1.Strategic Optimization of CHO Cell Expression Platforms for Biopharmaceutical Manufacturing
Rui-Ming ZHANG ; Meng-Lin LI ; Hong-Wei ZHU ; Xing-Xiao ZHANG
Progress in Biochemistry and Biophysics 2026;53(2):327-341
Chinese hamster ovary (CHO) cells are the most established and versatile mammalian expression system for the large-scale production of recombinant therapeutic proteins, owing to their genetic stability, adaptability to serum-free suspension culture, and ability to perform human-like post-translational modifications. More than 70% of biologics approved by the U.S. Food and Drug Administration rely on CHO-based production platforms, underscoring their central role in modern biopharmaceutical manufacturing. Despite these advantages, CHO systems continue to face three persistent bottlenecks that limit their potential for high-yield, reproducible, and cost-efficient production: excessive metabolic burden during high-density culture, heterogeneity of glycosylation patterns, and progressive loss of long-term expression stability. This review provides an integrated analysis of recent advances addressing these challenges and proposes a forward-looking framework for constructing intelligent and sustainable CHO cell factories. In terms of metabolic regulation, excessive lactate and ammonia accumulation disrupts energy balance and reduces recombinant protein synthesis efficiency. Optimization of culture parameters such as temperature, pH, dissolved oxygen, osmolarity, and glucose feeding can effectively alleviate metabolic stress, while supplementation with modulators including sodium butyrate, baicalein, and S-adenosylmethionine promotes specific productivity (qP) by modulating apoptosis and chromatin structure. Furthermore, genetic engineering strategies—such as overexpression of MPC1/2, HSP27, and SIRT6 or knockout of Bax, Apaf1, and IGF-1R—have demonstrated significant improvements in cell viability and product yield. The combination of multi-omics metabolic modeling with artificial intelligence (AI)-based prediction offers new opportunities for building self-regulating CHO systems capable of dynamic adaptation to environmental stress. Regarding glycosylation uniformity, which determines therapeutic efficacy and immunogenicity, gene editing-based glycoengineering (e.g., FUT8 knockdown or ST6Gal1 overexpression) has enabled the humanization of CHO glycan profiles, minimizing non-human sugar residues and enhancing drug stability. Process-level strategies such as galactose or manganese co-feeding and fine control of temperature or osmolarity further allow rational regulation of glycosyltransferase activity. Additionally, in vitro chemoenzymatic remodeling provides a complementary route to construct human-type glycans with defined structures, though industrial applications remain constrained by cost and scalability. The integration of model-driven process design and AI feedback control is expected to enable real-time prediction and correction of glycosylation deviations, ensuring batch-to-batch consistency in continuous biomanufacturing. Long-term expression stability, another critical challenge, is often impaired by promoter silencing, chromatin condensation, and random genomic integration. Molecular optimization—such as the use of improved promoters (CMV, EF-1α, or CHO endogenous promoters), Kozak and signal peptide refinement, and incorporation of chromatin-opening elements (UCOE, MAR, STAR)—helps maintain durable transcriptional activity, while site-specific integration systems including Cre/loxP, Flp/FRT, φC31, and CRISPR/Cas9 can enable single-copy, position-independent gene insertion at genomic safe-harbor loci, ensuring stable, predictable expression. Collectively, this review highlights a paradigm shift in CHO system optimization driven by the convergence of genome editing, synthetic biology, and artificial intelligence. The transition from empirical optimization to rational, data-driven design will facilitate the development of programmable CHO platforms capable of autonomous regulation of metabolic flux, glycosylation fidelity, and transcriptional activity. Such intelligent cell factories are expected to accelerate the transformation from laboratory-scale research to industrial-scale, high-consistency, and economically sustainable biopharmaceutical manufacturing, thereby supporting the next generation of efficient and customizable biologics manufacturing.
2.Strategic Optimization of CHO Cell Expression Platforms for Biopharmaceutical Manufacturing
Rui-Ming ZHANG ; Meng-Lin LI ; Hong-Wei ZHU ; Xing-Xiao ZHANG
Progress in Biochemistry and Biophysics 2026;53(2):327-341
Chinese hamster ovary (CHO) cells are the most established and versatile mammalian expression system for the large-scale production of recombinant therapeutic proteins, owing to their genetic stability, adaptability to serum-free suspension culture, and ability to perform human-like post-translational modifications. More than 70% of biologics approved by the U.S. Food and Drug Administration rely on CHO-based production platforms, underscoring their central role in modern biopharmaceutical manufacturing. Despite these advantages, CHO systems continue to face three persistent bottlenecks that limit their potential for high-yield, reproducible, and cost-efficient production: excessive metabolic burden during high-density culture, heterogeneity of glycosylation patterns, and progressive loss of long-term expression stability. This review provides an integrated analysis of recent advances addressing these challenges and proposes a forward-looking framework for constructing intelligent and sustainable CHO cell factories. In terms of metabolic regulation, excessive lactate and ammonia accumulation disrupts energy balance and reduces recombinant protein synthesis efficiency. Optimization of culture parameters such as temperature, pH, dissolved oxygen, osmolarity, and glucose feeding can effectively alleviate metabolic stress, while supplementation with modulators including sodium butyrate, baicalein, and S-adenosylmethionine promotes specific productivity (qP) by modulating apoptosis and chromatin structure. Furthermore, genetic engineering strategies—such as overexpression of MPC1/2, HSP27, and SIRT6 or knockout of Bax, Apaf1, and IGF-1R—have demonstrated significant improvements in cell viability and product yield. The combination of multi-omics metabolic modeling with artificial intelligence (AI)-based prediction offers new opportunities for building self-regulating CHO systems capable of dynamic adaptation to environmental stress. Regarding glycosylation uniformity, which determines therapeutic efficacy and immunogenicity, gene editing-based glycoengineering (e.g., FUT8 knockdown or ST6Gal1 overexpression) has enabled the humanization of CHO glycan profiles, minimizing non-human sugar residues and enhancing drug stability. Process-level strategies such as galactose or manganese co-feeding and fine control of temperature or osmolarity further allow rational regulation of glycosyltransferase activity. Additionally, in vitro chemoenzymatic remodeling provides a complementary route to construct human-type glycans with defined structures, though industrial applications remain constrained by cost and scalability. The integration of model-driven process design and AI feedback control is expected to enable real-time prediction and correction of glycosylation deviations, ensuring batch-to-batch consistency in continuous biomanufacturing. Long-term expression stability, another critical challenge, is often impaired by promoter silencing, chromatin condensation, and random genomic integration. Molecular optimization—such as the use of improved promoters (CMV, EF-1α, or CHO endogenous promoters), Kozak and signal peptide refinement, and incorporation of chromatin-opening elements (UCOE, MAR, STAR)—helps maintain durable transcriptional activity, while site-specific integration systems including Cre/loxP, Flp/FRT, φC31, and CRISPR/Cas9 can enable single-copy, position-independent gene insertion at genomic safe-harbor loci, ensuring stable, predictable expression. Collectively, this review highlights a paradigm shift in CHO system optimization driven by the convergence of genome editing, synthetic biology, and artificial intelligence. The transition from empirical optimization to rational, data-driven design will facilitate the development of programmable CHO platforms capable of autonomous regulation of metabolic flux, glycosylation fidelity, and transcriptional activity. Such intelligent cell factories are expected to accelerate the transformation from laboratory-scale research to industrial-scale, high-consistency, and economically sustainable biopharmaceutical manufacturing, thereby supporting the next generation of efficient and customizable biologics manufacturing.
3.Conflicts Between the Application of Artificial Intelligence and the Inheritance of Traditional Chinese Medicine Academic Thought and the Corresponding Strategies
Jinxiao LIANG ; Rui LI ; Ruixia ZHAO ; Hongyan CUI ; Xing YANG ; Xuehan WANG ; Rui REN ; Zhongqi JIANG ; Mingyi SHAO
Journal of Traditional Chinese Medicine 2026;67(19):2037-2041
Under the current upsurge of cross-disciplinary research between artificial intelligence (AI) and traditional Chinese medicine (TCM), the inheritance of academic thought in TCM is confronted with the deep-seated predicament of cognitive paradigm dislocation. The existing AI model is based on the classical reasoning mode of formal logic and statistical probability, which is difficult to adapt to the nonlinear and holistic cognitive logic of TCM with image-based thinking and syndrome-differentiated treatment as the core, resulting in systematic misreading and loss of the core essence in digital inheritance. Based on this, this paper proposes to construct a new cognitive model oriented towards the context of TCM. Its essence is not to have AI imitate the thinking of TCM, but to establish an auxiliary understanding framework based on semantic mapping and relational reasoning. It is advocated that the role of AI should be reconstructed from a knowledge substitute to a clinical interactor, and its application boundary in the inheritance of TCM wisdom should be clarified. By establishing the theoretical framework and practical path of human-computer collaboration, this paper aims to provide a scientific basis for realizing the deep integration of AI technology and the academic thought in TCM.
4.Conflicts Between the Application of Artificial Intelligence and the Inheritance of Traditional Chinese Medicine Academic Thought and the Corresponding Strategies
Jinxiao LIANG ; Rui LI ; Ruixia ZHAO ; Hongyan CUI ; Xing YANG ; Xuehan WANG ; Rui REN ; Zhongqi JIANG ; Mingyi SHAO
Journal of Traditional Chinese Medicine 2026;67(19):2037-2041
Under the current upsurge of cross-disciplinary research between artificial intelligence (AI) and traditional Chinese medicine (TCM), the inheritance of academic thought in TCM is confronted with the deep-seated predicament of cognitive paradigm dislocation. The existing AI model is based on the classical reasoning mode of formal logic and statistical probability, which is difficult to adapt to the nonlinear and holistic cognitive logic of TCM with image-based thinking and syndrome-differentiated treatment as the core, resulting in systematic misreading and loss of the core essence in digital inheritance. Based on this, this paper proposes to construct a new cognitive model oriented towards the context of TCM. Its essence is not to have AI imitate the thinking of TCM, but to establish an auxiliary understanding framework based on semantic mapping and relational reasoning. It is advocated that the role of AI should be reconstructed from a knowledge substitute to a clinical interactor, and its application boundary in the inheritance of TCM wisdom should be clarified. By establishing the theoretical framework and practical path of human-computer collaboration, this paper aims to provide a scientific basis for realizing the deep integration of AI technology and the academic thought in TCM.
5.Traditional Chinese Medicine Prevents and Treats Ulcerative Colitis via TLR4/NF-κB Signaling Pathway: A Review
Xi CUI ; Wenke DU ; Xing SHEN ; Cuicui LIU ; Rui ZHAI ; Hanghang LI ; Shuxun SHI
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(21):284-294
Ulcerative colitis (UC) is a chronic inflammatory bowel disease primarily affecting the colon and rectum. With a rising incidence, UC has aroused an increasingly serious public health concern. The etiology and pathogenesis of UC are complex, involving genetic susceptibility, intestinal barrier dysfunction, immune dysregulation, and environmental factors such as diet, smoking, and infection. Current UC therapies face limitations including persistent drug resistance, multiple side effects, and compromised immune function, necessitating the exploration of novel intervention strategies. In recent years, with the continuous advancement of research into UC mechanisms, the Toll-like receptor 4 (TLR4)/nuclear factor-κB (NF-κB) signaling pathway has been revealved as one of the classical pathways involved in inflammation. Being crucial for maintaining intestinal homeostasis, this pathway regulates inflammatory and immune responses by controlling gene transcription, thereby playing a significant role in the occurrence and progression of UC. However, systematic summarization within this field remains lacking. Traditional Chinese medicine (TCM) possesses unique advantages through its multi-target, multi-pathway, and multi-mechanism approaches, being capable of curbing the pathological progression of UC by targeting key molecules in the TLR4/NF-κB signaling pathway. This paper systematically summarizes the mechanisms by which TLR4/NF-κB-related pathways regulate UC, primarily encompassing inflammatory responses, oxidative stress, immune balance, and gut microbiota. It reviews single herbs (e.g., Rosa roxburghii root and Saposhnikoviae Radix), active components (e.g., resveratrol, Tripterygium glycosides, and gypenosides), herbal extracts (e.g., Zingiberis Rhizoma extract and Taraxaci Herba extract), and compound formulas for clearing heat and removing dampness, invigorating the spleen and warming the kidneys, clearing heat and detoxifying, harmonizing the liver and spleen, and treating cold and heat in complexity (e.g., Huaihua Powder, Shenling Baizhu Powder, and Jiedu Huayu Formula). The aim is to fully leverage the advantages of TCM in UC treatment and provide novel insights for clinical and pharmacological research on UC.
6.Traditional Chinese Medicine Prevents and Treats Ulcerative Colitis via TLR4/NF-κB Signaling Pathway: A Review
Xi CUI ; Wenke DU ; Xing SHEN ; Cuicui LIU ; Rui ZHAI ; Hanghang LI ; Shuxun SHI
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(21):284-294
Ulcerative colitis (UC) is a chronic inflammatory bowel disease primarily affecting the colon and rectum. With a rising incidence, UC has aroused an increasingly serious public health concern. The etiology and pathogenesis of UC are complex, involving genetic susceptibility, intestinal barrier dysfunction, immune dysregulation, and environmental factors such as diet, smoking, and infection. Current UC therapies face limitations including persistent drug resistance, multiple side effects, and compromised immune function, necessitating the exploration of novel intervention strategies. In recent years, with the continuous advancement of research into UC mechanisms, the Toll-like receptor 4 (TLR4)/nuclear factor-κB (NF-κB) signaling pathway has been revealved as one of the classical pathways involved in inflammation. Being crucial for maintaining intestinal homeostasis, this pathway regulates inflammatory and immune responses by controlling gene transcription, thereby playing a significant role in the occurrence and progression of UC. However, systematic summarization within this field remains lacking. Traditional Chinese medicine (TCM) possesses unique advantages through its multi-target, multi-pathway, and multi-mechanism approaches, being capable of curbing the pathological progression of UC by targeting key molecules in the TLR4/NF-κB signaling pathway. This paper systematically summarizes the mechanisms by which TLR4/NF-κB-related pathways regulate UC, primarily encompassing inflammatory responses, oxidative stress, immune balance, and gut microbiota. It reviews single herbs (e.g., Rosa roxburghii root and Saposhnikoviae Radix), active components (e.g., resveratrol, Tripterygium glycosides, and gypenosides), herbal extracts (e.g., Zingiberis Rhizoma extract and Taraxaci Herba extract), and compound formulas for clearing heat and removing dampness, invigorating the spleen and warming the kidneys, clearing heat and detoxifying, harmonizing the liver and spleen, and treating cold and heat in complexity (e.g., Huaihua Powder, Shenling Baizhu Powder, and Jiedu Huayu Formula). The aim is to fully leverage the advantages of TCM in UC treatment and provide novel insights for clinical and pharmacological research on UC.
7.Repair effects of tauroursodeoxycholic acid in combination use with bone marrow mesenchymal stem cells transplantation on a rat model of spinal cord injury
Ya-qian WEN ; Chao-lun LIANG ; Kun-rui ZHENG ; Dian-weng XIE ; Hai-mei YANG ; Meng-di ZOU ; Da GUO ; Xing LI
Chinese Traditional Patent Medicine 2025;47(1):66-72
AIM To investigate the repair effects of tauroursodeoxycholic acid(TUDCA)combined with bone marrow mesenchymal stem cells(BMSCs)transplantation on spinal cord injury(SCI)in rats.METHODS The rats were randomly divided into the sham operation group,the model group,the TUDCA group,the BMSCs transplantation group and the combination therapy of TUDCA and BMSCs transplantation group,with the SCI rat model established by Allen's method.The next day after modeling,the rats of TUDCA and combination therapy groups were given 200 mg/kg TUDCA by gavage.On the 3rd day after modeling,rats in BMSCs transplantation group and combination therapy group were injected with 1 mL tuned bone marrow BMSCs(the 3rd generation,1× 106/mL)via tail vein.Rats in the sham operation group and the model group were given gastric perfusion of normal saline and injection of 1 mL PBS through tail vein.On the 3rd,7th and 14th day after modeling,the rats had their motor function of hind limbs observed and BBB score determined.After the corresponding drug administration,the rats had their movement track of hind limbs recorded by footprint experiment;their the protein expressions of IL-6,IL-10,Arg-1,PI3K and Akt in spinal cord tissue detected by Western blot;their pathological changes of spinal cord tissue observed by HE staining and Nissl staining;and their expressions of MAP2,GAP43 and GFAP detected by immunofluorescence staining.RESULTS Compared with the model group,the groups intervened with TUDCA,or BMSCs transplantation,or combination therapy shared improved hind limb function and spinal cord histomorphology(P<0.05);increased fluorescence intensity of MAP2 and GAP43,and protein expressions of IL-10,Arg-1,p-PI3K and p-Akt(P<0.05);decreased fluorescence intensity of GFAP and IL-6 protein expressions(P<0.05);among which the combination therapy group took the lead(P<0.05).CONCLUSION The combination therapy of TUDCA and BMSCs transplantation may restore the function of the rat model of SCI by reducing inflammatory reaction,alleviating secondary injury,and promoting axon and myelin regeneration via PI3K/Akt signaling pathway.
8.Effects of esculin combined with bone marrow mesenchymal stem cell transplantation on the repair of spinal cord injury in rats
Wei-ming YANG ; Chao-lun LIANG ; Ling CHEN ; Jin-jin LI ; Si-lu LIU ; Kun-rui ZHENG ; Dian-weng XIE ; Xing LI
Chinese Traditional Patent Medicine 2025;47(5):1486-1493
AIM To investigate the promotional effects of esculin combined with bone marrow mesenchymal stem cells(BM-MSCs)transplantation on the repair of spinal cord injury(SCI)in rats.METHODS The rats were randomly divided into the sham operation group,the model group,the esculin group for gavage of 20 mg/kg esculin,the BM-MSCs group for tail vein injection of 1 mL of 1×106/mL BM-MSCs,and the combinaiton treatment group.The SCI rat model was established using Allen's method,followed by the 14 days consecutive corresponding drug administration starting from the 2nd day after modeling.On days 3,7 and 14 of drug administration,the rats had their hind limbs motor function evaluated by the BBB scoring;and their footprint experiment conducted on the 14th day after modeling.After 14 days of administration,the rats had their morphological changes of spinal cord tissue observed with HE staining and Nissl staining;their activities of SOD and GSH,and level of MDA in spinal cord tissue detected by kits;their expressions of MAP2,GAP43 and GFAP in spinal cord tissue detected by immunofluorescence;and their expressions of NQO-1,Nrf-2,Bcl-2 and Bax proteins in spinal cord tissue detected by Western blot.RESULTS Compared with the model group,the groups interved with esculin,or BM-MSCs,or the combination treatment showed improvements in hind limb function and spinal cord tissue morphology(P<0.05);decreased MDA levels(P<0.05);increased SOD and GSH activities(P<0.05);increased MAP2 and GAP43 fluorescence intensity(P<0.05);decreased GFAP fluorescence intensity(P<0.05);increased NQO-1,Nrf-2 and Bcl-2 protein expressions(P<0.05);and decreased Bax protein expression(P<0.05).And the combination treatment group was observed with an even better effects(P<0.05).CONCLUSION The combination of esculin and BM-MSCs transplantation can effectively improve the spinal cord tissue damage and hind limb function in SCI rats.This effect may be achieved by activating the Nrf-2/NQO-1 signaling pathway to inhibit oxidative stress response,thereby reducing neuronal apoptosis,blocking glial scar formation,and promoting stem cell differentiation to rebuild neurons.
9.Relationship between triglyceride-glucose index and acute ischemic stroke with anterior circulation large vessel occlusion
Ruyue LIN ; Jianqiang FAN ; Lijun WANG ; Xiaoxi ZHANG ; Hongjian SHEN ; Pengfei XING ; Lei ZHANG ; Zifu LI ; Yongwei ZHANG ; Pengfei YANG ; Jianmin LIU ; Rui ZHAO
Academic Journal of Naval Medical University 2025;46(4):435-441
Objective To explore the relationship between triglyceride-glucose index(TyG)and acute ischemic stroke with large vessel occlusion(AIS-LVO)of anterior circulation.Methods A retrospective study was conducted on patients with anterior circulation AIS-LVO who underwent emergency endovascular thrombectomy at Neurovascular Center of The First Affiliated Hospital of Naval Medical University from Jan.2018 to Dec.2019.According to modified Rankin scale(mRS)score 90 d after operation,the patients were assigned to favorable outcome group(mRS score 0-2)or unfavorable outcome group(mRS score 3-6),and the TyG was compared.According to the median of TyG,the patients were assigned to low-TyG group(TyG<8.57)or high-TyG group(TyG ≥8.57),and the clinical data,laboratory indexes,and imaging characteristics were compared.Receiver operating characteristic curve was used to evaluate the predictive value of TyG for poor prognosis.Results A total of 135 patients were enrolled,with 72 in the favorable outcome group and 63 in the unfavorable outcome group.The TyG of the unfavorable outcome group was significantly higher than that of the favorable outcome group(8.82+0.63 vs 8.43+0.60,P<0.001).There were 67 patients in the low-TyG group and 68 in the high-TyG group.Compared with the low-TyG group,the proportion of patients with hyperlipidemia history(P=0.003),systolic blood pressure at admission(P=0.018),fasting blood glucose level(P<0.001),and triglyceride level(P<0.001)were significantly higher in the high-TyG group,the infarct core volume was significantly larger(P=0.025),the high density lipoprotein-cholesterol level was significantly lower(P=0.013),and the mRS score 90 d after operation was significantly higher(3[1,5]vs 1[0,5],P=0.049).The TyG had certain predictive value for poor prognosis in anterior circulation AIS-LVO patients(area under curve value=0.662,95%confidence interval 0.571-0.753).Conclusion TyG is elevated in anterior circulation AIS-LVO patients with poor prognosis,and may be a potential prognostic indicator for anterior circulation AIS-LVO patients.
10.Comparative Study of Baseline 18F-FDG PET/CT and Circulating Tumor DNA in Prognostic Assessment of Diffuse Large B-Cell Lymphoma.
Jia-Lin LI ; Rui WANG ; Min BAI ; Jun XING ; Ling YUAN
Journal of Experimental Hematology 2025;33(5):1335-1343
OBJECTIVE:
To analyze the correlation between baseline 18F-fluorodeoxyglucose positron emission tomography/computed tomography (18F-FDG PET/CT) and circulating tumor DNA (ctDNA) parameters in diffuse large B-cell lymphoma (DLBCL) and compare the value of the two methods in the prognosis assessment of DLBCL.
METHODS:
A total of 50 DLBCL patients confirmed by pathology, including 26 males and 24 females, with a median age of 55.5(43.5, 64.0) years from August 2018 to April 2021 were retrospectively analyzed. PET/CT parameters, including maximum standardized uptake value (SUVmax), metabolic tumor volume (MTV), total lesion glycolysis (TLG), ctDNA parameters, including mutation number, mutation gene number, mean variant allele frequency (meanVAF), and clinical data of patients were collected. The relationship between PET/CT, ctDNA parameters and patient clinical features was analyzed, as well as the correlation between PET/CT and ctDNA parameters. The diagnostic efficacy of PET/CT and ctDNA parameters was compared. Patients were followed up for 36-69 months. Progression-free survival (PFS) was calculated, and survival analysis was performed.
RESULTS:
PET/CT parameters all had good correlation with ctDNA parameters, among which MTV was moderately correlated with mutation number, mutation gene number, and meanVAF (rs=0.72, 0.64, 0.71), TLG was strongly correlated with mutation number (rs=0.83) and moderately correlated with mutation gene number and mean VAF (rs=0.72, 0.79), while SUVmax was weakly correlated with mutation number, mutation gene number and meanVAF (rs=0.47, 0.46, 0.47). PET/CT parameters and ctDNA parameters showed no statistically significant differences in predicting the prognosis of DLBCL and area under the curve (AUC) of receiver operating characteristic (ROC) (P >0.05). However, the specificity of MTV and TLG in predicting prognosis of 1-, 2- and 3-year PFS was better than that of meanVAF (all P < 0.05), while the sensitivity of meanVAF in predicting prognosis of 1-, 2- and 3-year PFS was better than that of MTV (all P < 0.05). The optimal cut-off values of SUVmax, MTV, TLG, mutation number, mutation gene number and meanVAF in predicting tumor progression were obtained using ROC curve analysis. Patients were divided into high and low expression groups according to the cut-off values and survival analysis was performed. The results of survival analysis showed that there were statistically significant differences in PFS between the high and low expression groups (all P < 0.05).
CONCLUSION
Baseline 18F-FDG PET/CT and ctDNA parameters can both predict the prognosis of DLBCL, and are equally valuable in the evaluation of DLBCL prognosis.
Humans
;
Lymphoma, Large B-Cell, Diffuse/diagnosis*
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Positron Emission Tomography Computed Tomography
;
Fluorodeoxyglucose F18
;
Middle Aged
;
Prognosis
;
Female
;
Male
;
Circulating Tumor DNA
;
Retrospective Studies
;
Adult
;
Mutation

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