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Decision Tree-Based Body Constitution Diagnosis System for Traditional Chinese Medicine. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE 2022; 2022:5560087. [PMID: 35295930 PMCID: PMC8920620 DOI: 10.1155/2022/5560087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/06/2021] [Revised: 01/05/2022] [Accepted: 01/17/2022] [Indexed: 12/03/2022]
Abstract
This study aimed to establish a method for fast and accurate determination of body constitution types from the body constitution questionnaire (BCQ) by employing a decision tree model. The model was trained for 4 classes, namely, Yin-Xu, Yang-Xu, Phlegm and Blood Stasis, and Normal, and it achieved 67% accuracy for the testing dataset. The model also reduced the required number of BCQ questions from 44 to 3–6, depending on the responses. Lastly, we developed the Traditional Chinese Medicine (TCM) body constitution online diagnosis system using our model to collect data digitally and use it more practically and efficiently. This system can assist doctors to improve the diagnosis and treatment in TCM practice.
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Mao Z, Ahmed S, Graham C, Kind P. The Unfolding Method to Explore Health-Related Quality of Life Constructs in a Chinese General Population. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2021; 24:846-854. [PMID: 34119083 DOI: 10.1016/j.jval.2020.12.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Revised: 10/29/2020] [Accepted: 12/06/2020] [Indexed: 06/12/2023]
Abstract
OBJECTIVES Health-related quality of life (HRQOL) is a complicated concept that can be measured using multiple health items. Although HRQOL is closely associated with people's subjective assessment of their own health, a limited number of studies have investigated which health items are considered most important and relevant by the general population. Even fewer empirical studies have investigated how HRQOL is understood in non-Western populations. This study used multidimensional unfolding analysis in a Chinese general population to explore the constructs of HRQOL. METHODS A scoping review of Chinese generic HRQOL measures and a series of qualitative interviews produced a list of 42 potentially important health items in a Chinese cultural setting; 110 Chinese participants in face-to-face interviews ranked the health items from most important to least important. Responses were coded into a rectangular 110 × 42 matrix, and multidimensional unfolding was conducted to analyze participants' preferences for health items. RESULTS It was found that demographic characteristics and one's health condition affected views of HRQOL. Meanwhile, 3 health items were considered to be most important across the whole sample: sleep quality, body constitution, and spiritual appearance. CONCLUSION This study used a novel approach to explore how people coming from a Chinese cultural setting may perceive HRQOL and which aspects of HRQOL are most important to them. The study shows that multidimensional unfolding is a feasible approach to assess preferences in a general population. Future studies using this approach are recommended to further explore the constructs of HRQOL in other general populations.
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Affiliation(s)
- Zhuxin Mao
- School of Insurance, Southwestern University of Finance and Economics, Sichuan, China.
| | - Shenaz Ahmed
- Institute of Health Sciences, University of Leeds, Leeds, England, UK
| | - Christopher Graham
- Department of Psychology, Queen's University Belfast, Belfast, England, UK
| | - Paul Kind
- Institute of Health Sciences, University of Leeds, Leeds, England, UK
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Mao Z, Ahmed S, Graham C, Kind P. Exploring subjective constructions of health in China: a Q-methodological investigation. Health Qual Life Outcomes 2020; 18:165. [PMID: 32493342 PMCID: PMC7268713 DOI: 10.1186/s12955-020-01414-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2019] [Accepted: 05/20/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND With an increasing awareness of people's satisfaction and feeling, health-related quality of life (HRQoL) has become an essential aspect of measuring health. HRQoL is fundamentally a foreign concept introduced to China from the West. While a growing number of studies applied western HRQoL measures, few content validity tests examined the legitimacy of applying Western developed HRQoL measures in a Chinese cultural setting. If there are distinct differences in health conceptualisation between China and the West, it can be argued that those western measures may fail to ask the most appropriate and important questions among a Chinese population in assessing health. As a limited number of studies have investigated Chinese people's understandings of health, this study aimed to explore how health is defined and described in China. METHODS A Q-methodological study was conducted to explore subjective constructions of health among Chinese participants. A scoping review of Chinese generic HRQoL measures, supplemented by a series of qualitative interviews conducted in China, produced a list of 42 statements representing aspects of health considered as being important in a Chinese cultural setting. Chinese participants in face-to-face interviews ranked and sorted these statements. Data were analysed to identify clusters of participants who shared a similar perspective, using a by-person factor analysis procedure. RESULTS 110 Chinese participants with various demographics characteristics completed sorting interviews. Five independent factors emerged: (I) "Physical independence and social interaction skills"; (II) "Physical health"; (III) "Sensations and feelings"; (IV) "Lifestyles"; (V) "Learning and working abilities". CONCLUSIONS The Q-study showed that many health statements were rated highly as most important by a diverse range of Chinese participants but were not covered in the commonly used Western HRQoL measure EQ-5D. It then suggests that the EQ-5D descriptive system might need modification to improve its capacity to measure health status in China. The study thus raises a general question as to how appropriate the Western-developed HRQoL measures are when used to assess health in a significantly different cultural setting.
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Affiliation(s)
- Zhuxin Mao
- Leeds Institute of Health Sciences, University of Leeds, Leeds, UK.
| | - Shenaz Ahmed
- Leeds Institute of Health Sciences, University of Leeds, Leeds, UK
| | | | - Paul Kind
- Leeds Institute of Health Sciences, University of Leeds, Leeds, UK
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Sun X, Huang Z, Wagner AL, Prosser LA, Xu E, Ren J, Wang B, Yan W, Zikmund-Fisher BJ. The role of severity perceptions and beliefs in natural infections in Shanghai parents' vaccine decision-making: a qualitative study. BMC Public Health 2018; 18:813. [PMID: 29954371 PMCID: PMC6025737 DOI: 10.1186/s12889-018-5734-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Accepted: 06/21/2018] [Indexed: 12/03/2022] Open
Abstract
Background China has reduced incidence of vaccine-preventable diseases through its Expanded Program on Immunization (EPI). Vaccines outside of the EPI are not provided for free by the government, however. This study explored how the stated importance of different disease and vaccine-related attributes interacted with beliefs about the immune system of a child to affect Chinese parents’ decision to obtain a non-EPI vaccine. Methods Mothers and fathers of young children at immunization clinics in Shanghai, China, were interviewed about vaccine decision-making and what attributes of a disease were important when making this decision. An inductive thematic analysis explored their beliefs about disease attributes and how these related to vaccination decisions. Results Among the 34 interviews, severity of the disease—particularly in causing long-term disability—was the most commonly cited factor influencing a parent’s decision to get a vaccine for their child. Many parents believed that natural infection was preferable to vaccination, as long as disease was not severe, and many were concerned that imported vaccines were inadequate for Chinese children’s physical constitutions. All these beliefs could influence the decision to vaccinate. Conclusions Many parents do not appear to understand how and why vaccines can support development of a healthy immune system. Because severity emerged as parents’ overriding concern when making decisions about vaccines, marketing for a childhood vaccine could focus on the severe condition that a vaccine can protect against.
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Affiliation(s)
- Xiaodong Sun
- Department of Immunization Program, Shanghai Municipal Centers for Disease Control & Prevention, 1380, West Zhongshan Road, Shanghai, 200336, NO, China
| | - Zhuoying Huang
- Department of Immunization Program, Shanghai Municipal Centers for Disease Control & Prevention, 1380, West Zhongshan Road, Shanghai, 200336, NO, China
| | - Abram L Wagner
- Department of Epidemiology, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, 48109, USA.
| | - Lisa A Prosser
- Child Health Evaluation and Research Unit, Department of Pediatrics and Communicable Diseases, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Erzhan Xu
- Department of Health Behavior & Health Education, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, 48109, USA
| | - Jia Ren
- Department of Immunization Program, Shanghai Municipal Centers for Disease Control & Prevention, 1380, West Zhongshan Road, Shanghai, 200336, NO, China
| | - Bei Wang
- Department of Health Behavior & Health Education, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, 48109, USA
| | - Wenlu Yan
- School of Information, University of Michigan, 4322 North Quad, 105 S. State St, Ann Arbor, MI, 48109, USA
| | - Brian J Zikmund-Fisher
- Department of Health Behavior & Health Education, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, 48109, USA.,Department of Internal Medicine, Division of General Medicine, University of Michigan Medical School, 1500 East Medical Center Drive, Ann Arbor, MI, 48109, USA
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Measuring body constitution: validation of the Body Constitution Questionnaire (BCQ) in Hong Kong. Complement Ther Med 2014; 22:670-82. [PMID: 25146072 DOI: 10.1016/j.ctim.2014.05.009] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2013] [Revised: 04/17/2014] [Accepted: 05/04/2014] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND The Body Constitution Questionnaire (BCQ) was developed in Taiwan to classify people into body constitution (BC) types based on Traditional Chinese Medicine (TCM) theories. Since the culture of Hong Kong is different from Taiwan, the BCQ must be validated before a wider application can be preceded. AIM AND OBJECTIVES To adapt and validate the Hong Kong version of BCQ in Hong Kong Chinese population. METHODS The content validity of BCQ was investigated by the cognitive debriefing with 10 patients and 10 Chinese Medicine Practitioners (CMP). A cross-sectional study of 1084 Chinese patients recruited from TCM and Western Medicine (WM) outpatient clinics to confirm the construct validity, reliability, sensitivity and responsiveness of BCQ. 225 of the patients were assessed after 2 weeks for the test-retest reliability. 404 subjects were followed up to evaluate the responsiveness after 3-6 months. RESULTS Cognitive debriefing confirmed the content validity of the BCQ (HK version) with content validity index of all items ranged from 70 to 100%. 1084 out of 2128 patients (51%) completed the cross-sectional study. The construct validity was confirmed with scaling success rates that ranged from 87.5 to 89.5%, moderate correlations between with SF-12v2 scores, and 3-factors structure with confirmatory factor analysis. The reliability was confirmed by the Cronbach's alphas >0.8 and test-retest reliability (intra-class correlation coefficients >0.8). CONCLUSION BCQ was adapted and validated on Hong Kong Chinese population. Patients with imbalanced BC types had lower health-related quality of life (HRQOL) than those with balanced BC types, which supported the validity and importance of the body constitution under the concept of TCM.
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Jiang XL, Zhang Y, Lei Y, Hu GF, Zhang ZG, Xiao ZJ. Case-control study on the association between qi-stagnation and insomnia. ZHONG XI YI JIE HE XUE BAO = JOURNAL OF CHINESE INTEGRATIVE MEDICINE 2012; 10:655-662. [PMID: 22704414 DOI: 10.3736/jcim20120609] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
OBJECTIVE To investigate the relationship between insomnia and qi-stagnation by using the international standardized measurement of sleep quality and the Traditional Chinese Medicine (TCM) Constitution Scales. METHODS A survey by means of the TCM Constitution Scales, the Pittsburgh Sleep Quality Index (PSQI), Epworth Sleepiness Scale (ESS) and the Deep Sleep Scale (DSS) in 169 participants aged between 16 and 80 years old was conducted. Comparison was made to examine the sleep quality and insomnia symptoms in the qi-stagnation group and other-constitution group. RESULTS Univariate analysis found that the qi-stagnation group had a significantly increased risk of difficulty in falling asleep (OR=3.012, and 95% CI 1.310 to 6.923 for PSQI; OR=3.016, and 95% CI 1.358 to 6.709 for DSS) and early waking (OR=3.545, and 95% CI 1.229 to 10.232 for PSQI; OR=2.742, and 95% CI 1.072 to 7.014 for DSS), while the other-constitution group had a significant risk of dreaminess (OR=2.419, and 95% CI 1.154 to 5.072 for PSQI; OR=2.561, and 95% CI 1.116 to 5.880 for DSS). A dose-effect relationship existed between insomnia symptoms and qi-stagnation. Qi-stagnation significantly increased the risk of difficulty in falling asleep and early waking. CONCLUSION This case-control study revealed that there is a statistically significant association between qi-stagnation and insomnia. Based on this study, we recommend that further research should be conducted for the rehabilitative care and cure of insomnia from the perspective of TCM constitution.
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Affiliation(s)
- Xiao-ling Jiang
- Department of Epidemiology, School of Public Health and Tropical Medicine, Southern Medical University, Guangzhou 510515, Guangdong Province, China.
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Yang L, Wang M, Wu W, Zhang L. Transcriptome Analysis of Cold Syndrome Using Microarray. THE AMERICAN JOURNAL OF CHINESE MEDICINE 2012; 35:609-20. [PMID: 17708627 DOI: 10.1142/s0192415x07005107] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
Microarrays are widely used to study changes in gene expression in diseases. In this paper, we use this technology to discover gene expression patterns in the cold syndrome in Chinese medicine. We identify differentially expressed genes and extracted gene modules that are enriched with differentially expressed genes in the cold syndrome by analyzing cDNA samples, which are purified from blood taken from a pedigree. Our results suggest that the cold syndrome might be caused by the physiological imbalance and/or the disorder of metabolite processes. The study confirms the hypotheses about molecular pathways responsible to human metabolic-related diseases.
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Affiliation(s)
- Liping Yang
- Laboratory of Chinese Medicine Genetics, Chengdu University of Traditional Chinese Medicine, Chengdu 610072, China
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Lew-Ting CY, Chen LH. The surrogate marker and its discontents: pluralism in immunity maintenance among HIV-infected persons in Taiwan. SOCIOLOGY OF HEALTH & ILLNESS 2008; 30:1039-1054. [PMID: 18764805 DOI: 10.1111/j.1467-9566.2008.01107.x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
Immunity has emerged as a popular health concept across different cultures, in particular concerning persons with human immunodeficiency virus (HIV). Attentiveness to immune status is encouraged and governed by a powerful clinical and public health surveillance system where two surrogate markers, CD4 counts and viral load, are chosen to monitor not only the effects of the biomedical intervention ART (antiretroviral treatment) but also individuals' effort in adherence and improving lifestyle practices. By interviewing 103 HIV participants, we delineate the reality they encountered while living with these two markers. We explore how they, in response to the doctrine surrounding the markers, shaped their peculiar immunological literacy and beliefs, and tactics for enhancing immunity. We found that the assumed validity of CD4 counts in health surveillance was challenged. The participants' conceptualisation of immunity was largely pluralistic, characterised by a blending of biomedical knowledge and Chinese health concepts and worldviews, strongly reflecting idiosyncrasy and eclecticism rather than universalism in reasoning about these markers and their relevance to immune status and overall wellbeing. Living with clinical markers is becoming a common experience in daily life; their meanings, their impacts on laypersons, and the utility claimed for them by the biomedical community, need further scrutiny.
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Affiliation(s)
- Chih-Yin Lew-Ting
- Department of Public Health, National Taiwan University, Taipei, Taiwan.
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Abstract
AIMS Type 2 diabetes is becoming more prevalent in Taiwan. Growing evidence suggests a patient-centred approach is more effective in facilitating self-management than a professional-centred one. The aim of this qualitative study was to investigate Chinese diabetic patients' perceptions about their illness and treatment strategies to facilitate patient-centred, culture-sensitive clinical skills. METHODS We used in-depth interviews to collect perspectives from 22 participants recruited from a rural Taiwan community. All interviews were audio-taped and the transcripts were analysed by editing and immersion/crystallization. Emerging themes were compared with current medical knowledge to determine their clinical significance. RESULTS Generally, Chinese diabetic patients had variable perceptions about different treatment strategies. All agreed that dietary restriction and exercise were beneficial. The former, mainly understood as reducing carbohydrate intake, was thought to be most important; exercise, to the point of sweating, was seen as a way to eliminate pharmaceutical toxins. Taking medicine was regarded with ambivalent attitudes due to concerns about adverse effects (especially renal injury). CONCLUSIONS Patients regarded all treatment strategies as integrative and intertwined in daily life. There are three misconceptions which we found should be clarified during medical consultations: (i) focusing on sugar-control only; (ii) benefit of sweating to eliminate toxins; (iii) fear of renal toxicity of hypoglycaemic agents. The renaming of diabetes, to such as 'metabolic syndrome', may bring new, acceptable insight to Chinese diabetic patients.
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Affiliation(s)
- W A Lai
- Department of Family Medicine, Taichung Veterans' General Hospital, Taichung, Taiwan
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