1.Structural and Spatial Analysis of The Recognition Relationship Between Influenza A Virus Neuraminidase Antigenic Epitopes and Antibodies
Zheng ZHU ; Zheng-Shan CHEN ; Guan-Ying ZHANG ; Ting FANG ; Pu FAN ; Lei BI ; Yue CUI ; Ze-Ya LI ; Chun-Yi SU ; Xiang-Yang CHI ; Chang-Ming YU
Progress in Biochemistry and Biophysics 2025;52(4):957-969
ObjectiveThis study leverages structural data from antigen-antibody complexes of the influenza A virus neuraminidase (NA) protein to investigate the spatial recognition relationship between the antigenic epitopes and antibody paratopes. MethodsStructural data on NA protein antigen-antibody complexes were comprehensively collected from the SAbDab database, and processed to obtain the amino acid sequences and spatial distribution information on antigenic epitopes and corresponding antibody paratopes. Statistical analysis was conducted on the antibody sequences, frequency of use of genes, amino acid preferences, and the lengths of complementarity determining regions (CDR). Epitope hotspots for antibody binding were analyzed, and the spatial structural similarity of antibody paratopes was calculated and subjected to clustering, which allowed for a comprehensively exploration of the spatial recognition relationship between antigenic epitopes and antibodies. The specificity of antibodies targeting different antigenic epitope clusters was further validated through bio-layer interferometry (BLI) experiments. ResultsThe collected data revealed that the antigen-antibody complex structure data of influenza A virus NA protein in SAbDab database were mainly from H3N2, H7N9 and H1N1 subtypes. The hotspot regions of antigen epitopes were primarily located around the catalytic active site. The antibodies used for structural analysis were primarily derived from human and murine sources. Among murine antibodies, the most frequently used V-J gene combination was IGHV1-12*01/IGHJ2*01, while for human antibodies, the most common combination was IGHV1-69*01/IGHJ6*01. There were significant differences in the lengths and usage preferences of heavy chain CDR amino acids between antibodies that bind within the catalytic active site and those that bind to regions outside the catalytic active site. The results revealed that structurally similar antibodies could recognize the same epitopes, indicating a specific spatial recognition between antibody and antigen epitopes. Structural overlap in the binding regions was observed for antibodies with similar paratope structures, and the competitive binding of these antibodies to the epitope was confirmed through BLI experiments. ConclusionThe antigen epitopes of NA protein mainly ditributed around the catalytic active site and its surrounding loops. Spatial complementarity and electrostatic interactions play crucial roles in the recognition and binding of antibodies to antigenic epitopes in the catalytic region. There existed a spatial recognition relationship between antigens and antibodies that was independent of the uniqueness of antibody sequences, which means that antibodies with different sequences could potentially form similar local spatial structures and recognize the same epitopes.
2.Association between household solid fuel use for cooking and depressive symptoms among middle-aged and elderly adults in rural China: Evidence from the China Family Panel Studies Database
Ting YANG ; Yong LIU ; Xufeng LI ; Yun GAI ; Zhihao XIE ; Junkui WANG ; Yong YU ; Jingxuan WANG
Journal of Environmental and Occupational Medicine 2025;42(8):926-931
Background Although current evidence suggests a link between outdoor air pollution and depressive symptoms, the effect of solid fuel use (a significant indoor air pollutant) on depressive symptoms in China's rural middle-aged and elderly population remains poorly understood. Objective To explore the association between solid fuel use for cooking and depressive symptoms among middle-aged and elderly people in rural areas of China, and to provide a basis for the prevention and control of depressive symptoms among residents in rural areas. Methods Data were obtained from the 2020 China Family Panel Studies (CFPS), depressive symptoms were assessed using 8-item Center for Epidemiologic Studies Depression Scale (CES-D), and cooking fuel type was self-reported. Subsequently, two-level binary unconditional logistic regression models were fitted to assess the impact of solid fuel use for cooking on depressive symptoms. Results A total of
3.Identification of Cuproptosis-related Biomarkers in Alzheimer's Disease Based on Bioinformatics and Machine Learning and Clinical Validation and Prediction of Potential Traditional Chinese Medicine
Guofang YU ; Chenling ZHAO ; Liwei TIAN ; Wenming YANG ; Ting DONG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(20):160-167
ObjectiveThis study aims to identify cuproptosis-related gene biomarkers in Alzheimer's disease(AD) using bioinformatics and machine learning methods, validate them at the clinical specimen level, and predict potential traditional Chinese medicine(TCM). MethodsDifferentially expressed genes in the AD group and normal group were obtained using the Gene Expression Omnibus (GEO) database, and intersections were taken with reported cuproptosis-related genes to obtain differentially expressed cuproptosis-related genes. Machine learning methods were applied to identify core differential genes of cuproptosis in AD. Peripheral blood's single nucleated cells from clinical AD patients were collected, and the relative gene expression was clinically verified by real-time polymerase chain reaction(Real-time PCR). Potential TCM regulating cuproptosis for AD were predicted by COREMINE database. ResultsA total of 12 cuproptosis-related genes were obtained, mainly involved in pathways of tricarboxylic acid cycle, 2-oxocarboxylic acid metabolism, and carbon metabolism. Five core cuproptosis-related genes, dihydrolipoamide dehydrogenase (DLD), glutaminase (GLS), pyruvate dehydrogenase E1 subunit beta (PDHB), full name nuclear factor (erythroid-derived 2)-related factor 2 (NFE2L2), and dihydrolipoamide branched-chain transacylase E2 (DBT) were finally screened using four machine methods. Thirty cases each of normal and AD patients were collected clinically. Compared with those in the normal group, minimum mental state examination (MMSE) and Montreal cognitive assessment (MoCA) were significantly decreased in the AD group (P<0.01), Homocysteine(Hcy), interleukin(IL)-6, C-reactive protein(CRP) , and β amyloid protein(Aβ) indexes were significantly increased (P<0.01), and malondialdehyde(MDA) indexes were decreased (P<0.05). Superoxide dismutase(SOD) levels were significantly decreased (P<0.01). The mRNA relative expressions of NFE2L2 and DBT were up-regulated (P<0.05), and those of DLD, GLS, and PDHB were significantly down-regulated (P<0.01). The TCM regulating cuproptosis-related genes for the treatment of AD were mainly based on the four Qi such as warmth, calmness, and cold, and the five flavors including bitterness, sweetness, and pungency, and it was attributed to the meridians of the liver, spleen, stomach, and kidney, with the efficacy of tonifying Qi, activating blood, eliminating phlegm, and resoling dampness. ConclusionDLD, GLS, NFE2L2, PDHB, and DBT can be used as novel diagnostic molecular markers for AD cuproptosis-related genes, and the corresponding potential therapeutic TCM can provide new ideas for the treatment of AD by TCM.
4.Portable spirometer-based pulmonary function test willingness in China: A nationwide cross-sectional study from the "Happy Breathing Program"
Weiran QI ; Ke HUANG ; Qiushi CHEN ; Lirui JIAO ; Fengyun YU ; Yiwen YU ; Hongtao NIU ; Wei LI ; Fang FANG ; Jieping LEI ; Xu CHU ; Zilin LI ; Pascal GELDSETZER ; Till B?RNIGHAUSEN ; Simiao CHEN ; Ting YANG ; Chen WANG
Chinese Medical Journal 2024;137(14):1695-1704
Background::Understanding willingness to undergo pulmonary function tests (PFTs) and the factors associated with poor uptake of PFTs is crucial for improving early detection and treatment of chronic obstructive pulmonary disease (COPD). This study aimed to understand willingness to undergo PFTs among high-risk populations and identify any barriers that may contribute to low uptake of PFTs.Methods::We collected data from participants in the "Happy Breathing Program" in China. Participants who did not follow physicians’ recommendations to undergo PFTs were invited to complete a survey regarding their willingness to undergo PFTs and their reasons for not undergoing PFTs. We estimated the proportion of participants who were willing to undergo PFTs and examined the various reasons for participants to not undergo PFTs. We conducted univariable and multivariable logistic regressions to analyze the impact of individual-level factors on willingness to undergo PFTs.Results::A total of 8475 participants who had completed the survey on willingness to undergo PFTs were included in this study. Out of these participants, 7660 (90.4%) were willing to undergo PFTs. Among those who were willing to undergo PFTs but actually did not, the main reasons for not doing so were geographical inaccessibility ( n = 3304, 43.1%) and a lack of trust in primary healthcare institutions ( n = 2809, 36.7%). Among the 815 participants who were unwilling to undergo PFTs, over half ( n = 447, 54.8%) believed that they did not have health problems and would only consider PFTs when they felt unwell. In the multivariable regression, individuals who were ≤54 years old, residing in rural townships, with a secondary educational level, with medical reimbursement, still working, with occupational exposure to dust, and aware of the abbreviation "COPD" were more willing to undergo PFTs. Conclusions::Willingness to undergo PFTs was high among high-risk populations. Policymakers may consider implementing strategies such as providing financial incentives, promoting education, and establishing community-based programs to enhance the utilization of PFTs.
5.Mechanism of Chaijin JieYu Anshen formula regulating synaptic plasticity of hippocampal neurons in insomnia-concomitant depression rats based on HDAC5/MEF2C pathway
Ting-Ting REN ; Yu-Hong WANG ; Ying-Juan TANG ; Song YANG ; Hai-Peng GUO ; Ting-Ting WANG ; Ying HE ; Ping LI ; Hong-Qing ZHAO ; Zi-Yang ZHOU ; Man-Shu ZOU
Chinese Pharmacological Bulletin 2024;40(7):1248-1257
Aim To investigate the mechanisms of Chaijin JieYu Anshen formula modulating the depres-sive behaviors and the synaptic plasticity of hippocam-pal neurons in insomnia-concomitant depression rats based on the histone deacetylase 5(HDAC5)/myocyte enhancer factor 2C(MEF2C)pathway.Methods A rat model of insomnia-concomitant depression was es-tablished by PCPA injection combined with chronic un-predictable mild stress(CUMS),and the experiment was divided into the control group,the model group,the high,medium and low dose group of Chaijin JieYu Anshen formula,and the positive drug group.The de-pression of rats was evaluated by sugar-water prefer-ence test,open field test and morris water maze.The levels of 5-hydroxytryptamine(5-HT)and dopamine(DA)in serum were measured by enzyme linked im-munosorbent assay(ELISA).The pathological damage of hippocampal neurons was observed by HE staining and Nissl staining.The damage of dendritic spines of hippocampal neurons was observed by Golgi staining,and the levels of HDAC5,MEF2C,postsynaptic densi-ty-95(PSD-95)and synaptophysin 1(SYN1)in hip-pocampus were measured by Western blot,immunohis-tochemistry and immunofluorescence.Results Com-pared with the model group,the Chaijin JieYu Anshen formula could increase the sugar-water preference rate of the model rats,reduce the immobility time in the open field experiment,increase the total activity dis-tance,shorten the evasion latency in the localization navigation experiment,and prolong the residence time in the quadrant where the platform was located in the space exploration experiment(P<0.05,P<0.01).Moreover,the Chaijin JieYu Anshen formula improved the hippocampal neuron and dendritic spine damage and increase the dendritic branch length and dendritic spine density of hippocampal neurons(P<0.01,P<0.01),restore the serum levels of 5-HT and DA in insomnia-concomitant depression rats(P<0.05,P<0.01),down-regulate the HDAC5 protein,and up-regulate the expression of MEF2C,PSD-95,and SYN1 protein(P<0.05,P<0.01 or P<0.001).Conclusions Chaijin JieYu Anshen formula may alle-viate the depression-like behavior of model rats by re-ducing the expression of HDAC5 protein,thus deregu-lating the inhibition of transcription factor MEF2C,promoting the expression of PSD-95 and SNY1 protein,and exerting a protective effect on hippocampal neurons and synapses.
6.Improvement and mechanism of PF-04957325,an 8-type phosphodiesterase inhibitor,in cognitive impairment induced by okadaic acid in mice with Alzheimer's disease
Yu-Li LYU ; Tian-Yang GUO ; Nian-Zhuang QIU ; Han-Ting ZHANG ; Hao WANG
Chinese Pharmacological Bulletin 2024;40(9):1719-1726
Aim To investigate the effects of the phos-phodiesterase 8(PDE8)inhibitor PF-04957325 on learning and memory,anxiety and depression in Alzhe-imer's disease(AD)mice induced by Okadaic acid(OA),and to explore its mechanism.Methods Twenty-one 2-month-old male C57BL/6J mice were se-lected for the experiment and randomly divided into the control group,AD model group,and PDE8 inhibitor group(0.1 mg·kg-1).AD model was induced by bi-lateral hippocampal localization injection of OA(50 ng on each side)in the model and PDE8 inhibitor groups of mice.Two days after the injection of OA,PDE8 in-hibitor group was given 0.1 mg·kg-1 drug,while the AD model groups and control group were given with the same volume of vehicle for 21 consecutive days.On day 13 of inhibitor administration,behavioral tests re-lated to learning and memory abilities,anxiety and de-pressive behaviors were performed in mice.HE stai-ning was used to observe the morphology of neuronal cells in the DG,CA1,and CA3 regions of the hippo-campus of mice,and Western blot was used to detect the levels of phosphorylated Tau proteins at different sites within the hippocampus of mice as well as the ex-pression of proteins related to the PDE8/cAMP/CREB pathway.Results Compared with the control group,the Y-maze Spontaneous alternation,Recognition index of NOR and Latency of PAT were significantly shorter(P<0.01),and Entries times、Time in the target quadrant of MWM were reduced(P<0.05)in the AD model group,which showed a decrease in the ability of learning and memory,whereas the administration of PF-04957325 significantly improved the ability of learning and memory in the AD mice;mice in the AD model group showed a significant decrease in the num-ber of entries into the central area of the OFT and the time spent in the central area(P<0.05),and a sig-nificant increase in the Immobility time of TST(P<0.01),suggesting that the mice had anxiety and de-pression,and the administration of PF-04957325 did not improve the anxious behavior of the mice,but im-proved the depressed behavior to a certain extent;the hippocampus of the AD model group mice showed ker-nel solidification in the DG,CA1 and CA3 regions,and neurons were not neatly arranged,and the admin-istration of PF-04957325 could alleviate the damage of hippocampal nerve cells in mice.Compared with the control group,the phosphorylation levels of Tau protein Ser1 99,Ser396 and Ser202 sites in the hippocampus of mice in the AD model group were significantly in-creased(P<0.01),the expression of PDE8A and PDE8B proteins was significantly increased(P<0.01),and the expression of p-PKA/PKA and BDNF proteins was decreased(P<0.05),after administra-tion of PF-04957325,the phosphorylation levels of Tau protein Ser396 and Ser202 sites were significantly re-duced(P<0.01),PDE8A and PDE8B protein ex-pression was significantly decreased(P<0.01),and p-PKA/PKA,p-CREB/CREB and BDNF protein ex-pression was significantly increased(P<0.01).Con-clusion PDE8 inhibitor PF-04957325 can improve learning memory ability,reduce cognitive dysfunction,restore Tau protein function,and attenuate neuronal cell damage in the hippocampus of AD mice with amel-iorative effects.The mechanism of action may be relat-ed to the activation of PDE8/cAMP/CREB pathway and inhibition of Tau protein phosphorylation.
7.Progress on mechanism of action and neuroprotective effects of notoginsenoside R1
Han-Long WANG ; Yang SUN ; Sha-Sha LIU ; Jun-Peng LONG ; Qian YAN ; Yu-Ting LIN ; Jin-Ping LIANG ; Shi-Feng CHU ; Yan-Tao YANG ; Qi-Di AI ; Nai-Hong CHEN
Chinese Pharmacological Bulletin 2024;40(11):2020-2025
Panax notoginseng is the dried root and rhizome of Panax notoginseng(Burk.)F.H.Chen,a perennial erect herb of the genus Ginseng of the family Wujiaceae.As a traditional Chinese medicine in our country,Panax notoginseng has a good tonic effect,and the Dictionary of Traditional Chinese Medicines has the words that Panax notoginseng is used to tonify the blood,remove the blood stasis and damage,and stop epistaxis.It can also be used to pass the blood and tonify the blood with the best efficacy,and it is the most precious one of the prescription med-icines.Eaten raw,it removes blood stasis and generates new blood,subdues swelling and stabilizes pain,stops bleeding with-out leaving stasis,and promotes blood circulation without hurting the new blood;taken cooked,it can be used to replenish and strengthen the body.Notoginsenoside R1 is a characteristic com-pound in the total saponin of Panax ginseng.In recent years,China's aging has been increasing,and the incidence of neuro-logical disorders has been increasing year by year.Meanwhile,reports on notoginsenoside R1 in the treatment of neurological disorders are increasing,and its neuroprotective effects have been exerted with precise efficacy.The purpose of this paper is to review the treatment of neurological diseases and the mecha-nism of action of notoginsenoside R1,so as to provide a certain theoretical basis for clinical use and new drug development.
8.Effects of preoperative anxiety on intraoperative body temperature and incision healing in radical mastectomy under general anesthesia in the elderly
Yu-Chun YANG ; Jiao-Qing WU ; Ting-Ting LIANG ; Yu-Ping HU ; Ti-Jun DAI
Journal of Regional Anatomy and Operative Surgery 2024;33(6):525-528
Objective To explore the effects of preoperative anxiety on intraoperative body temperature,adverse reactions during recovery and incision healing in elderly patients undergoing radical mastectomy under general anesthesia.Methods A total of 139 elderly patients who underwent radical mastectomy under general anesthesia in the Fourth Affiliated Hospital of Nanjing Medical University from January 2020 to December 2022 were selected as the study objects,and they were divided into the non-anxiety group(87 cases)and the anxiety group(52 cases)according to whether they were complicated with anxiety before surgery.The nasopharyngeal temperature before surgery,after 30 minutes,60 minutes,90 minutes of surgery and at the end of surgery,the ratio of intraoperative nasopharyngeal temperature<36.0℃,the ratio of perioperative blood loss>300 mL,the occurrence of adverse reactions during the recovery period and the incision healing of patients in the two groups were compared.Results There was no statistically significant difference in the nasopharyngeal temperature before surgery and after 30 minutes of surgery of patients between the two groups(P>0.05).After 60 minutes,90 minutes of surgery and the end of surgery,the nasopharyngeal temperatures of patients in the anxiety group were lower than those in the non-anxietey group,and the differences were statistically significant(P<0.05).There were statistically significant differences in the nasopharyngeal temperature at different times of patients in the two groups(P<0.05).The ratios of patients with intraoperative nasopharyngeal temperature<36.0℃and perioperative blood loss>300 mL in the anxiety group were higher than those in the non-anxiety group,and the differences were statistically significant(P<0.05).The incidence of delayed awakening,shivering reaction,and poor postoperative incision healing in the anxiety group were higher than those in the non-anxiety group,with statistically significant differences(P<0.05).Conclusion Elderly patients undergoing radical mastectomy under general anesthesia combined with anxiety show obvious temperature drop after 60 minutes of surgery,and perioperative blood loss has significantly increased,with a higher incidence of intraoperative hypothermia,adverse reactions during recovery and poor postoperative incision healing,which should arouse clinical attention.
9.Establishment and evaluation of non-obese polycystic ovary syndrome rat model
Shiqing QIAO ; Ting WANG ; Yonghuang YAN ; Jiusi YANG ; Yuling YU ; Yanmin WANG ; Yateng SUN ; Yujie WU ; Peixuan ZHU ; Min LI ; Cong CHEN ; Zeqi SU ; Cai ZHANG
Acta Laboratorium Animalis Scientia Sinica 2024;32(8):965-975
Objective To establish a stable rat model of non-obese polycystic ovary syndrome(PCOS)with clinical characteristics.Methods Dehydroepiandrosterone(DHEA)was used to establish a PCOS rat model by subcutaneous injection.Three-week-old female SD rats were divided into a normal group,6 mg/kg DHEA model group,and 60 mg/kg DHEA model group.The model groups were subcutaneously injected with the corresponding dose of DHEA daily,while the normal group was subcutaneously injected with glycerol daily for 21 consecutive days.The model was evaluated with ovarian histopathology as the gold standard to determine the optimal dosage of DHEA to induce a PCOS rat model.On this basis,the optimal DHEA modeling dose was selected,and stop and continue modeling groups were set up to observe the model for 28 days and evaluate its maintenance.The stop modeling group was no longer given DHEA,and the continued modeling group was subcutaneously injected with 60 mg/kg DHEA every 48 h.The evaluation indicators included body mass,estrous cycle,fasting blood glucose,serum insulin,histopathologic morphology of the ovaries,and serum sex hormone levels.Results(1)Compared with the normal group,the 6 mg/kg and 60 mg/kg DHEA model groups showed no significant difference in body mass,and their estrous cycles were irregular.There were more cystically dilated large follicles in the ovaries;fewer mature follicles;reduced layers of granulosa cells,which were arranged in a sparse and disorganized manner;and fewer lutea in the 6 mg/kg and 60 mg/kg DHEA model groups than the normal group.Furthermore,serum T and E2 levels were significantly higher in the 60 mg/kg DHEA model group(P<0.05)than the normal group.(2)The stop modeling group(A2 group)resumed regular estrous cycles after 2 weeks,various growth follicles and corpora lutea were observed in the ovarian tissues,the number of cystic follicles was reduced,the number of granulosa cell layers increased,mature follicles were visible,oocyte morphology was locally intact,and the levels of E2 and AMH were reduced compared with the normal group(A1 group)(P<0.05).(3)The continue model group(B2 group)was in the late stage of estrous cycle for a long period,and there were more large follicles with cystic dilatation,fewer mature follicles,fewer layers of granulosa cells with a sparse and disordered arrangement,and significantly fewer corpus lutea in the ovaries compared with the normal group(B1 group).The levels of serum LH,LH/FSH,and T were elevated(P<0.05).Conclusions Subcutaneous injection of 60 mg/kg DHEA for 21 consecutive days can be used to successfully construct a non-obese PCOS rat model that possesses clinical characteristics.Subcutaneous injection of 60 mg/kg DHEA every 48 hours maintains the stability of the model.
10.Clinical Significance of Serum ADA Combined with GLB,CREA,β2-MG and HGB in Newly Diagnosed Multiple Myeloma
Han QIAN ; Hong-Ling YUAN ; Ting ZHANG ; Yu-Wei YANG ; Jia-Fu FENG
Journal of Experimental Hematology 2024;32(3):780-788
Objective:To investigate the role of serum adenosine deaminase(ADA)combined with globulin(GLB),creatinine(CREA),β2-microglobulin(β2-MG)and hemoglobin(HGB)in the initial screening of multiple myeloma(MM),in order to reduce missed diagnosis and misdiagnosis of MM.Methods:A retrospective analysis was performed on 62 newly diagnosed multiple myeloma(NDMM)patients who were admitted to the Department of Hematology of the First Affiliated Hospital of Chengdu Medical College from April 2018 to December 2021,and 33 patients with benign hematologic diseases and 30 healthy subjects were selected as the control group.The expression of ADA in pan-cancer was analyzed using TCGA and GTEx databases.The general data and laboratory indicators of the subjects were collected,and the differences of ADA activity and other laboratory indicators in each group were compared.The relationship between serum ADA activity and clinical data of NDMM patients was analyzed.The changes of ADA activity before and after chemotherapy in NDMM patients and the differences of ADA activity in NDMM patients with different DS and ISS stages were compared.Multivariate logistic regression was used to analyze the risk factors of NDMM.The receiver operating characteristic(ROC)curve was used to evaluate the diagnostic efficacy of ADA and other laboratory indicators in MM.Bioinformatics method was used to analyze the co-expression networks and enrichment pathways of ADA.Results:ADA level was significantly upregulated in tissues of 14 types of cancer in TCGA database,and ADA was highly expressed in 11 types of cancer in TCGA combined with GTEx databases.The serum levels of ADA,GLB,uric acid(UA),cystatin C(CysC)and β2-MG in the NDMM group were significantly higher than those in benign hematologic disease group and healthy control group(P<0.05),while the levels of ALB and the value of albumin to globulin ratio(A:G)in the NDMM group were significantly lower than those in the other two groups(P<0.001).There were significant differences in DS stage(P=0.036),ISS stage(P=0.019)and the levels of CREA(P=0.036),UA(P=0.034),β2-MG(P=0.019)in NDMM patients with different ADA activity levels.After primary chemotherapy,ADA activity and(32-MG concentration were decreased in NDMM patients(P<0.01).The comparison results of patients in different stages showed that ADA activity of patients in DS stage I+11 was significantly lower than that of patients in DS stage Ⅲ(P<0.05),and ADA activity of patiens in ISS stage Ⅰ+Ⅱ was significantly lower than that of patients in ISS stage Ⅲ(P<0.01).Multivariate logistic regression analysis showed that increased GLB,increased ADA activity,increased CREA,increased β2-MG and decreased HGB were independent risk factors for NDMM.The area under the curve(AUC)of ADA in the diagnosis of MM was 0.847,and the AUC of ADA combined with GLB,CREA,(32-MG and HGB in the diagnosis of MM was 0.940.The results of co-expression network and enrichment pathway analysis showed that ADA bounded to 20 proteins and it was significantly associated with the metabolic pathways of purine,pyrimidine,nicotinate and nicotinamide.Conclusion:The detection of ADA activity in serum is of positive significance for the auxiliary diagnosis,therapeutic evaluation and monitoring the progress of NDMM patients.ADA combined with GLB,CREA,β2-MG and HGB can improve the detection rate of MM,and reduce missed diagnosis and misdiagnosis to a certain extent.

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