Classifying Syndromes in Chinese Medicine Using Multi-label Learning Algorithm with Relevant Features for Each Label

Objective

To develop an effective Chinese Medicine (CM) diagnostic model of coronary heart disease (CHD) and to confifirm the scientifific validity of CM theoretical basis from an algorithmic viewpoint.

Methods

Four types of objective diagnostic data were collected from 835 CHD patients by using a self-developed CM inquiry scale for the diagnosis of heart problems, a tongue diagnosis instrument, a ZBOX-I pulse digital collection instrument, and the sound of an attending acquisition system. These diagnostic data was analyzed and a CM diagnostic model was established using a multi-label learning algorithm (REAL).

Results

REAL was employed to establish a Xin (Heart) qi defificiency, Xin yang defificiency, Xin yin defificiency, blood stasis, and phlegm fifive-card CM diagnostic model, which had recognition rates of 80.32%, 89.77%, 84.93%, 85.37%, and 69.90%, respectively.

Conclusions

The multi-label learning method established using four diagnostic models based on mutual information feature selection yielded good recognition results. The characteristic model parameters were selected by maximizing the mutual information for each card type. The four diagnostic methods used to obtain information in CM, i.e., observation, auscultation and olfaction, inquiry, and pulse diagnosis, can be characterized by these parameters, which is consistent with CM theory.

     

Text Mining of Rheumatoid Arthritis and Diabetes Mellitus to Understand the Mechanisms of Chinese Medicine in Different Diseases with Same Treatment

Objective

To identify the commonalities between rheumatoid arthritis (RA) and diabetes mellitus (DM) to understand the mechanisms of Chinese medicine (CM) in different diseases with the same treatment.

Methods

A text mining approach was adopted to analyze the commonalities between RA and DM according to CM and biological elements. The major commonalities were subsequently verified in RA and DM rat models, in which herbal formula for the treatment of both RA and DM identified via text mining was used as the intervention.

Results

Similarities were identified between RA and DM regarding the CM approach used for diagnosis and treatment, as well as the networks of biological activities affected by each disease, including the involvement of adhesion molecules, oxidative stress, cytokines, T-lymphocytes, apoptosis, and inflammation. The Ramulus Cinnamomi-Radix Paeoniae Alba-Rhizoma Anemarrhenae is an herbal combination used to treat RA and DM. This formula demonstrated similar effects on oxidative stress and inflammation in rats with collagen-induced arthritis, which supports the text mining results regarding the commonalities between RA and DM.

Conclusion

Commonalities between the biological activities involved in RA and DM were identified through text mining, and both RA and DM might be responsive to the same intervention at a specific stage.

     

Chinese Medicine for Outcomes in Colorectal Cancer Patients: A Retrospective Clinical Study

Objective: To investigate the effect of Chinese medicine(CM) on survival of patients with stage Ⅱ and Ⅲ colorectal cancer(CRC). Methods: A total of 295 patients who received chemotherapy were assigned to Group 1. The other 171 patients received the same chemotherapy treatment combined with the usage of CM Jianpi Jiedu Formula(健脾解毒方, JPJD) for more than 3 months(Group 2). Patients' survival time, relapse and metastasis, and cause of death were observed. Cox proportional hazard regression models were established for the analysis of the effect of independent factors on the survival prognosis of patients with CRC. Results: The survival rate of patients in Group 2 was higher than that of Group 1(P0.05). Compared with Group 1, the mean survival time was prolonged by 5.594 months and the median survival time was prolonged by 6 months in Group 2(P=0.004). Cox regression analysis indicated that CM combined with chemotherapy provided significant protective effect, as observed with the improvements in the survival rates of CRC patients(P0.01). Conclusion: CM can improve the survival rate in patients with stage Ⅱ and Ⅲ CRC.     

Key Symptoms Selection for Two Major Syndromes Diagnosis of Chinese Medicine in Chronic Hepatitis B

Objective

To identify key symptoms of two major syndromes in chronic hepatitis B (CHB), which can be the clinical evidence for Chinese medicine (CM) doctors to make decisions.

Methods

Standardization scales on diagnosis for CHB in CM were designed including physical symptoms, tongue and pulse appearance. The total of 695 CHB cases with dampness-heat (DH) syndrome or Pi (Spleen) deficiency (SD) syndrome were collected for feature selection and modeling, another 275 CHB patients were collected in different locations for validation. Key symptoms were selected based on modified information gain (IG), and 5 classifiers were applied to assist with models training and validation. Classification accuracy and area under receiver operating characteristic curves (AUC) were evaluated.

Results

(1) Thirteen DH syndrome key symptoms and 13 SD syndrome key symptoms were selected from original 125 symptoms; (2) The key symptoms could achieve similar or better diagnostic accuracy than the original total symptoms; (3) In the validation phase, the key symptoms could identify syndromes effectively, especially in DH syndrome, which average prediction accuracy on 5 classifiers could achieve 0.864 with the average AUC 0.772.

Conclusion

The selected key symptoms could be simple DH and SD syndromes diagnostic elements applied in clinical directly. (Registration N0.: ChiCTR-DCC-10000759)

     

Appraisal of the Quality and Contents of Clinical Practice Guidelines for Hypertension Management in Chinese Medicine: A Systematic Review

Objective: To evaluate the quality and consistency of recommendations in the clinical practice guidelines(CPGs) for hypertension in Chinese medicine(CM). Methods: CM CPGs were identified from 5 electronic databases and hand searches through related handbooks published from January 1990 to December 2013. Three reviewers independently appraised the CPGs based on the Appraisal of Guidelines for Research and Evaluation(AGREE Ⅱ) instrument, and compared the CPGs' recommendations on CM syndrome pattern classification and treatment. Results: Five CM CPGs for hypertension were included. The quality score of the evidence-based(EB) guideline was higher than those of the consensus-based with no explicit consideration of evidence-based(CB-EB) and the consensus-based(CB) guidelines. Three out of five patterns in the CPGs were recommended by the EB guideline. Tianma Gouteng Formula(天麻钩藤复方) in the EB guideline was recommended mostly for hypertension patients with pattern of ascendant hyperactivity of Gan(Liver)-yang and pattern of yin deficiency with yang hyperactivity in the CPGs. Acupuncture and massage were recommended for Grade Ⅰ and Grade Ⅱ hypertension with severe symptoms weakening the quality of life in the EB guideline. For Grade Ⅰ and Grade Ⅱ hypertension, CM could be used alone, while for Grade Ⅲ hypertension, they should be used in combination with Western medicines. Conclusion: The quality of EB guideline was higher than those of CB and CB-EB CPGs in CM for hypertension and CM should be prescribed alone or combined with Western medicines based on the grade of hypertension.     

Relationship between Two Blood Stasis Syndromes and Inflammatory Factors in Patients with Acute Coronary Syndrome

Objective

To investigate the relationship between inflammatory factors and two Chinese medicine (CM) syndrome types of qi stagnation and blood stasis (QSBS) and qi deficiency and blood stasis (QDBS) in patients with acute coronary syndrome (ACS).

Methods

Sixty subjects with ACS, whose pathogenesis changes belongs to qi disturbance blood stasis syndrome, were divided into 2 groups: 30 in the QSBS group and 30 in the QDBS group. The comparative analysis on them was carried out through comparing general information, coronary angiography and inflammatory factors including intracellular adhesion molecule-1 (ICAM-1), chitinase-3-like protein 1 (YKL-40) and lipoprotein-associated phospholipase A2 (Lp-PLA2).

Results

Compared with the QSBS group, Lp-PLA2 and YKL-40 levels in the QDBS group showed no-significant difference (P>0.05); ICAM-1 was significantly higher in the QDBS group than in the QSBS group in the pathological processes of qi disturbance and blood stasis syndrome of ACS (P<0.05).

Conclusions

Inflammatory factor ICAM-1 may be an objective basis for syndrome typing of QSBS and QDBS, which provides a research direction for standardization research of CM syndrome types.

     

Preliminary Research on Syndrome Types of Chinese Medicine in Children with Primary Nephrotic Syndrome

Objective

To provide an objective reference for the syndrome types of Chinese medicine (CM) associated with pediatric primary nephrotic syndrome (PNS).

Methods

A cross-sectional study was performed. Data on clinical symptoms, CM syndrome types, biochemical indices, and medications used were collected from 98 children with PNS. Then, the correlation between CM syndromes and biochemical indices, as well as medications used, was analyzed.

Results

The four most common symptoms in children with PNS were brown urine, red tongue, excessive sweating, and swelling of the face and limbs. The syndromes of qi deficiency of Fei (Lung) and Shen (Kidney) (FSQD) and yin deficiency of Gan (Liver) and Shen (GSYD) were the most common main CM syndrome types. FSQD syndrome score correlated significantly with the total cholesterol level, urine protein/creatinine ratio, and urine IgG and albumin levels (P<0.01 or P<0.05). The use of maintenance glucocorticoids combined with immunosuppressive agents correlated with FSQD syndrome, and the use of maintenance glucocorticoids alone correlated with GSYD syndrome (P<0.05).

Conclusion

Two of the most common CM syndrome types were FSQD and GSYD syndromes. FSQD syndrome may be caused by some factors related to lipid levels, protein loss, and the use of immunosuppressive agents. The use of maintenance glucocorticoids may cause GSYD syndrome

     

Three generations of matrilineal excess of birth defects in Irish families with neural tube defects

Background

Neural tube defects (NTDs) and birth defects overall are more likely to occur among maternal compared to paternal relatives in two generations (uncles/aunts and first cousins) of Irish families where an individual has been born with an NTD.

Aims

The aim of this study was to determine if the matrilineal excess persisted into the third generation.

Methods

First cousins were interviewed about their pregnancy outcomes and their offsprings’ health.

Results

Maternal first cousins once removed (FCOR) were more likely to have birth defects than paternal FCOR: 6.7 versus 3.5% (adjusted odds ratio 1.49, 95% CI 0.57, 3.89). No NTDs occurred. Folic acid supplementation significantly reduced the risk of birth defects (P = 0.04).

Conclusions

This study demonstrates an excess of birth defects among maternal relatives in three consecutive generations of NTD families, and supports the hypothesis that an underlying mechanism links distant maternal relatives in at least some NTD families.

     

Is Chinese Herbal Medicine Effective for Elderly Isolated Systolic Hypertension? A Systematic Review and Meta-Analysis

Objective: To study the efficacy of Chinese medicine (CM) on isolated systolic hypertension. Methods: Seven electronic databases were searched for randomized controlled trials (RCTs) published until August 2015. Subgroup analyses and meta-analysis were performed to assess the efficacy and safety of the included studies. Results: A total of 24 studies, including 2,096 patients (1,058 patients in the intervention group and 1,038 in the control group), were evaluated in the final analysis. Compared with a conventional therapy used alone, CM as additional intervention was more effective on systolic blood pressure [mean difference (MD)=–0.66, 95% confidence interval (CI)=(–0.97, –0.36), P<0.00001] and significantly diminished the pulse pressure [MD=–7.49, CI=(–12.69, –2.29), P<0.00001]. However it showed no additional benefit on diastolic blood pressure [MD=1.16, CI=(0.02, 2.29), P=0.87]. Adverse events were not explicitly reported in most RCTs. Conclusions: CM might be a promising approach for the elderly with isolated systolic hypertension, while the evidence for CM employed alone was insufficient. Considering the inherent limitations of the included studies, larger high-quality RCTs with extensive follow-up should be performed to validate our findings in the future.     

Stationary Treatment Compared with Individualized Chinese Medicine for Type 2 Diabetes Patients with Microvascular Complications: Study Protocol for a Randomized Controlled Trial

Background

Microvascular complications in type 2 diabetes (T2DM), including diabatic retinopathy (DR), diabetic kidney disease (DKD), diabetic peripheral neuropathy (DPN) are the leading causes of visual loss, end-stage renal disease or amputation, while the current therapies are still unsatisfactory. Chinese medicine (CM) has been widely used for treating diabetic mellitus. However, most of the previous studies focused on the single complication. The role of CM treatment in T2DM patients with 2 or multiple microvascular complications is not clear.

Objective

To appraise the curative effect of CM in T2DM patients with 2 or multiple microvascular complications, and to compare the effects of stationary treatment and individualized treatment in T2DM patients with microvascular complications.

Methods

This trial will be an 8-center, randomized, controlled study with 8 parallel groups. A total of 432 patients will be randomized to 8 groups: DR study group (32 cases) and a corresponding control group (32 cases), DR+DKD study group (64 cases) and a corresponding control group (64 cases), DR+DPN study group (64 cases) and a corresponding control group (64 cases), DR+DKD+DPN study group (56 cases) and a corresponding control group (56 cases). The control group will receive stationary treatment, and the study group will receive individualized treatment based on CM syndrome differentiation in addition to stationary treatment. The study duration will be 50 weeks, comprising a 2-week run-in period, 24 weeks of intervention, and 24 weeks of follow-up. The outcomes will assess efficacy of treatment, improvement in CM symptoms, safety assessments, adherence to the treatment, and adverse events.

Conclusion

This study will provide evidence of evidence-based medicine for CM treatment in two or multiple microvascular complications caused by T2DM. (Registration No. ChiCTR-IPR-15007072)

     

Unravelling the genome: a review of molecular genetic research in schizophrenia

Background

Schizophrenia is a common and complex mental illness that affects approximately 1% of the population worldwide. Despite intensive research over the years, the aetiology and pathogenesis of schizophrenia is poorly understood. However, it has long been recognised that schizophrenia is highly familial suggesting a possible genetic aetiology.

Aim

To review recent molecular genetic research in schizophrenia.

Methods

Medline and Embase search.

Results

Over the past decade, with the completion of the Human Genome Project, molecular genetic research has now identified a number of genes that are very likely to predispose to schizophrenia.

Conclusion

This article discusses the methodologies that have been used to identify schizophrenia susceptibility genes and provides a review of recently identified genes thought to play a role in the pathogenesis of this illness.

     

Comprehensive Treatment with Chinese Medicine in Patients with Advanced Non-Small Cell Lung Cancer: A Multicenter, Prospective, Cohort Study

Objective: To determine whether additional Chinese medicine(CM) could prolong survival and improve the quality of life(QOL) in patients with advanced non-small cell lung cancer(NSCLC) compared with Western medicine(WM) alone. Methods: This was a multicenter, prospective cohort study. A total of 474 hospitalized patients with stage Ⅲ–Ⅳ NSCLC were recruited and divided into 2 groups. Patients in the WM group received radiotherapy, chemotherapy, and optimal supportive therapy according to the National Comprehensive Cancer Network(NCCN) guidelines. In the integrative medicine(IM) group, individualized CM(Chinese patent medicines and injections) and WM were administered. The primary end point was overall survival, and the secondary end points were time to disease progression, adverse events, and QOL. Follow-up clinical examinations and chest radiography were performed every 2 months. Results: The median survival was 16.60 months in the IM group and 13.13 months in the WM group(P0.01). The incidences of loss of appetite, nausea, and vomiting in the IM group were significantly lower than those in the WM group(P0.05). The QOL based on Functional Assessment of Cancer Therapy-Lung in the IM group was markedly higher than that in the WM group at the fourth course(P0.05). Conclusions: Additional CM may prolong survival and improve the QOL patients with NSCLC. The adverse effects of radio-and chemotherapy may be attenuated as CM is used in combination with conventional treatments.     

Different Survival Benefits of Chinese Medicine for Pancreatic Cancer: How to Choose?

Objective:To assess the efficacy of Chinese medicine(CM) on patients with pancreatic cancer(PC) in a retrospective population-based study.Methods:Between January 1,2013,and August 30,2016,according to whether received Western medicine treatment,the patients were included into either integrative medicine(IM) group or CM group.All enrolled patients were orally administrated with Gexia Zhuyu Decoction(膈下逐瘀汤) or Liujun Ermu Decoction(六君二母汤) by syndrome differentiation,twice a day,last for at least 2 months.The primary end point was overall survival(OS).Results:A total of 174 patients with PC were enrolled in this study.In stage Ⅰ/Ⅱ,the median OS was 20.5 months in the IM group [95% confidence interval(CI),12.499 to 28.501] and 11.17 months in the CM group(95% CI,5.160 to 17.180,P=0.015).The 1-and 2-year survival rates for the two groups were 47.0%,40.0% and 21.0%,21.0%,respectively.In stage Ⅲ/Ⅳ,median OS was 13.53 months(95% CI,8.665 to 18.395) in the IM group versus 6.4 months(95% CI,0.00 to 15.682) in the CM group,respectively(P=0.32).The 1-and 2-year survival rate for the IM and CM groups were 27.0%,7.0% and 20.0%,2.0%,respectively.Conclusions:Intervention of CM contributes to the different survival benefits for PC in different stages.Multimodality treatment might be a promising strategy for PC patients in early stage.While,in advanced stage,CM might be an alternative candidate for PC patients.     

Advantages of Chinese Medicine for Patients with Acquired Immunodeficiency Syndrome in Rural Central China

Objective

To analyze the effect of Chinese medicine (CM) on mortality and quality of life (QOL) of acquired immunodefificiency syndrome (AIDS) patients treated with combined antiretroviral therapy (cART).

Methods

A random sample of AIDS patients enrolled in the National Chinese Medicine Treatment Trial Program (NCMTP) that met the inclusion criteria was included in this study. NCMTP patients were included as the CM+cART group, and those not in the NCMTP were included as the cART group. Survival from September 2004 to September 2012 was analyzed by retrospective cohort study. QOL was analyzed by cross-sectional study.

Results

The retrospective cohort study included 528 AIDS patients, 322 in the CM+cART group and 206 in the cART group. After 8 years, the mortality in the CM+cART group was 3.3/100 person-years, which was lower than the cART group of 5.3/100 person-years (P<0.05). The hazard ratio (HR) for mortality in the cART group was 1.6 times that of the CM+cART group by Cox proportional hazard model analysis. After controlling for gender, age, marital status, education, and CD4⁺ T-cell count, the HR was 1.9 times higher in the cART group compared with the CM+cART group (P<0.05). The cross-sectional study investigated 275 AIDS patients. The mean scores of all QOL domains except spirituality/personal beliefs were higher in the CM+cART group than in the cART group (P<0.05).

Conclusions

For AIDS patients, CM could help to prolong life, decrease mortality, and improve QOL. However, there were limitations in the study, so prospective studies should be carried out to confifirm our primary results.

     

An Ethical Evaluation Index System for Clinical Approval of Medical Technology in China: A Structural Equation Model Study

Objective

To construct a quantitative ethical evaluation index system for the clinical approval of medical technology in China.

Methods

Exploratory factor analysis (EFA) and first-order confirmatory factor analysis (CFA) based on a structure equation model (SEM), higher-order CFA and normalisation were used to establish an ethical evaluation index system for the clinical approval of medical technology. Data were processed in SPSS 13.0 and Lisre l5.3.

Results

There were 52 third class indices, 15 second class indices, and 3 first class indices in this ethical evaluation index system. The weight of each index was calculated by normalisation.

Conclusion

This study developed a three-level ethical evaluation index system, comprising 70 indices, for the clinical approval of medical technology.

     

Clinical Presentation and Treatment Strategies for Ulcerative Colitis: A Retrospective Study of 247 Inpatients

Objective

Complementary and alternative medicine, particularly herbal therapy, is widely used by patients with ulcerative colitis (UC), but controlled data are limited. To describe the clinical presentation and treatment strategies for UC in inpatients from Shanghai, China and to improve the therapeutic outcomes for patients with UC.

Methods

Medical records from 247 patients with UC who were admitted to Longhua Hospital Affifiliated to Shanghai University of Traditional Chinese Medicine between January 2008 and June 2013 were analyzed for gender, age, course of the disease, clinical type, extent and severity of the disease, treatment strategies, and therapeutic outcomes.

Results

Gender ratios and disease onset of inpatients with UC in the Shanghai area were consistent with other reports in the literature. In contrast to previous studies, most patients exhibited disease of the left colon, over half of the patients had problems of the rectum or sigmoid colon, and most patients had either mild or moderate UC. Comparison of Sutherland Disease Actirity Index scores for patients treated with Chinese medicine (CM) and those treated with integrated CM and Western medicine revealed signifificant reductions in scores for both groups after treatment (P<0.01), with no signifificant difference in therapeutic effects between groups (P=0.938).

Conclusions

Herbal medicine has been widely used in patients with mild to moderate disease and as adjunct therapy in patients with moderate to severe disease. Therefore, the strategy was proposed for the treatment of UC with CM therapy based on 2 steps according to the stage of the disease, even in the clinical setting.

     

Construction-related eye injuries in Irish nationals and non-nationals: attitudes and strategies for prevention

Background

Construction-related ocular injuries are an important cause of vision loss but few studies on the incidence, epidemiology and nature of these injuries exist.

Aims

Due to the perceived increase in occupation-related eye injuries in non-nationals we aimed to investigate the nature of such injuries presenting to a single eye unit over a two-month period.

Methods

One hundred and fifty-five patients presenting to the accident and emergency department with construction related ocular injury were examined.

Results

Of 155 patients, 80 were Irish and 75 non-national, of whom 60, 21.3 and 6.7% were Polish, Lithuanian and Romanian, respectively. Common causative factors included hammering, grinding, drilling and splash injury. Average rate of eyewear protection usage was 35%, with attendance at safety courses highest in Irish nationals. A penetrating eye injury rate of 4.9% overall was observed, all in non-nationals.

Conclusion

Construction related ocular injury is a serious cause of visual loss in non-nationals. Greater adherence to safety regulations and training is required.

     

Prevalence and Determinants of Traditional, Complementary and Alternative Medicine Provider Use among Adults from 32 Countries

Objective: To estimate recent prevalence data(2011–2013) on traditional,complementary and alternative medicine(TCAM) provider use and sociodemographic and health related correlates in nationally representative population samples from 32 countries from all world regions.Methods: This secondary analysis was based on the International Social Survey Program(ISSP),2011–2013,Health and Health Care Module.In a cross-sectional population-based survey(N=52,801),simple or multi-stage stratified random sampling was used,resulting in representative samples of the adult population of respective countries.Results: Overall,the 12-month TCAM provider use prevalence was 26.4%,ranging from under 10% in Bulgaria,Poland and Slovenia to over 50% in China mainland,the Philippines and Republic of Korea.Over 80% TCAM treatment satisfaction was found in Europe in Denmark,Slovenia,Spain and Switzerland,in Asia in Taiwan(China) and USA.Multivariate logistic regression found sociodemographic variables(middle age,female sex,lower educational status,not having a religious affiliation,and lower economic indicators) and health variables(perceived poor or fair health status,being unhappy and depressed,having a chronic condition or disability,and having positive attitudes towards TCAM) were associated with TCAM provider use.Conclusions: A high prevalence TCAM provider use was found in all world regions and several sociodemographic and health related factors of its use were identified.     

Adjuvant Effects of Fermented Red Ginseng Extract on Advanced Non-Small Cell Lung Cancer Patients Treated with Chemotherapy

Objective

To investigate the adjuvant therapeutic effects of fermented red ginseng (FRG) extract on non-small cell lung cancer (NSCLC) patients treated with chemotherapy.

Methods

A total of 60 patients with advanced NSCLC were divided into two groups using a random number table, i.e., the gemcitabine plus cisplatin (GP) chemotherapy alone group (26 patients) and the FRG + GP chemotherapy group (34 patients), for 60-day treatment. Patients were then assessed according to the Fatigue Symptom Inventory, Chinese medicine symptoms score, Self-Rating Anxiety Scale, Self-Rating Depression Scale, Karnofsky Performance Status Scale, and Functional Assessment of Cancer Therapy-Lung. In addition, chemotherapy toxicity and tumor biomarkers were measured.

Results

For NSCLC patients after chemotherapy, FRG extract significantly improved the FSI score, CM symptoms score, psychological status, physical conditions, and quality of life and reduced chemotherapy toxicity, but the expression levels of carcinoembryonic antigen, cytokeratin-19 fragments, and neuron-specific enolase were not significantly different between the chemotherapy alone and the FRG + chemotherapy groups or between pre- and post-treatments.

Conclusions

This study demonstrated that FRG extract had an adjuvant effect on advanced NSCLC patients treated with chemotherapy. Further studies with a larger sample size will verify the current findings.