1.Comparison of logistic regression and machine learning models predicting low SpO2 during one-lung ventilation in patients undergoing thoracoscopic partial pulmonary resection
Siyang XU ; Jun WANG ; Leiqiu QU ; Bo GUI ; Shan RUAN
The Journal of Clinical Anesthesiology 2024;40(10):1022-1028
Objective To compare the predictive effects of logistic regression and machine learning models on occurrence of low peripheral oxygen saturation(SpO2)during one-lung ventilation(OLV)in pa-tients undergoing thoracoscopic partial pulmonary resection(TPPR),and to explore risk factors of low SpO2.Methods A total of 127 patients undergoing unilateral TPPR from August 1,2022 to April 30,2023 were enrolled,61 males and 66 females,aged 18-80 years,ASA physical status Ⅰ-Ⅲ.Based on whether intraoperative SpO2 during OLV was less than 90%,the patients were divided into two groups:low SpO2 group(n=21)and normal SpO2 group(n=106).Perioperative data were collected and a predic-tive model was constructed using logistic regression.This model was compared with predictive models con-structed using five machine learning models,including random forest(RF),extreme gradient boosting(XGBoost),decision tree(DT),logistic regression(LogR),and support vector machine(SVM).The re-ceiver operating characteristic(ROC)curve was plotted,and the performance of the predictive models were evaluated by the area under the curve(AUC).The best output model was interpreted using Shapley additive explanations(SHAP)to identify the risk factors of low SpO2 during OLV in patients undergoing TPPR.Results Multivariate logistic regression analysis showed that increased age(OR=1.087,95%CI 1.006-1.175,P=0.036),increased BMI(OR=1.299,95%CI 1.050-1.608,P=0.016),increased pre-operative blood glucose(OR=2.028,95%CI 1.378-2.983,P<0.001),and decreased RV/TLC%Pred(OR=0.936,95%CI 0.892-0.983,P=0.008)were independent risk factors of low SpO2 during OLV.The predictive model was Logit(p)=-10.098+0.08 × age+0.231 × BMI+0.633 × blood glu-cose-0.059 × RV/TLC%Pred,with an AUC of 0.873(95%CI 0.803-0.943,P<0.001).After optimi-zing parameters of machine learning models using grid search combined with five-fold cross-validation,the model training results were satisfactory.ROC curve analysis showed that the AUC for RF was 0.921(95%CI 0.840-0.979),XGBoost was 0.940(95%CI 0.812-0.981),DT was 0.919(95%CI 0.828-0.982),LogR was 0.892(95%CI 0.831-0.980),and SVM was 0.922(95%CI 0.832-0.982).XG-Boost had the highest AUC,surpassing the logistic regression model.SHAP analysis indicated that the most important risk factors in the XGBoost output model were increased age,BMI,and preoperative blood glucose concentration.Conclusion Increased age,BMI,and preoperative blood glucose concentration are signifi-cant risk factors for low SpO2 during OLV in patients undergoing TPPR.The XGBoost machine learning model outperformed traditional logistic regression in predicting the occurrence of low SpO2 during OLV.XG-Boost can analyze more complex relationships between variables and outcomes and provide more accurate in-dividualized predictions of the risk of low SpO2 during OLV.
2.Expert consensus on surgical treatment of oropharyngeal cancer
China Anti-Cancer Association Head and Neck Oncology Committee ; China Anti-Cancer Association Holistic Integrative Oral Cancer on Preventing and Screen-ing Committee ; Min RUAN ; Nannan HAN ; Changming AN ; Chao CHEN ; Chuanjun CHEN ; Minjun DONG ; Wei HAN ; Jinsong HOU ; Jun HOU ; Zhiquan HUANG ; Chao LI ; Siyi LI ; Bing LIU ; Fayu LIU ; Xiaozhi LV ; Zheng-Hua LV ; Guoxin REN ; Xiaofeng SHAN ; Zhengjun SHANG ; Shuyang SUN ; Tong JI ; Chuanzheng SUN ; Guowen SUN ; Hao TIAN ; Yuanyin WANG ; Yueping WANG ; Shuxin WEN ; Wei WU ; Jinhai YE ; Di YU ; Chunye ZHANG ; Kai ZHANG ; Ming ZHANG ; Sheng ZHANG ; Jiawei ZHENG ; Xuan ZHOU ; Yu ZHOU ; Guopei ZHU ; Ling ZHU ; Susheng MIAO ; Yue HE ; Jugao FANG ; Chenping ZHANG ; Zhiyuan ZHANG
Journal of Prevention and Treatment for Stomatological Diseases 2024;32(11):821-833
With the increasing proportion of human papilloma virus(HPV)infection in the pathogenic factors of oro-pharyngeal cancer,a series of changes have occurred in the surgical treatment.While the treatment mode has been im-proved,there are still many problems,including the inconsistency between diagnosis and treatment modes,the lack of popularization of reconstruction technology,the imperfect post-treatment rehabilitation system,and the lack of effective preventive measures.Especially in terms of treatment mode for early oropharyngeal cancer,there is no unified conclu-sion whether it is surgery alone or radiotherapy alone,and whether robotic minimally invasive surgery has better func-tional protection than radiotherapy.For advanced oropharyngeal cancer,there is greater controversy over the treatment mode.It is still unclear whether to adopt a non-surgical treatment mode of synchronous chemoradiotherapy or induction chemotherapy combined with synchronous chemoradiotherapy,or a treatment mode of surgery combined with postopera-tive chemoradiotherapy.In order to standardize the surgical treatment of oropharyngeal cancer in China and clarify the indications for surgical treatment of oropharyngeal cancer,this expert consensus,based on the characteristics and treat-ment status of oropharyngeal cancer in China and combined with the international latest theories and practices,forms consensus opinions in multiple aspects of preoperative evaluation,surgical indication determination,primary tumor re-section,neck lymph node dissection,postoperative defect repair,postoperative complication management prognosis and follow-up of oropharyngeal cancer patients.The key points include:① Before the treatment of oropharyngeal cancer,the expression of P16 protein should be detected to clarify HPV status;② Perform enhanced magnetic resonance imaging of the maxillofacial region before surgery to evaluate the invasion of oropharyngeal cancer and guide precise surgical resec-tion of oropharyngeal cancer.Evaluating mouth opening and airway status is crucial for surgical approach decisions and postoperative risk prediction;③ For oropharyngeal cancer patients who have to undergo major surgery and cannot eat for one to two months,it is recommended to undergo percutaneous endoscopic gastrostomy before surgery to effectively improve their nutritional intake during treatment;④ Early-stage oropharyngeal cancer patients may opt for either sur-gery alone or radiation therapy alone.For intermediate and advanced stages,HPV-related oropharyngeal cancer general-ly prioritizes radiation therapy,with concurrent chemotherapy considered based on tumor staging.Surgical treatment is recommended as the first choice for HPV unrelated oropharyngeal squamous cell carcinoma(including primary and re-current)and recurrent HPV related oropharyngeal squamous cell carcinoma after radiotherapy and chemotherapy;⑤ For primary exogenous T1-2 oropharyngeal cancer,direct surgery through the oral approach or da Vinci robotic sur-gery is preferred.For T3-4 patients with advanced oropharyngeal cancer,it is recommended to use temporary mandibu-lectomy approach and lateral pharyngotomy approach for surgery as appropriate;⑥ For cT1-2N0 oropharyngeal cancer patients with tumor invasion depth>3 mm and cT3-4N0 HPV unrelated oropharyngeal cancer patients,selective neck dissection of levels ⅠB to Ⅳ is recommended.For cN+HPV unrelated oropharyngeal cancer patients,therapeutic neck dissection in regions Ⅰ-Ⅴ is advised;⑦ If PET-CT scan at 12 or more weeks after completion of radiation shows intense FDG uptake in any node,or imaging suggests continuous enlargement of lymph nodes,the patient should undergo neck dissection;⑧ For patients with suspected extracapsular invasion preoperatively,lymph node dissection should include removal of surrounding muscle and adipose connective tissue;⑨ The reconstruction of oropharyngeal cancer defects should follow the principle of reconstruction steps,with priority given to adjacent flaps,followed by distal pedicled flaps,and finally free flaps.The anterolateral thigh flap with abundant tissue can be used as the preferred flap for large-scale postoperative defects.
3.Transplantation of Autologous Peritoneum Using Ileal Seromuscular Flaps for Orthotopic Neobladder Reconstruction.
Jun SHEN ; Zhi-Qiang SONG ; Hai-Shan SHEN ; Chun-Feng LI ; Ying-Mao RUAN ; Sheng-Wen LI
Acta Academiae Medicinae Sinicae 2020;42(4):497-503
To develop an ideal surgical procedure for neobladder reconstruction in experimental porcine models. Six experimental female pigs weighting 28-33 kg underwent transplantation of autologous peritoneum for bladder reconstruction under general anesthesia.The flaps were used to reconstruct the orthotopic neobladder by suturing with the edges of the triangle and neck of the remnant bladder.The ureteral catheters were removed on the 5 postoperative day and the balloon catheter was removed on the 7 postoperative day.Voiding behaviour was monitored.The animals were euthanized at week 12 for routine pathology,immunohistochemistry,and electron microscopy. All the pigs survived after the surgery,and no postoperative complication such as peritonitis,intestinal obstruction,or urinary fistula was observed.All the peritoneum-ileum composite free valves survived after transplantation.Voiding behaviour was normal after catheter removal,and the urine was clear.At autopsy,reconstructed bladders were healthy.Pathological examination showed the neobladder had been covered by continuous urothelium while the peritoneum disappeared and showed no ileal mucosa regrowth and residual.Scanning electron microscope showed the transitional cells of neobladder were complete and orderly,and the urothelium around suture border was continuous and showed no malposition. Reconstruction of bladder by autologous peritoneum and ileal seromuscular flaps is an ideal approach in the experimental pigs as it can prevent regrowth of ileal epithelial cells and avoid the complications of conventional enterocystoplasty.Its clinical application deserves further investigations.
Animals
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Cystectomy
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Female
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Ileum
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Peritoneum
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Postoperative Complications
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Surgical Flaps
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Swine
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Urinary Bladder Neoplasms
4.Pleiotropic effects of herbs characterized with blood-activating and stasis-resolving functions on angiogenesis.
Li TAO ; Sheng WANG ; Yang ZHAO ; Ai-Yun WANG ; Lei ZHANG ; Jun-Shan RUAN ; Fang-Tian FAN ; Yu-Ping LIU ; Yao LI ; Zhi-Qiang YUE ; Wen-Hui QIAN ; Wen-Xing CHEN ; Yin LU
Chinese journal of integrative medicine 2016;22(10):795-800
Accumulative evidences have underpinned the nature candidates from Chinese medicine (CM), particularly CM served as blood activating and stasis resolving (BASR, Huoxue Huayu in Chinese) by targeting tumor-associated angiogenesis. However, recent experiment research on the therapeutic angiogenesis by BASR-CM attracts wide attention and discussion. This opinion review focused on the underlying link between two indications and anticipated that (1) BASR-CM might emphasize on a balanced multi-cytokines network interaction; (2) BASR-CM might address on the nature of diseases prior to differently affecting physiological and pathological angiogenesis; (3) BASR-CM might mainly act on perivascular cells, either promotes arteriogenesis by increasing arteriogenic factors in ischemic diseases, or simultaneously keep a quiescent vasculature to impede angiogenesis in tumor context.
Angiogenesis Inhibitors
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chemistry
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therapeutic use
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Animals
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Antineoplastic Agents
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therapeutic use
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Drugs, Chinese Herbal
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chemistry
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therapeutic use
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Humans
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Models, Biological
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Neovascularization, Pathologic
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blood
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drug therapy
5.Clinical Analysis of Preoperative Neoadjuvant Chemotherapy by Thalidomide Combined with Gefitinib for Non-small Cell Lung Cancer
Xiao-Hong XU ; Jia-Bin CHEN ; Yin-Wen XIA ; Jun-Shan RUAN
Journal of Kunming Medical University 2016;37(1):65-68
Objective To investigate the clinical effect of preoperative neoadjuvant chemotherapy by thalidomide combined with gefitinib for non-small cell lung cancer (NSCLC) patients and provide clinical basis for NSCLC therapy.Methods From 2011/1 to 2013/1,we collected 160 NSCLC cases in our hospital and divided them into 2 groups randomly,80 cases in control group and 80 cases in observation group.The patients in the control group were treated with conventional surgical treatment and patients in the observation group were treated with preoperative neoadjuvant chemotherapy by thalidomide combined with gefitinib before surgery.The clinical effects,the 6 months and 1 year survival rates,and the toxicity effects were observed,and the clinical effects and survival rates between the 2 groups were compared.Results The observation group had a therapeutic efficiency ratio (TER) of 80.0% which was significantly higher than the control group (50.0%),and the difference was statistically significant (P<0.05).The 6 months survival rate and 1 year survival rate were 97.5% and 92.5%,which were both significantly higher than those of control group (87.5% and 77.5%),and all differences were statistically significant (P<0.05).The toxicity effects of observation group were lower.Conclusions Preoperative neoadjuvant chemotherapy by thalidomide combined with gefitinib for NSCLC therapy is effective and safe,which is worthy of study and further application in clinical treatment..
6.Effect of aqueous extracts of several kinds of herbs on human platelet aggregation and expression of P-selectin in vitro.
Ling-geng YAN ; Jun-shan RUAN ; Lei ZHANG ; Fang-tian FAN ; Feng ZHANG ; Ai-yun WANG ; Shi-zhong ZHENG ; Li ZENG ; Wen-lin LI ; Yin LU
Chinese journal of integrative medicine 2015;21(4):286-290
OBJECTIVETo study the effect of aqueous extract of several kinds of herbs on human platelet aggregation and expression of P-selectin in vitro.
METHODSBlood was collected from volunteers. Effects of the prepared water extracts of herbs on platelet aggregation were monitored on a Packs-4 aggregometer. The fluorescence intensity of water extracts of Caulis Spatholobi, Flos Carthami and Rhizoma Curcumae on the expression of P-selectin in human platelets of healthy persons was measured with flow cytometry.
RESULTSOut of several herbs investigated, Flos Carthami and Rhizoma Curcumae potently inhibited platelet aggregation after incubation with platelet-rich plasma (PRP) for 15 min. Caulis Spatholobi Flos Carthami and Rhizoma Curcumae inhibited adenosine-5'-diphosphate (ADP) or platelet activating factor (PAF)-induced platelet aggregation in PRP in a dose-dependent manner. In contrast to Flos Carthami and Rhizoma Curcumae, Caulis Spatholobi could not inhibit thrombin-induced platelet aggregation. Despite its inability to inhibit thrombin-induced platelet aggregation in PRP, Caulis Spatholobi had a greater anti-aggregating activity in PRP induced by ADP or PAF. Caulis Spatholobi and Flos Carthami showed significant inhibitory effects on the expression of P-selectin.
CONCLUSIONSCaulis Spatholobi, Flos Carthami and Rhizoma Curcumae have potent anti-platelet properties, and their inhibitory actions are mediated via different mechanisms. Caulis Spatholobi inhibited ADP-induced platelet aggregation but not by thrombin, indicating that its mechanism of action might be independent of the thromboxane pathway. The effect of Caulis Spatholobi and Flos Carthami were associated with suppressing the expression of P-selectin.
Adult ; Blood Platelets ; drug effects ; metabolism ; Curcuma ; chemistry ; Fabaceae ; chemistry ; Humans ; P-Selectin ; metabolism ; Plant Extracts ; chemistry ; pharmacology ; Plants, Medicinal ; chemistry ; Platelet Aggregation ; drug effects ; Platelet Function Tests ; Water ; chemistry ; Young Adult
7.Memory B (CD5⁺ CD19⁺ CD27⁺) lymphocyte in patients with immune-related pancytopenia.
Yihao WANG ; Rong FU ; Hui LIU ; Honglei WANG ; Tian ZHANG ; Shaoxue DING ; Jiangbo ZHANG ; Shan GAO ; Chunyan LIU ; Jun WANG ; Limin XING ; Huaquan WANG ; Lijuan LI ; Hong LIU ; Erbao RUAN ; Jia SONG ; Yuhong WU ; Jing GUAN ; Wen QU ; Zonghong SHAO
Chinese Journal of Hematology 2014;35(8):719-723
OBJECTIVETo detect memory B lymphocyte (Bm) in peripheral blood (PB) of immune-related pancytopenia (IRP).
METHODS86 patients with IRP and 11 health volunteers were enrolled in this study. Bm (CD5⁺ CD19⁺ CD27⁺) and bone marrow mononucleated cell antibodies (BMMNC-Ab) were determined via fluorescence-activated cell sorting, and clinical outcomes of these patients were analyzed.
RESULTS(1)43 initial patients achieved obvious remission in all 52 initial cases after conventional immunosuppression therapy. 16 relapsed patients with IRP received Rituximab (RTX) and 14 cases achieved obvious remission, among which 7 cases were refractory to conventional immunosuppression therapy, 5 cases exhibited obvious remission, and 2 cases did not respond. Other 18 relapsed cases received conventional immunosuppression therapy and 13 cases achieved obvious remission. (1)The level of Bm in PB in 52 initial patients with IRP was(1.81 ± 0.97)%, and no significant difference was observed between the initial patients and health volunteers (1.75 ± 0.55)% (P>0.05). The level of Bm in PB in 34 relapsed patients with IRP was obviously higher than that in the initial IRP patients and health volunteers (P<0.05). Significant difference was observed in the level of Bm in PB in 16 relapsed IRP patients between pre-therapy and post-therapy with RTX (P<0.05). No statistical difference was found between the remission and no-response groups in relapsed patients treated with RTX. RTX regimen produced more effective outcome than conventional immunosuppression therapy, which better eliminated Bm than the latter (P<0.05). Initial patients with IRP who relapsed within a two-year follow-up period had a lower level of Bm in PB compared with un-relapsed patients (P<0.05). Majority of BMMNC- Ab antibodies in relapsed patients were IgG (82.4%) and IgM (69.2%) autoantibodies in patients with initial IRP.
CONCLUSIONThe level of Bm in PB was associated with relapsed patients with IRP. Bm did not respond to conventional immunosuppression therapy,but responded to RTX.
Adolescent ; Adult ; Antibodies, Monoclonal, Murine-Derived ; therapeutic use ; B-Lymphocyte Subsets ; immunology ; Female ; Humans ; Immunologic Memory ; Immunosuppression ; Male ; Middle Aged ; Pancytopenia ; immunology ; therapy ; Recurrence ; Rituximab ; Treatment Outcome ; Young Adult
8.Establish and optimization of real-time fluorescent reverse transcription loop-mediated isothermal amplification for detection of avian influenza H5 hemagglutinin gene.
Yun LIU ; Jin-ming TANG ; Hong TAO ; Jie SUN ; Ti-kang LU ; Li-shan LIAO ; Jian-li LIU ; Shao-ling ZENG ; Chen-fu CAO ; Cai-hong ZHANG ; Zhou-xi RUAN ; Jian-qiang LV ; Jun-xing YANG ; Qun-yi HUA ; Zheng-li CHEN ; Zhi-feng QIN
Chinese Journal of Virology 2013;29(5):488-494
H5 subtype avian influenza (AIV-H5) is a major causative agent of animalloimia a rapid and sensitive molecular biological diagnosis is crucial to the control program of AIV-H5. AIV-H5 real-time fluorescent reverse transcription loop-mediated isothermal amplification (qRT-LAMP) was established by means of heat treatment of the samples. The sensitivity, specificity and repeatability of this method were assessed and the performance of Calcein,SYBR Green I,HNB,SYTO 81 in colorimetric detection was comparatively analyzed to screen the optimum dye. The results showed the sensitivity of this method was 100 times higher than that of standard real-time fluorescent RT-PCR, and the detection limit was one copy of the gene per reaction. This method had no cross-reactivity with other common avian respiratory tract infectious disease-related pathogens such as IBV and NDV. The present study suggested Calcein was the optimum dye. Small-scale tests suggested this method was reliable for survey monitoring of AIV-H5 on the spot, indicating its potential applications in field investigation.
Animals
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Chickens
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Hemagglutinin Glycoproteins, Influenza Virus
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genetics
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Influenza A Virus, H5N1 Subtype
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genetics
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isolation & purification
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Influenza in Birds
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diagnosis
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virology
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Poultry Diseases
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diagnosis
;
virology
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Reverse Transcriptase Polymerase Chain Reaction
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instrumentation
;
methods
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Sensitivity and Specificity
9.Expression and clinical significance of Notch1 on the membrane of bone marrow CD38(+)CD138(+) plasma cells in the patients with multiple myeloma.
Yi-ran ZHAO ; Rong FU ; Jing GUAN ; Shan GAO ; Hui LIU ; Er-bao RUAN ; Wen QU ; Yong LIANG ; Guo-jin WANG ; Xiao-ming WANG ; Hong LIU ; Yu-hong WU ; Jia SONG ; Hua-quan WANG ; Li-min XING ; Jun WANG ; Li-juan LI ; Zong-hong SHAO
Chinese Journal of Hematology 2012;33(4):274-277
OBJECTIVETo investigate the expression of Notch1 on the membrane of bone marrow CD38(+)CD138(+) plasma cells in the patients with multiple myeloma (MM), and explore the importance of Notch signaling pathway in the formation and progression of MM.
METHODSThirty three MM patients and 15 healthy controls were enrolled in this study. The expression of Notch1 on the membrane of bone marrow CD38(+)CD138(+) and CD38(+)CD138(-) plasma cells were analyzed by flow cytometry. The clinical data of MM patients were also analyzed.
RESULTSThe ratio of Notch1 on the membrane of CD38(+)CD138(+) plasma cells of MM patients was (60.21 ± 25.06)% which was significantly higher than those of CD38(+)CD138(-) plasma cells of MM patients (39.84 ± 18.94)% (P = 0.000) and controls (38.34 ± 19.39)% (P = 0.004). There was no statistical difference between the two latter groups (P > 0.05). The expression of Notch1 on CD38(+)CD138(+)plasma cells from 24 newly diagnosed MM patients was correlated to the level of malignant plasma cells in there bone marrow (r = 0.914, P = 0.000), serum level of lactate dehydrogenase (LDH) (r = 0.754, P = 0.007), and β(2)-MG(r = 0.716, P = 0.013). The ratio of Notch1 on the membrane of CD38(+)CD138(+) plasma cells of MM patients who had renal dysfunction was correlated to their abnormal serum creatinine levels. The expression of Notch1 on CD38(+)CD138(+) plasma cells from 17 MM patients who received VD (bortezamib and dexamethasone) chemotherapy was correlated to the ratio of plasma cell reduction after the first VD chemotherapy (r = 0.842, P = 0.000).
CONCLUSIONThe expression of Notch1 on the membrane of CD38(+)CD138(+) plasma cells of MM patients was significantly higher than those of CD38(+)CD138(-) plasma cells of MM patients and controls. Notch1 overexpressed plasma cells were sensitive to the early VD therapy, and correlated to the progression and long term outcome of MM.
ADP-ribosyl Cyclase 1 ; immunology ; Adult ; Aged ; Aged, 80 and over ; Bone Marrow ; metabolism ; Case-Control Studies ; Cell Count ; Female ; Humans ; Male ; Middle Aged ; Multiple Myeloma ; immunology ; metabolism ; Plasma Cells ; immunology ; metabolism ; Prognosis ; Receptor, Notch1 ; metabolism ; Syndecan-1 ; immunology
10.Tumor-associated macrophages: a novel potential target for cancer treatment.
Zhi-qiang YUE ; Yu-ping LIU ; Jun-shan RUAN ; Liang ZHOU ; Yin LU
Chinese Medical Journal 2012;125(18):3305-3311
Special emphasis about cancer metastasis was concentrated on tumor cells themselves, and we usually considered the ability of migration and invasion was the final decider. Recently, bewaring of tumor microenvironment is a fundamental determinant in metastasis has become the most outstanding breakthrough. Considerable "microbes" in the microenvironment are closely linked with tumor metastatic behaviors, and the major proportion of them is tumor-associated macrophages (TAMs). Actually, TAMs conserve immediate "cross-talk" with cancer cells throughout tumor development. It is generally accepted that TAMs have mostly pro-tumoral functions and play an important role in several stages of tumor progression. This progression involves a series of events that leads from the primary site to the metastatic site, including tumor cell growth, angiogenesis, migration, invasion, intravasation and finally extravasation at distant site where the process begins again (metastasis). Thereby, TAMs has attracted substantial attentions in recent years and could become a promising therapeutic strategy. In this review, we focus on the multi-functions of TAMs in cancer and certain drugs targeting TAMs for cancer treatment those are under experimental research procedures or have even been entered human clinical tests.
Animals
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Gene Expression Regulation, Neoplastic
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Humans
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Macrophages
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metabolism
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Neoplasms
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pathology
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Neovascularization, Pathologic
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metabolism
;
pathology


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