and development of plants. SnRK1 is a three-subunit complex, and it is involved in responding to the signaling transduction induced by low-energy/low-sugar conditions. SnRK1 responds biotic and abiotic stress conditions (such as salt, drought, low/high temperatures, and diseases) through phosphorylation of key metabolic enzymes and regulatory proteins, regulation of transcription, and interactions with other proteins. Furthermore, SnRK1 is not only involved in hormone signaling pathways mediated by abscisic acid (ABA), jasmonic acid (JA) and salicylic acid (SA), but also regulates plant autophagy by inhibiting the activity of target of rapamycin (TOR). In this review, we summarized the current results of research on the discovery, structure, and classification of plant SnRK1 and its roles in the stress responses, growth, and development of plants. Furthermore, this article proposes the directions of future research. This review provides good genetic resources and a theoretical basis for the genetic improvement and biological breeding for enhancing the stress tolerance of crops.
Stress, Physiological/physiology*
;
Protein Serine-Threonine Kinases/metabolism*
;
Plant Development/genetics*
;
Signal Transduction
;
Gene Expression Regulation, Plant
;
Plant Proteins/physiology*
;
Plants/metabolism*
;
Arabidopsis Proteins/physiology*
;
Plant Growth Regulators/metabolism*
4.Direction and clinical practice of traditional Chinese medicine in the prevention and treatment of cancer
Xinyi MA ; Bowen XU ; Jie LI ; Ying ZHANG ; Luchang CAO ; Yuansha GE ; Guanghui ZHU ; Xiaoyu ZHU ; Jingyuan WU ; Xinmiao WANG
Chinese Journal of Oncology 2025;47(2):121-128
Cancer is a major chronic disease that threatens human health, while traditional Chinese medicine (TCM) is a unique method for cancer prevention and treatment in China. After about 70 years of innovation and development, TCM has made constant progress in areas such as the clinical diagnosis, treatment, evidence-based researches, and mechanism exploration of cancer. It has special advantages in aspects such as reducing toxicity, enhancing treatment efficacy, managing symptoms, accelerating recovery, preventing recurrence and metastasis, and prolonging advanced-stage survival. However, there are still bottlenecks for TCM in cancer care. This paper cuts in the key links between TCM and western medicine in their combined application in cancer prevention and treatment, and take the original TCM theories on cancer as the lead, high-quality evidence-based researches as the drive, and analysis on the dynamic mechanism as the core, to show the advantages and effects of TCM in cancer treatment in an all-round way. It also aims to provide novel strategies for sustainable and innovative development and for formulation of comprehensive schemes that integrate TCM and western medicine for cancer prevention and treatment.
5.Pangenome analysis on plasmids carried by hypervirulent Klebsiella pneumoniae
Xinmiao WU ; Zhenpeng LI ; Jia HUANG ; Yuhao WANG ; Xin LU ; Biao KAN ; Junling ZHAO
Chinese Journal of Epidemiology 2025;46(3):506-513
Objective:To analyze the pangenome, pan drug resistance genes, pan virulence genes, pan replicons, and others of the plasmids carried by hypervirulent Klebsiella pneumoniae (hvKP) in the world and their evolutionary trends over time, and provide evidence for more comprehensive understanding of the evolution of genetic diversity, drug resistance genes, and virulence genes of the plasmids. Methods:From the National Center for Biotechnology Information database, a total 1 738 plasmids were screened from 524 strains with completed genome sequences in 2 136 strains of hvKP carrying plasmids. Through pangenome, pan drug resistance gene, and pan-virulence gene composition and functional analyses, the curves of pangenome size and new gene size against plasmid isolation time were established, revealing the diversity of the plasmid pangenome and its evolutionary patterns.Results:The homologous genes, homologous drug resistance genes, homologous virulence genes, and replicons of the plasmids carried by hvKP comprised of 12 906, 149, 107 and 89 types, respectively. The fitting curves for the number of new genes, new drug resistance genes and new replicons increased with the increase of plasmids in an open state, while the curve for novel virulence genes was in a closed state. A obvious increase in new drug resistance genes was observed during 2018-2019. Among the newly added drug resistance genes during 2021-2023, beside those conferring aminoglycoside resistance, they were mainly new subtypes conferring carbapenem resistance.Conclusions:The pangenome of plasmids carried by hvKP exhibited high diversity, with the plasmid pan genes, pan drug resistance genes, and pan replicon types gradually expanding, while the pan virulence genes remains stable. The increase in novel drug resistance genes in specific years and the emergence of new carbapenem-resistant gene subtypes during 2021-2023 suggested the need for strengthened drug resistance surveillance and prevention efforts, with particular attention to carbapenem resistance.
6.Levels of peripheral blood lung cancer biomarkers in apparently healthy individuals in Beijing and surrounding areas and establishment and validation of reference intervals
Xinmiao LIU ; Ping SUN ; Mingyang HE ; Yan KANG ; Xiaoying LOU ; Yue WU ; Yulin SUN ; Hongjun GAO
Cancer Research and Clinic 2025;37(6):412-421
Objective:To explore the features of levels of lung cancer biomarkers in peripheral blood of adults in Beijing and surrounding areas, and establish personalized reference intervals for these biomarkers.Methods:A cross sectional study was conducted. The lung cancer biomarker data, including carcinoembryonic antigen (CEA), cytokeratin 19 fragment antigen 21-1 (CYFRA21-1), neuron specific enolase (NSE), progastrin-releasing peptide (ProGRP), and squamous cell carcinoma antigen (SCC-Ag), collected from adults who underwent cancer prevention examinations at the Cancer Hospital of the Chinese Academy of Medical Sciences from July 2021 to July 2022 were retrospectively analyzed. The interquartile range method was used to eliminate outliers, and the P95 value was calculated. Upper limit of 5 lung cancer biomarkers in different gender and age groups were obtained by referring to the reference intervals of quantitative analytes in the clinical laboratory (WS/T 402-2024). By analyzing the data of 208 adults who underwent cancer prevention physical examinations at the same center in June 2021 and 140 patients with benign lung masses confirmed by surgical resection pathology from January 2016 to June 2022, the established reference intervals for biomarkers were validated. Results:Two thousand six hundred and twenty-six cases of apparently healthy physical examiners were included for constructing reference intervals, including 1 456 males (55.4%) and 1 170 females (44.6%); the age range was 20-88 years old. The serum levels [ M ( Q1, Q3)] of CEA, NSE, ProGRP, SCC-Ag and CYFRA21-1 in 2 626 cases were 1.63 (1.07, 2.43) ng/ml, 13.08 (11.44, 14.77) ng/ml, 34.93 (29.02, 42.19) pg/ml, 0.80 (0.60, 1.00) ng/ml and 1.96 (1.48, 2.63) ng/ml, respectively. The serum levels of CEA [1.88 (1.22, 2.76) ng/ml vs. 1.41 (0.93, 2.02) ng/ml], NSE [13.31 (11.87, 15.00) ng/ml vs. 12.69 (10.96, 14.53) ng/ml], SCC-Ag [0.9 (0.7, 1.1) ng/ml vs. 0.7 (0.6, 0.9) ng/ml], and CYFRA21-1 [2.02 (1.53, 2.71) ng/ml vs. 1.87 (1.40, 2.51) ng/ml] in males were higher than those in females, and ProGRP [34.00 (28.25, 41.55) pg/ml vs. 36.12 (29.97, 42.98) pg/ml] was lower than that in females, and the differences were statistically significant (all P < 0.001). There were statistically significant differences in serum CEA levels between the groups of ≤ 40 years old (458 cases), >40-50 years old (827 cases), >50-60 years old (783 cases), >60-70 years old (412 cases), and >70 years old (146 cases) in pairwise comparison (all P < 0.05). Except for the age groups of ≤ 40 years old and >40-50 years old and the age groups of >60-70 years old and >70 years old, there were statistically significant differences in serum NSE levels among the other age groups in pairwise comparison (all P < 0.05). There were statistically significant differences in serum ProGRP levels between the 5 age groups (all P < 0.05). There were statistically significant differences when comparing the serum SCC-Ag level in the >40-50 age group, >50-60 age group and >60-70 age group with that in the ≤40 age group and >70 age group, respectively (all P < 0.05). However, there was no statistically significant difference between the other age groups in pairwise comparison (all P > 0.05). There were statistically significant differences in serum CYFRA21-1 levels between the 5 age groups (all P < 0.05). When gender and age were not distinguished, the P95 values of serum CEA, NSE, ProGRP, SCC-Ag and CYFRA21-1 levels were 4.44 ng/ml, 16.61 ng/ml, 57.65 pg/ml, 1.50 ng/ml, and 4.21 ng/ml, respectively. Considering gender and age, except for the >70 age group with no statistically significant difference in the P95 value of serum CEA level between males and females ( P > 0.05), the P95 value of serum CEA level in males was higher than that in females in all other age groups (all P < 0.001); the P95 values of serum CEA level in both males and females increased with age, but showed a decreasing trend in males over the age of 70. The P95 value of serum NSE level in males was higher than that in females in the age groups of ≤ 40 years and >40-50 years (both P < 0.05), while there was no statistically significant difference in the P95 value of serum NSE level between males and females in other age groups (all P > 0.05). The P95 values of serum NSE level in both males and females decreased firstly and increased later with age, reaching their highest levels at the age of >70. The P95 values of serum ProGRP level in females aged ≤ 40 and >50-60 were higher than those in males (both P < 0.05), while there was no statistically significant difference in the P95 value of serum ProGRP level between genders in other age groups (all P > 0.05); the P95 values of serum ProGRP level in both males and females increased with age. There was no statistically significant difference in the P95 value of serum SCC-Ag level between males and females in the ≤ 40 age group ( P > 0.05), while the P95 value of serum SCC-Ag level in males was higher than that in females in all other age groups (all P < 0.05). The P95 values of serum SCC-Ag level in males increased with age, while they were stable in females. There was no statistically significant difference in the P95 value of serum CYFRA21-1 level between males and females in the >60-70 age group ( P > 0.05), while the P95 value of serum CYFRA21-1 level in males was higher than those in females in all other age groups (all P < 0.05); the P95 values of serum CYFRA21-1 level in both males and females increased with age. Based on data from 2 626 apparently healthy physical examiners, reference intervals for the levels of 5 lung cancer biomarkers were constructed in different age groups of different genders. Validation was conducted on 208 physical examiners and 140 patients with benign lung lesions, and it was found that the compliance rate of using newly created reference intervals for different gender and age groups to interpret detection results was >90%, and the validation was passed. Conclusions:There are gender and age differences in the reference intervals of CEA, CYFRA21-1, NSE, ProGRP, and SCC-Ag in peripheral blood of adults in Beijing and surrounding areas. The constructed reference intervals of gender and age for biomarkers have been validated and shown good results, providing reference for optimizing the clinical application of lung cancer-related biomarkers.
7.Direction and clinical practice of traditional Chinese medicine in the prevention and treatment of cancer
Xinyi MA ; Bowen XU ; Jie LI ; Ying ZHANG ; Luchang CAO ; Yuansha GE ; Guanghui ZHU ; Xiaoyu ZHU ; Jingyuan WU ; Xinmiao WANG
Chinese Journal of Oncology 2025;47(2):121-128
Cancer is a major chronic disease that threatens human health, while traditional Chinese medicine (TCM) is a unique method for cancer prevention and treatment in China. After about 70 years of innovation and development, TCM has made constant progress in areas such as the clinical diagnosis, treatment, evidence-based researches, and mechanism exploration of cancer. It has special advantages in aspects such as reducing toxicity, enhancing treatment efficacy, managing symptoms, accelerating recovery, preventing recurrence and metastasis, and prolonging advanced-stage survival. However, there are still bottlenecks for TCM in cancer care. This paper cuts in the key links between TCM and western medicine in their combined application in cancer prevention and treatment, and take the original TCM theories on cancer as the lead, high-quality evidence-based researches as the drive, and analysis on the dynamic mechanism as the core, to show the advantages and effects of TCM in cancer treatment in an all-round way. It also aims to provide novel strategies for sustainable and innovative development and for formulation of comprehensive schemes that integrate TCM and western medicine for cancer prevention and treatment.
8.Contrast-enhanced CT radiomics combined with clinical and hematology indicators for diagnosing lymph node metastasis of esophageal squamous cell carcinoma
Xinmiao YANG ; Changhua LIANG ; Qingxia WU ; Ben PAN ; Hanyu WEI ; Siyu ZHEN ; Ziqing YANG ; Huihui WANG
Chinese Journal of Medical Imaging Technology 2024;40(11):1682-1687
Objective To observe the value of contrast-enhanced CT radiomics combined with clinical and hematology indicators for predicting lymph node(LN)metastasis(LNM)of esophageal squamous cell carcinoma(ESCC).Methods Totally 218 ESCC patients were retrospectively enrolled.Stage pN1 and pN2 were clustering as LNM(n=90),while stage pN0 were taken as non-LNM(n=128).The patients were divided into training set(n=174)and test set(n=44)at the ratio of 8∶2.In training set,clinical and LN imaging features which could be used to independently judge LNM were screened and a clinical-imaging model was constructed.The hematological indicators that might be associated with ESCC LNM were screened,and a hematological model was constructed.Radiomics features in LN ROI and ESCC volume of interest(VOI)were extracted based on venous-phase contrast-enhanced CT images,and those might be associated with LNM were screened,and a radiomics model was constructed.Finally a combined model was constructed based on all the above features.The efficacy of each model for diagnosing LNM was evaluated with the area under the curve(AUC)of receiver operating characteristic curves,and the clinical net benefit was evaluated using decision curve analysis(DCA).Results Body mass index(BMI)and internal necrosis of target LN were both independent judging factors for ESCC LNM(both P<0.05),and AUC of clinical-imaging model for diagnosing LNM in training and test sets was 0.747 and 0.687,respectively.Seven hematological indicators were included in hematological model,and AUC in training and test sets was 0.623 and 0.583,respectively.Ten LN radiomics features and 15 ESCC radiomics features were included in radiomics model,and AUC in training and test sets was 0.769 and 0.745,respectively.AUC of the combined model for diagnosing LNM in training and test sets was 0.822 and 0.739,respectively,better than other models in training set(all P<0.05),but no significantly different in test set(all P>0.05).DCA showed that combined model had higher net gain than the other models in 0.55-0.80 threshold probability interval.Conclusion Combined model based on venous-phase contrast-enhanced CT radiomics and clinical and hematology indicators could relatively effectively evaluate ESCC LNM,which might bring some promotions in clinical benefit.
9.Discuss the Preventive and Treatment for Immune-Related Adverse Events of Malignant Tumors Based on Simultaneous Treatment of Qi and Fire
Jingyuan WU ; Xiaoyu ZHU ; Xinmiao WANG ; Jie LI
Journal of Traditional Chinese Medicine 2024;65(16):1667-1672
Immune checkpoint inhibitors (ICIs) can activate anti-tumour-related immunity in the treatment of malignant tumours, but at the same time, they can also cause non-specific immune activation, leading to the occurrence of immune-related adverse reactions (irAEs). It is believed that under physiological conditions, ICIs can be classified as tonic agents in traditional Chinese medicine, exerting the effect of warming yang and benefiting qi, but when the immune response become over-excited, ICIs evolve into pathogen of exuberant fire, which is destructive to the body. Combining the different periods of immunotherapy and the degree of symptoms, irAEs are divided into two phases: symptom onset phase (exuberant fire consuming qi and essence) and intermittent phase (latent fire dispersing healthy qi in critical condition), in which yang movement is excess fire leading to toxicity of the skin and oral mucous membranes, qi constraint transforming into fire leading to toxicity of gastrointestinal tract, qi block generating fire leading to cardiotoxicity, and qi and yin deficiencies leading to fire manifesting as ICIs-related diabetes. The general principle of “simultaneous treatment of qi and fire” is proposed to guide the treatment of irAEs. During the onset phase, draining fire, directing qi downward, and dispelling drug toxicity are used to remove excess fire; raising yang, dispersing fire, and dispelling drug toxicity are used to disperse fire constraint; promoting the flow of yang and qi and dispelling drug toxicity are used to close fire and smoothen the flow; cultivating qi, clearing fire, and dispelling drug toxicity are used to disperse the deficiency fire, so as to achieve the goal of clearing exuberant fire, eliminating drug toxicity, and alleviating acute symptoms. During the intermittent phase, the aim is to generate fire slightly to warm yang qi, block latent fire, and prevent recurrence, and ultimately restore the balance of qi and yang in human physiology to prevent and treat irAEs and improve the quality of life of patients.
10.Intratumoral and peritumoral CT radiomics for evaluating KRAS gene status in patients with colorectal adenocarcinoma
Ben PAN ; Changhua LIANG ; Qingxia WU ; Xinmiao YANG ; Huihui WANG ; Hanyu WEI
Chinese Journal of Interventional Imaging and Therapy 2024;21(11):685-689
Objective To observe the value of intratumoral and peritumoral CT radiomics for evaluating KRAS gene status in patients with colorectal adenocarcinoma.Methods Totally 245 patients with colorectal adenocarcinoma were retrospectively enrolled and divided into mutant group(n=139)and wild group(n=106)according to KRAS gene status,also divided into training set(n=171)and test set(n=74)at a ratio of 7∶3.Clinical data were compared between groups,and clinical factors were screened with logistic regression analysis to establish a clinical model.Based on enhanced venous phase CT images,intratumoral volume of interest(VOI),peritumoral VOI,and intratumoral+peritumoral VOI were delineated,radiomics features were extracted,and radiomics models were constructed.The combination model was constructed based on the best radiomics model combined with clinical factors.The value of each model for evaluating KRAS gene status in patients with colorectal adenocarcinoma was analyzed.Results Significant differences of patients’gender and carcinoembryonic antigen(CEA)were found between mutant group and wild group(both P<0.05),which were independent impact factors of KRAS gene status in patients with colorectal adenocarcinoma(both P<0.05).The area under the curve(AUC)of clinical model for evaluating KRAS gene status in patients with colorectal adenocarcinoma in training set and test set was 0.633 and 0.658,respectively.Intratumoral+peritumoral 3 mm model was the best radiomics model,with AUC of 0.921 and 0.894 in training set and test set,respectively.AUC of the combination model in training set and test set was 0.949 and 0.956,respectively.In training set,significant differences of AUC were found between clinical model and intratumoral+peritumoral 3 mm model,also between clinical model and combination model(both P<0.001),while in test set,significant differences of AUC were found between each two models(all P<0.05).Conclusion Intratumoral+peritumoral 3 mm radiomics based on enhanced venous phase CT could help to evaluate KRAS gene status in patients with colorectal adenocarcinoma.Combining with patients’gender and CEA could further improve efficacy of this model.

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