1.Clinical Characteristics and Influencing Factors of Rheumatoid Arthritis in Patients with Cold Dampness Obstruction Syndrome
Yanyu CHEN ; Yanqi LI ; Longxiao LIU ; Liubo ZHANG ; Tianyi LAN ; Nan ZHANG ; Cheng XIAO ; Yuan XU ; Qingwen TAO
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(3):140-146
ObjectiveTo study the clinical characteristics and influencing factors of rheumatoid arthritis (RA) in the patients with cold dampness obstruction syndrome. MethodsThe RA patients treated in the Department of Traditional Chinese Medicine and Rheumatology of the China-Japan Friendship Hospital from August 2022 to June 2024 were selected. The demographic information, clinical data, laboratory test results, and traditional Chinese medicine (TCM) symptom information were collected for syndrome differentiation, on the basis of which the characteristics and influencing factors of cold dampness obstruction syndrome were analyzed. ResultsA total of 258 RA patients were selected in this study, including 88 (34.1%) patients with cold dampness obstruction syndrome, 53 (20.5%) patients with dampness and heat obstruction syndrome, 31 (12.0%) patients with wind dampness obstruction syndrome, 29 (11.2%) patients with liver-kidney deficiency syndrome, 19 (7.4%) patients with Qi-blood deficiency syndrome, 14 (5.4%) patients with phlegm-stasis obstruction syndrome, 15 (5.8%) patients with stasis obstructing collateral syndrome and 9 (3.5%) patients with Qi-Yin deficiency syndrome. The patients were assigned into two groups of cold dampness obstruction syndrome and other syndromes. The group of cold dampness obstruction syndrome had lower joint fever, 28-tender joint count (TJC28), and 28-joint disease activity score (DAS28)-C-reactive protein (CRP) and higher central sensitization, cold feeling of joints, fear of wind and cold, cold limbs, and abdominal distention than the group of other syndromes (P<0.05). The binary logistic regression analysis showed that central sensitization (OR 5.749, 95%CI 2.116-15.616, P<0.001) and DAS28-CRP (OR 0.600, 95% CI 0.418-0.862, P=0.006) were the independent factors influencing cold dampness obstruction syndrome in RA. ConclusionCold dampness obstruction syndrome is a common syndrome in RA patients. It is associated with central sensitization, cold feeling of joints, abdominal distension and may be a clinical syndrome associated with central sensitization.
2.Prediction of postoperative progression-free survival in patients with endometrial cancer based on MRI radiomics nomogram
Caihong LIANG ; Ling LIU ; Xiaodong JI ; Lixiang HUANG ; Yujiao ZHAO ; Cheng ZHANG ; Luyang MA ; Yanqi ZHOU ; Wen SHEN
Journal of Practical Radiology 2024;40(7):1116-1120
Objective To investigate the clinical application value of MRI Radiomics score(Radscore)combined with clinicopatho-logical features in predicting postoperative progression-free survival(PFS)of patients with endometrial cancer(EC).Methods A total of 127 patients with EC were selected.The radiomic features of the lesions were extracted from T2 WI,diffusion weighted imaging(DWI)and apparent diffusion coefficient(ADC)images.The features were screened by random forest model and Radscore was calcu-lated.Simultaneously,clinical and pathological characteristics of patients were collected and incorporated,and multivariate Cox regression analysis was used to screen the risk factors related to PFS.The MRI Radscore and clinicopathological features were mapped to the nomogram,and the performance of nomogram was evaluated by receiver operating characteristic(ROC)curve and calibration curve.Results Multivariate Cox regression analysis showed that progesterone receptor(PR),human epididymis protein 4(HE4)and MRI Radscore were independent risk factors for predicting PFS in patients with EC(P<0.05).The area under the curve(AUC)of the predicted PFS at 1,3 and 5 years after surgery were 0.91,0.804 and 0.776,respectively.Calibration curves showed that nomogram had a good fit in predicting PFS in patients with EC 1,3 and 5 years after surgery.Conclusion The nomogram con-structed based on multi-sequence MRI Radscore and clinicopathological features has favorable accuracy and stability in predicting postoperative PFS in individuals diagnosed with EC.
3.Clinical application of non-incision removal of tunneled cuffed catheter
Yanqi YIN ; Rong XU ; Xuyang CHENG ; Lijun LIU ; Damin XU ; Xizi ZHENG ; Qizhuang JIN
Chinese Journal of Nephrology 2022;38(7):577-582
Objective:To explore the effectiveness and complications of non-incision removal of tunneled cuffed catheter (TCC).Methods:The clinical characteristics, surgical plans and complications of patients with TCC removal in the Renal Division of Peking University First Hospital from January 1, 2015 to December 31, 2020 were collected and analyzed retrospectively. The patients were divided into non-incision removal group and traditional incision removal group. The clinical characteristics, procedure success rate, procedural duration and complications were compared between the two groups.Results:A total of 349 patients were included in this study, for whom 368 catheter removal procedures were performed, including 286 procedures in the non-incision removal group, 75 procedures in the traditional incision removal group, and 7 procedures without records of surgical plans. There was no significant difference in age, sex, basic kidney diseases and catheter remaining time and location between the two groups (all P>0.05). Two procedures in the non-incision removal group and 1 procedure in the traditional incision removal group failed respectively, and there was no significant difference in the procedure success rate between the two groups (99.3% vs 98.7%, χ2=0.290, P=0.590). The procedural duration in the non-incision removal group was lower than that in the traditional incision removal group [(5.36±1.70) min vs (17.55±3.28) min, t=44.198, P<0.001]. Among the patients who needed TCC exchange, there was no significant difference in the selection of new catheter position between the two groups ( P=0.330). In terms of complications, there were 2 procedures of local hematoma in the non-incision removal group and 1 procedure of infection in the traditional incision removal group, and there was no severe complication in both groups. Conclusions:There was no significant difference in the procedural success rate and complications between non-incision removal group and traditional incision removal group, and non-incision procedure may be superior in reducing the procedure duration and harm less to the patients. Non-incision procedure is a safe and effective method to remove TCC.
4.Impact and mechanism of NEMO binding domain peptide on pulmonary inflammation and apoptosis of lung tissues in mice with acute respiratory distress syndrome
Yahui WANG ; Yanqi WU ; Feng SHEN ; Bo LIU ; Yumei CHENG ; Shuwen LI ; Tianhui HE
Chinese Critical Care Medicine 2021;33(4):410-415
Objective:To investigate the effect of NEMO binding domain peptide (NBDP) on lung inflammation and apoptosis in mice with acute respiratory distress syndrome (ARDS) and its mechanism.Methods:Thirty-six male BALB/c mice were divided into normal saline (NS) control group, ARDS model group, NBDP negative control group and 6, 12 and 18 μg NBDP pretreatment group by random number table method, with 6 mice in each group. ARDS mouse model was reproduced by aerosol inhalation lipopolysaccharide (LPS) 50 μL. An equivalent among of NS was inhaled in NS control group. The mice in NBDP negative control group were inhaled the materials similar to the non-functional NBDP 30 minutes before the aerosol inhalation LPS; 6, 12 and 18 μg of NBDP 50 μL were respectively inhaled in NBDP pretreatment groups. After inhalation of LPS for 6 hours, mice were sacrificed to get lung tissue and observe the degree of pathological injury and edema. Western blotting was used to detect the phosphorylation of nuclear factor-κB (NF-κB) pathway related proteins [NF-κB inhibitor (IκB) kinaseα/β(IKKα/β), IκBα and NF-κB p65; p-IKKα/β, p-IκBα, p-p65] and the expression of caspase-3 in lung tissue. The bronchoalveolar lavage fluid (BALF) was collected and the levels of inflammatory markers such as myeloperoxidase (MPO), interleukins (IL-1β, IL-8), and tumor necrosis factor-α (TNF-α) were detected by enzyme linked immunosorbent assay (ELISA).Results:ARDS model group had severe edema and hemorrhage, alveolar structure destruction, pulmonary hemorrhage and hyaline membrane formation etc. under light microscope, consistent with the pathological characteristics of ARDS lung tissue, suggesting that the ARDS model was successfully reproduced. ELISA showed that MPO, IL-1β, IL-8 and TNF-α levels of BALF in ARDS model group were obviously higher than those in NS control group. There were no significant differences in the above inflammatory indicators between NBDP negative control group and ARDS model group. The levels of MPO, IL-1β, IL-8 and TNF-α in NBDP pretreatment groups were significantly lower than those in ARDS model group in a dose-dependent manner, especially in 18 μg NBDP, the differences were statistically significant as compared with ARDS model group [MPO (ng/L): 393.32±19.35 vs. 985.87±101.50, IL-1β (ng/L): 43.05±5.11 vs. 97.68±10.88, IL-8 (ng/L): 84.64±2.32 vs. 204.00±17.37, TNF-α (ng/L): 229.13±17.03 vs. 546.73±62.72, all P < 0.05]. Western blotting showed that p-IKKα/β, p-IκBα, p-p65 and caspase-3 protein expressions in ARDS model group were significantly higher than those in NS control group. There was no significant difference in above NF-κB pathway and apoptosis-related protein expression between the NBDP negative control group and ARDS model group. The p-IKKα/β, p-IκBα, p-p65 and caspase-3 protein expression in NBDP pretreatment groups were significantly lower than those in ARDS model group in a dose-dependent manner, especially in 18 μg NBDP, the differences were statistically significant as compared with ARDS model group [p-IKKα/β protein (p-IKKα/β/β-actin): 0.15±0.02 vs. 0.42±0.04, p-IκBα protein (p-IκBα/β-actin): 0.10±0.01 vs. 0.93±0.30, p-p65 protein (p-p65/β-actin): 0.22±0.05 vs. 1.37±0.21, all P < 0.05]. Conclusion:NBDP can inhibit inflammatory response and apoptosis in ARDS lung tissue in a dose-dependent manner, and its mechanism is associated with interference NF-κB signaling pathway transduction.
5.Small dose of low molecular weight heparin improves the prognosis of elderly patients with severe pneumonia: a Meta-analysis of 1 173 patients
Huilin YANG ; Hong QIAN ; Feng SHEN ; Bo LIU ; Yanqi WU ; Yumei CHENG ; Guixia YANG ; Xiang LI ; Xinghao ZHENG ; Jincheng QIN ; Shuwen LI ; Tianhui HE
Chinese Critical Care Medicine 2020;32(1):26-32
Objective:To explore the effect of small dose of low molecular weight heparin on the prognosis of elderly patients with severe pneumonia using systematic evaluation method.Methods:Databases including Wanfang data, VIP, CNKI, SinoMed, PubMed, Embase and Cochrane Library were searched for randomized controlled trial (RCT) studies about the comparison of conventional therapy and low molecular weight heparin on prognosis of elderly patients with severe pneumonia from the time of database establishment to August 2019. The patients in conventional treatment group were treated by improving ventilation, anti-infection, eliminating phlegm, relieving asthma and maintaining homeostasis while those in low molecular weight heparin group were subcutaneously injected with low molecular weight heparin of 4 000 U, once a day for 7 days. The patients' main outcomes included the oxygenation index (PaO 2/FiO 2) after 7 days of treatment, duration of mechanical ventilation, mortality in hospital, and secondary outcomes included acute physiology and chronic health evaluation Ⅱ (APACHEⅡ) score and coagulation function after 7 days of treatment, the length of intensive care unit (ICU) stay, and incidence of bleeding. Data extraction and quality evaluation were conducted. The Meta-analysis of included studies that met the quality standards was performed using RevMan 5.3 software. Funnel diagram analysis was used to analyze the parameters with no less than 10 studies enrolled. Results:A total of 14 RCT studies were enrolled involving 1 173 elderly patients with severe pneumonia, among whom 590 received low molecular weight heparin while the other 583 received conventional therapy. All the included studies were well designed and of high quality. The results of Meta-analysis showed that compared with conventional therapy, small dose of low molecular weight heparin significantly elevated PaO 2/FiO 2 after 7 days of treatment [mean difference ( MD) = 19.25, 95% confidence interval (95% CI) was 16.88 to 21.61, P < 0.000 01], shortened the duration of mechanical ventilation ( MD = -48.88, 95% CI was -67.42 to -30.33, P < 0.000 01), and decreased mortality in hospital [odds ratio ( OR) = 0.40, 95% CI was 0.22 to 0.73, P = 0.003] and APACHEⅡ score after 7 days of treatment ( MD = -3.38, 95% CI was -3.94 to -2.83, P < 0.000 01), and shortened the length of ICU stay ( MD = -4.51, 95% CI was -5.75 to -3.27, P < 0.000 01). There was no significant difference in the changes of coagulation parameters after 7 days of treatment or the incidence of bleeding between low molecular weight heparin group and conventional therapy group [7-day thrombin time (TT): MD = 0.57, 95% CI was -0.15 to 1.28, P = 0.12; 7-day prothrombin time (PT): MD = 0.32, 95% CI was -0.35 to 0.98, P = 0.35; 7-day fibrinogen (FIB): MD = -0.17, 95% CI was -0.45 to 0.10, P = 0.22; incidence of bleeding: OR = 0.86, 95% CI was 0.36 to 2.07, P = 0.74]. The funnel diagram showed that there was publication bias of included 10 studies about APACHEⅡ score after 7 days of treatment. Conclusion:Small dose of low molecular weight heparin can improve the prognosis of elderly patients with severe pneumonia and it has no obvious side-effect on coagulation function.
6.Application of artificial intelligence teaching-picture system to improve the bone marrow cell morphological reading ability of clinical medical students
Lei GAO ; Xiangui PENG ; Wucheng YANG ; Yanqi ZHANG ; Cheng ZHANG ; Yao LIU ; Peiyan KONG ; Li GAO ; Shicang YU ; Xi ZHANG
Chinese Journal of Medical Education Research 2020;19(5):569-573
Objective:To explore the effect of artificial intelligence teaching-picture system in training the bone marrow cell morphological reading ability of clinical medical students.Methods:A total of 110 five-year undergraduate students were divided into experimental group (artificial intelligence picture teaching method) and control group (traditional teaching method) in the bone marrow cell morphology reading ability training. On the basis of multimedia teaching, the experimental group was given the teaching by using the bone marrow cell morphology picture storage and transmission system for retrieval, learning and computer adaptive test. Then objective evaluation of image recognition ability and questionnaire were used to compare the teaching effect.Results:The image recognition ability was significantly better in the experimental group than in the control group [(89.6±5.7) vs. (81.4±4.9), P<0.01]. Furthermore, the experimental group showed more obvious advantages in cell morphology recognition [(74.7±4.0) vs. (68.7±4.9)] and diagnosis of hematological diseases [(14.9±3.0) vs. (12.9±2.4)] than the control group (both P<0.01). Questionnaire survey showed that the students expressed their affirmation and support for the artificial intelligence teaching-picture system in the bone marrow cell morphological reading ability training. Conclusion:The application of artificial intelligence teaching-picture system can greatly improve the teaching effect, mobilize students' learning enthusiasm and expand learning resources, which is worthy of further promotion and application.
7.Sevoflurane inhalation sedation could shorten the duration of endotracheal intubation and the total length of hospital stay of critical patients after surgery as compared with propofol intravenous sedation: a Meta-analysis of 537 patients
Yanqi WU ; Yahui WANG ; Feng SHEN ; Bo LIU ; Hong QIAN ; Huiling YANG ; Yumei CHENG ; Guixia YANG ; Xiang LI ; Xinghao ZHENG
Chinese Critical Care Medicine 2019;31(1):44-49
Objective To compare the influence of sevoflurane inhalation sedation and propofol intravenous sedation on duration of endotracheal intubation as well as the length of intensive care unit (ICU) stay and total length of hospital stay in postoperative critical patients.Methods Six databases including CNKI,Wanfang data,PubMed,Embase,Cochrane Library and Web of Science were searched for randomized controlled trials (RCTs) about the influence of sevoflurane inhalation sedation or propofol intravenous sedation on the sedation time,the duration of endotracheal intubation,the length of ICU stay,the total length of hospital stay and the adverse effects rate in postoperative critical patients from the time of database establishment to July 2018.At the same time,the reference materials of included literature were retrieved manually.All literatures were screened by three independent reviewers,and the data extraction and quality evaluation of the included studies were conducted.Meta-analysis was used for RCT that met the quality standards.Results A total of 7 RCT studies were enrolled involving 537 patients who were all transferred into ICU after surgery with trachea cannula.Among the patients,272 received sevoflurane sedation while the other 265 received propofol sedation.All the included studies were well designed and of high quality.The results of Meta-analysis showed that compared with propofol sedation,sevoflurane sedation could significantly shorten the duration of endotracheal intubation [standardized mean difference (SMD) =-0.60,95% confidence interval (95%CI) =-0.88 to-0.31,P < 0.000 1]and the total length of hospital stay (SMD =-0.36,95%CI =-0.61 to-0.12,P =0.003),and lower the cardiac troponin T (cTnT) within 12-24 hours after ICU admission (SMD =-0.61,95%CI =-0.85 to-0.36,P < 0.000 01).There was no significant difference in the sedation time (SMD =-0.07,95%CI =-0.29 to 0.15,P =0.52),the length of ICU stay (SMD =-0.19,95%CI =-0.39 to 0.01,P =0.06),the incidence of nausea and vomiting [odds ratio (OR) =1.19,95%CI =0.61 to 2.32,P =0.61] or incidence of delirium (OR =0.80,95%CI =0.34 to 1.90,P =0.62) between sevoflurane group and propofol group.Conclusions Sevoflurane inhalation sedation may lead to shorter duration of endotracheal intubation and total length of hospital stay,and had better protection for myocardium as compared with propofol intravenous sedation.The above conclusions needed further study to confirm,due to the lack of literature enrolled in this Meta-analysis.
8.Clinical effect of haemoperfusion combined with continuous veno-veno haemofiltration in treatment of paraquat poisoning: a Meta-analysis
Yahui WANG ; Yanqi WU ; Feng SHEN ; Bo LIU ; Hong QIAN ; Huiling YANG ; Yumei CHENG ; Min LIU
Chinese Critical Care Medicine 2019;31(2):214-220
Objective? To?systematically?analyze?the?effect?of?haemoperfusion?(HP)?combined?with?continuous?veno-veno?haemofiltration?(CVVH)?in?the?treatment?of?the?patients?with?paraquat?poisoning?(PQP).? Methods? Words?of?paraquat,?poisoning,?continuous?venous?hemofiltration,?hemoperfusion,?hemodiafiltration?in?Chinese?and?paraquat,?poisoning,?intoxication,?haemofiltration,?continuous?venovenous?haemofiltration,?haemoperfusion?in?English?were?chosen?as?keywords,?the?Chinese?and?English?literatures?about?acute?PQP?treated?with?HP?combined?with?CVVH?published?in?Wanfang?database,?CNKI,?CBM,?VIP?database,?PubMed,?Embase,?Cochrane?Library?were?searched?by?computer,?and?the?retrieval?time?was?from?the?establishment?of?the?database?to?July?2018.?The?experimental?group?was?treated?with?HP?combined?with?CVVH,?while?the?control?group?was?treated?with?HP?alone.?Besides,?the?outcome?indicators?included?mortality,?survival?time?of?dead?patients?(the?patient's?time?from?exposure?to?poison?to?death),?serum?creatinine?(SCr),?alanine?aminotransferase?(ALT),?arterial?partial?pressure?of?oxygen?(PaO2),?and?incidence?of?circulatory?and?respiratory?failure.?The?literature?data?were?extracted?by?two?researchers?independently,?the?quality?of?the?literature?was?evaluated? according?to?the?modified?Jadad?score?table?or?Newcastle-Ottawa?scale?(NOS),?and?the?Meta-analysis?was?carried?out?by?RevMan?5.3?software;?and?the?stability?of?the?results?of?Meta-analysis?was?tested?by?sensitivity?analysis.?Further,?the?publication?bias?was?analyzed?through?drawing?a?funnel?diagram.? Results? Finally,?20?articles?were?included,?with?18?in??Chinese?and?2?in?English.?Among?them,?6?were?randomized?controlled?trial?(RCT)?and?14?were?case-control?studies.?Furthermore,?a?total?of?2?870?patients?were?involved,?with?1?558?in?the?control?group?and?1?312?in?the?experimental?group.?Meta-analysis?showed?that?the?mortality?rate?of?patients?in?the?experimental?group?was?significantly?lower?than?that?in?the?control?group?[odds?ratio?(OR)?=?0.55,?95%?confidence?interval?(95%CI)?=?0.42?to?0.73,?P 0.000?1],?the?patients'?time?from?toxin?exposure?to?death?was?significantly?longer?than?that?in?the?control?group?[standard?mean?difference?(SMD)?=?2.16,?95%CI?=?1.46?to?2.86,?P?0.000?01).?In?the?course?of?treatment,?the?peak?value?of?SCr?in?the?experimental?group?was?significantly?lower?than?that?in?the?control?group?(SMD?=?-0.53,?95%CI?=?-0.65?to?-0.42,?P?0.000?01),?and?the?peak?value?of?ALT?was?also?decreased?(SMD =?-0.72,?95%CI?=?-0.99?to?-0.44,?P?0.000?01).?Besides,?there?was?no?significant?difference?in?PaO2?between?the?two?groups?on?the?3rd?day?of?treatment?(SMD =?0.15,?95%CI?=?-0.19-0.49,??P?=?0.40),?but?on?the?7th?day,?PaO2?in?the?experimental?group?was?significantly?higher?than?that?in?the?control?group?(SMD?=??0.23,?95%CI =?0.29?to?0.98,?P?=?0.000?3).?Furthermore,?the?incidence?of?circulatory?failure?in?the?experimental?group?was?significantly?lower?than?that?in?the?control?group?(OR =?0.26,?95%CI?=?0.19?to?0.37,?P?0.000?01),?but?the?incidence?of?respiratory?failure?was?significantly?higher?than?that?in?the?control?group?(OR =?4.14,?95%CI?=?3.00?to?5.72,?P?0.000?01).?The?influence?of?heterogeneity?on?statistical?results?was?excluded?in?the?sensitivity?analysis,?and?funnel?plot?diagram?was?applied?to?indicate?the?publication?bias?of?mortality?and?survival?time?of?the?dead?patients.? Conclusion? Combined?with?HP?alone,?HP?combined?with?CVVH?could?better?improve?liver?and?kidney?function?and?oxygenation?state?of?PQP?patients,??reduce?the?incidence?of?early?circulatory?failure,?prolong?the?survival?time?and?reduce?the?death?rate?of?PQP?patients.
9. Xuebijing improves clinical prognosis and reduces mortality in patients with acute paraquat poisoning: a Meta-analysis included 1 429 patients
Hong QIAN ; Bo LIU ; Feng SHEN ; Yanqi WU ; Huilin YANG ; Yumei CHENG ; Guixia YANG ; Xiang LI ; Xinghao ZHENG ; Jincheng QIN ; Shuwen LI ; Tianhui HE
Chinese Critical Care Medicine 2019;31(11):1416-1422
Objective:
To explore the therapeutic effect of Xuebijing on patients with acute paraquat poisoning (APP) by using systematic evaluation method.
Methods:
PubMed, Cochrane Library, Embase, Wanfang database, China National Knowledge Infrastructure (CNKI), VIP database (VIP) and China Biology Medicine (CBM) were searched using the computers to find the literatures published about the Xuebijing injection for the treatment of APP. Randomized controlled trials (RCT) were retrieved from the establishment of the database to August 2019. Patients in experimental group were treated with Xuebijing injection combined with conventional treatment, while the patients in control group were only given conventional treatment. The patients' outcome included the 14-day mortality, arterial oxygen saturation (SaO2) and incidence of pulmonary fibrosis. In addition, the 6-month survival rate, alanine aminotransferase (ALT), serum creatinine (SCr), C-reactive protein (CRP), tumor necrosis factor-α (TNF-α), malondialdehyde (MDA) and superoxide dismutase (SOD) between the two groups were compared. The literature data were extracted by two researchers independently, and the quality of the literatures was evaluated according to the Cochrane 5.1 handbook. The Meta-analysis was performed by using RevMan 5.3 software. The results stability of Meta-analysis was tested by sensitivity analysis. The publication bias was analyzed through drawing of funnel diagram.
Results:
Twenty-seven RCT studies in total were enrolled, of which 26 were in Chinese and 1 was in English. A total of 1 429 patients were enrolled, among whom 726 were in experimental group and another 703 were in control group. Meta-analysis showed that compared with the control group, the 14-day mortality [relative risk (
10.Effects of different wavelet filters on correlation and diagnostic performance of radiomics features.
Zixuan CHENG ; Yanqi HUANG ; Xiaomei HUANG ; Xiaomei WU ; Changhong LIANG ; Zaiyi LIU
Journal of Central South University(Medical Sciences) 2019;44(3):244-250
To investigate the effects of different wavelet filters on correlation and diagnostic performance of radiomics features.
Methods: A total of 143 colorectal cancer (CRC) patients (64 positive in lymph node metastasis and 79 negative) with contrast-enhanced CT examination were recruited. After labeling the tumor area by experienced radiologists, radiomics wavelets features based on 48 different wavelets were extracted using in-house software coded by Matlab. The correlation coefficients of the features with same names between different wavelets were calculated and got the distribution of high-correlation features between each wavelet. The least absolute shrinkage and selection operator (LASSO) was used to build signatures between lymph node metastasis and wavelet features data set based on different wavelets. The numbers of features in signatures and diagnostic performance were compared using Delong's test.
Results: With the difference of wavelet order increased, the number of high-correlation features between two wavelets decreased. Some features were prone to high correlation between different wavelets. When building radiomics signature based on single wavelet, signatures built from 'rbio2.2', 'sym7' and 'db7' did well in predicting lymph node metastasis. The signature based on Daubechies wavelet feature set had the highest performance in predicting lymph node metastasis, while the signature from Biorthogonal wavelet features was worst. Improvement was significant in diagnostic performance after excluding the high-correlation features in the whole features set (P=0.004).
Conclusion: In order to reduce the data redundancy of features, it is recommended to select wavelets with large differences in wavelet orders when calculating radiomics wavelet features. It is necessary to remove high correlation features for improving the diagnostic performance of radiomics signature.
Colorectal Neoplasms
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Humans
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Lymphatic Metastasis
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Retrospective Studies

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