1.Fine-Med-Mental-T&P: a dual-track approach for high-quality instructional datasets of mental disorders in traditional Chinese medicine
Yanbai WEI ; Xiaoshuo JING ; Junfeng YAN
Digital Chinese Medicine 2026;9(1):31-42
Objective:
To investigate methods for constructing a high-quality instructional dataset for traditional Chinese medicine (TCM) mental disorders and to validate its efficacy.
Methods:
We proposed the Fine-Med-Mental-T&P methodology for constructing high-quality instruction datasets in TCM mental disorders. This approach integrates theoretical knowledge and practical case studies through a dual-track strategy. (i) Theoretical track: textbooks and guidelines on TCM mental disorders were manually segmented. Initial responses were generated using DeepSeek-V3, followed by refinement by the Qwen3-32B model to align the expression with human preferences. A screening algorithm was then applied to select 16 000 high-quality instruction pairs. (ii) Practical track: starting from over 600 real clinical case seeds, diagnostic and therapeutic instruction pairs were generated using DeepSeek-V3 and subsequently screened through manual evaluation, resulting in 4 000 high-quality practice-oriented instruction pairs. The integration of both tracks yielded the Med-Mental-Instruct-T&P dataset, comprising a total of 20 000 instruction pairs. To validate the dataset’s effectiveness, three experimental evaluations (both manual and automated) were conducted: (i) comparative studies to compare the performance of models fine-tuned on different datasets; (ii) benchmarking to compare against mainstream TCM-specific large language models (LLMs); (iii) data ablation study to investigate the relationship between data volume and model performance.
Results:
Experimental results demonstrate the superior performance of T&P-model fine-tuned on the Med-Mental-Instruct-T&P dataset. In the comparative study, the T&P-model significantly outperformed the baseline models trained solely on self-generated or purely human-curated baseline data. This superiority was evident in both automated metrics (ROUGE-L > 0.55) and expert manual evaluations (scoring above 7/10 across accuracy). In benchmark comparisons, the T&P-model also excelled against existing mainstream TCM LLMs (e.g., HuatuoGPT and ZuoyiGPT). It showed particularly strong capabilities in handling diverse clinical presentations, including challenging disorders such as insomnia and coma, showcasing its robustness and versatility. Data ablation studies showed that T&P-model performance had an overall upward trend with minor fluctuations when training data increased from 10% to 50%; beyond 50%, performance improvement slowed significantly, with metrics plateauing and approaching a saturation point.
Conclusion
This study has successfully constructed the specialized Med-Mental-Instruct-T&P instruction dataset for TCM mental disorders proposed the systematic Fine-Med-Mental-T&P methodology for its development, effectively addressing the critical challenge of high-quality, domain-specific data scarcity in TCM, and providing essential data support for developing intelligent TCM diagnostic and therapeutic systems.
2.Exploration on the Current Situation and Strategy of the Research on the Objectification of Eye Diagnosis Based on the TCM Theory of"Syndrome Differentiation by Observing the Eyes"
Xiaoshuo JING ; Zhihua WEN ; Qinghua PENG ; Junfeng YAN
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(5):13-18
As an important part of TCM diagnosis,eye diagnosis is of great significance and value in identifying the symptoms of diseases and predicting the regression of diseases.With the progress of science and technology,the research on"syndrome differentiation by observing the eyes"is gradually converging towards digitalization,standardization and objectification.Based on the theoretical foundation of"syndrome differentiation by observing the eyes",this article reviewed the modern clinical applications of objectifying eye diagnosis from aspects such as observing the scleral vessels,observing fundus signs,and observing eye movement information,and found that modern technological means such as eye diagnostic instrument,eye movement instrument and artificial intelligence algorithms have provided accurate and objective diagnostic bases for TCM syndrome differentiation by observing the eyes to identify the syndrome and have greatly promoted the development of the objectification of eye diagnosis.However,the objective application of eye diagnosis still faces challenges related to technology,data and standardization,calling for further in-depth research and the establishment of unified standards.Exploring the current research status and strategies can provide theoretical references for the objectification of TCM eye diagnosis and the improvement of clinical visual diagnosis accuracy.
3.Research progress in the objectification of TCM inspection
Xiaoshuo JING ; Yating LIAO ; Jin CAI ; Junfeng YAN
International Journal of Traditional Chinese Medicine 2025;47(11):1633-1638
With the continuous progress of modern science and technology, the research of TCM inspection is gradually moving towards a new stage of objectification and intelligence. By systematically sorting out the key technologies involved in the objectification of inspection and diagnosis, and summarizing its clinical application progress in the three core areas of face diagnosis, tongue diagnosis and visual diagnosis, it is found that the inspection and diagnosis of TCM can not only significantly improve the efficiency and accuracy of clinical diagnosis with the help of modern technology, but also achieve more results in disease differentiation, constitution identification and efficacy evaluation. The key technologies include digital image processing, infrared thermal imaging, spectroscopy, photoelectric volume and artificial intelligence (AI) technology. In terms of clinical application, facial diagnosis focuses on image and infrared thermography feature analysis, tongue diagnosis involves image, spectral feature research and AI model construction, and eye diagnosis focuses on white eye collaterals extraction, fundus sign analysis and eye movement information research. However, there are still some problems, such as imperfect standardization system, bottleneck of multi-modal fusion and interpretation, insufficient clinical verification and practicability. In the future, the deep integration of TCM observation and modern science and technology should be promoted by means of technological integration and innovation and strengthening interdisciplinary cooperation, so as to help the modernization of TCM diagnosis.
4.Effects of Yiqi Huoxue Prescription in Regulating METTL3/HAND2/TGF-β1 Signaling Axis on Rats with Qi Deficiency and Blood Stasis Syndrome of Coronary Heart Disease
Xiaoshuo JING ; Shaohui ZHANG ; Shunwei WANG ; Qingxuan XIAO ; Ying OU ; Liang LI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(1):98-105
Objective To observe the effects of Yiqi Huoxue Prescription in regulating METTL3/HAND2/TGF-β1 signaling axis on rats with qi deficiency and blood stasis syndrome of coronary heart disease.Methods Totally 48 male SD rats were randomly divided into sham-operation group,model group,Yiqi Huoxue Prescription group and Western medicine(isosorbide mononitrate)group,with 12 rats in each group.Except for the sham-operation group,the animal models of coronary heart disease with qi deficiency and blood stasis syndrome were prepared by the method of ligation of the left anterior descending branch of coronary artery combined with swimming exhaustion.After modeling,Yiqi Huoxue Prescription group and the Western medicine group were gavaged for 28 d.The general conditions of the rats were observed,and electrocardiograms and echocardiograms were collected to detect the cardiac function of the rats,blood rheology was used to detect the degree of blood stasis,HE staining was used to observe the morphology of myocardial tissue,immunohistochemistry was used to detect the expression of METTL3,TGF-β1,Smad2 and Smad3 in myocardial tissue,RT-PCR and Western blot were used to detect the expression of METTL3,HAND2,TGF-β1,Smad2 and Smad3 mRNA and protein in myocardial tissue.Results Compared with the sham-operation group,the model group rats showed symptoms of qi deficiency such as mental lethargy,slow movement,drowsiness,and decreased body mass,significant elevation of ST segment on electrocardiogram,the left ventricular ejection fraction(LVEF)and left ventricular fractional shortening(LVFS)decreased(P<0.01),the left ventricular end diastolic volume(LVEDV),left ventricular end systolic volume(LVESV),left ventricular end diastolic diameter(LVEDd)and left ventricular end systolic diameter(LVEDs)increased(P<0.01),the red blood cell aggregation index,Carcasson viscosity and whole blood viscosity increased(P<0.01);with enlargement and necrosis of myocardial cells,disordered arrangement of myocardial fibers,and infiltration of inflammatory cells into myocardial tissue,the mRNA and protein expressions of METTL3,TGF-β1,Smad2 and Smad3 in myocardial tissue increased(P<0.05,P<0.01),while the mRNA and protein expression of HAND2 decreased(P<0.01).Compared with the model group,the Yiqi Huoxue Prescription group and the Western medicine group showed significant improvement in the mental state of rats,significant ST segment regression on electrocardiogram,LVEF and LVFS increased(P<0.01),LVEDV,LVESV,LVEDd and LVEDs decreased(P<0.05,P<0.01),with red blood cell aggregation index,Carcasson viscosity and whole blood viscosity decreased(P<0.01);the arrangement of myocardial fibers was neat,the structure and morphology of myocardial cells were improved,the infiltration of inflammatory cells was reduced,the mRNA and protein expressions of METTL3,TGF-β1,Smad2 and Smad3 in myocardial tissue decreased(P<0.05,P<0.01),and the mRNA and protein expression of HAND2 increased(P<0.05,P<0.01).Conclusion Yiqi Huoxue Prescription can alleviate the pathological damage of myocardial tissue in rats with coronary heart disease of qi deficiency and blood stasis syndrome,improve heart function and inhibit inflammatory response.Its mechanism may be related to the regulation of the METTL3/HAND2/TGF-β1 signaling axis.
5.Exploration on the Current Situation and Strategy of the Research on the Objectification of Eye Diagnosis Based on the TCM Theory of"Syndrome Differentiation by Observing the Eyes"
Xiaoshuo JING ; Zhihua WEN ; Qinghua PENG ; Junfeng YAN
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(5):13-18
As an important part of TCM diagnosis,eye diagnosis is of great significance and value in identifying the symptoms of diseases and predicting the regression of diseases.With the progress of science and technology,the research on"syndrome differentiation by observing the eyes"is gradually converging towards digitalization,standardization and objectification.Based on the theoretical foundation of"syndrome differentiation by observing the eyes",this article reviewed the modern clinical applications of objectifying eye diagnosis from aspects such as observing the scleral vessels,observing fundus signs,and observing eye movement information,and found that modern technological means such as eye diagnostic instrument,eye movement instrument and artificial intelligence algorithms have provided accurate and objective diagnostic bases for TCM syndrome differentiation by observing the eyes to identify the syndrome and have greatly promoted the development of the objectification of eye diagnosis.However,the objective application of eye diagnosis still faces challenges related to technology,data and standardization,calling for further in-depth research and the establishment of unified standards.Exploring the current research status and strategies can provide theoretical references for the objectification of TCM eye diagnosis and the improvement of clinical visual diagnosis accuracy.
6.Effects of Yiqi Huoxue Prescription in Regulating METTL3/HAND2/TGF-β1 Signaling Axis on Rats with Qi Deficiency and Blood Stasis Syndrome of Coronary Heart Disease
Xiaoshuo JING ; Shaohui ZHANG ; Shunwei WANG ; Qingxuan XIAO ; Ying OU ; Liang LI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(1):98-105
Objective To observe the effects of Yiqi Huoxue Prescription in regulating METTL3/HAND2/TGF-β1 signaling axis on rats with qi deficiency and blood stasis syndrome of coronary heart disease.Methods Totally 48 male SD rats were randomly divided into sham-operation group,model group,Yiqi Huoxue Prescription group and Western medicine(isosorbide mononitrate)group,with 12 rats in each group.Except for the sham-operation group,the animal models of coronary heart disease with qi deficiency and blood stasis syndrome were prepared by the method of ligation of the left anterior descending branch of coronary artery combined with swimming exhaustion.After modeling,Yiqi Huoxue Prescription group and the Western medicine group were gavaged for 28 d.The general conditions of the rats were observed,and electrocardiograms and echocardiograms were collected to detect the cardiac function of the rats,blood rheology was used to detect the degree of blood stasis,HE staining was used to observe the morphology of myocardial tissue,immunohistochemistry was used to detect the expression of METTL3,TGF-β1,Smad2 and Smad3 in myocardial tissue,RT-PCR and Western blot were used to detect the expression of METTL3,HAND2,TGF-β1,Smad2 and Smad3 mRNA and protein in myocardial tissue.Results Compared with the sham-operation group,the model group rats showed symptoms of qi deficiency such as mental lethargy,slow movement,drowsiness,and decreased body mass,significant elevation of ST segment on electrocardiogram,the left ventricular ejection fraction(LVEF)and left ventricular fractional shortening(LVFS)decreased(P<0.01),the left ventricular end diastolic volume(LVEDV),left ventricular end systolic volume(LVESV),left ventricular end diastolic diameter(LVEDd)and left ventricular end systolic diameter(LVEDs)increased(P<0.01),the red blood cell aggregation index,Carcasson viscosity and whole blood viscosity increased(P<0.01);with enlargement and necrosis of myocardial cells,disordered arrangement of myocardial fibers,and infiltration of inflammatory cells into myocardial tissue,the mRNA and protein expressions of METTL3,TGF-β1,Smad2 and Smad3 in myocardial tissue increased(P<0.05,P<0.01),while the mRNA and protein expression of HAND2 decreased(P<0.01).Compared with the model group,the Yiqi Huoxue Prescription group and the Western medicine group showed significant improvement in the mental state of rats,significant ST segment regression on electrocardiogram,LVEF and LVFS increased(P<0.01),LVEDV,LVESV,LVEDd and LVEDs decreased(P<0.05,P<0.01),with red blood cell aggregation index,Carcasson viscosity and whole blood viscosity decreased(P<0.01);the arrangement of myocardial fibers was neat,the structure and morphology of myocardial cells were improved,the infiltration of inflammatory cells was reduced,the mRNA and protein expressions of METTL3,TGF-β1,Smad2 and Smad3 in myocardial tissue decreased(P<0.05,P<0.01),and the mRNA and protein expression of HAND2 increased(P<0.05,P<0.01).Conclusion Yiqi Huoxue Prescription can alleviate the pathological damage of myocardial tissue in rats with coronary heart disease of qi deficiency and blood stasis syndrome,improve heart function and inhibit inflammatory response.Its mechanism may be related to the regulation of the METTL3/HAND2/TGF-β1 signaling axis.

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