1.QingNangTCM: a parameter-efficient fine-tuning large language model for traditional Chinese medicine
Xuming TONG ; Liyan LIU ; Yanhong YUAN ; Xiaozheng DING ; Huiru JIA ; Xu YANG ; Sio Kei IM ; Mini Han WANG ; Zhang XIONH ; Yapeng WANG
Digital Chinese Medicine 2026;9(1):1-12
Objective:
To develop QingNangTCM, a specialized large language model (LLM) tailored for expert-level traditional Chinese medicine (TCM) question-answering and clinical reasoning, addressing the scarcity of domain-specific corpora and specialized alignment.
Methods:
We constructed QnTCM_Dataset, a corpus of 100 000 entries, by integrating data from ShenNong_TCM_Dataset and SymMap v2.0, and synthesizing additional samples via retrieval-augmented generation (RAG) and persona-driven generation. The dataset comprehensively covers diagnostic inquiries, prescriptions, and herbal knowledge. Utilizing P-Tuning v2, we fine-tuned the GLM-4-9B-Chat backbone to develop QingNangTCM. A multi-dimensional evaluation framework, assessing accuracy, coverage, consistency, safety, professionalism, and fluency, was established using metrics such as bilingual evaluation understudy (BLEU), recall-oriented understudy for gisting evaluation (ROUGE), metric for evaluation of translation with explicit ordering (METEOR), and LLM-as-a-Judge with expert review. Qualitative analysis was conducted across four simulated clinical scenarios: symptom analysis, disease treatment, herb inquiry, and failure cases. Baseline models included GLM-4-9B-Chat, DeepSeek-V2, HuatuoGPT-II (7B), and GLM-4-9B-Chat (freeze-tuning).
Results:
QingNangTCM achieved the highest scores in BLEU-1/2/3/4 (0.425/0.298/0.137/0.064), ROUGE-1/2 (0.368/0.157), and METEOR (0.218), demonstrating a balanced and superior normalized performance profile of 0.900 across the dimensions of accuracy, coverage, and consistency. Although its ROUGE-L score (0.299) was lower than that of HuatuoGPT-II (7B) (0.351), it significantly outperformed domain-specific models in expert-validated win rates for professionalism (86%) and safety (73%). Qualitative analysis confirmed that the model strictly adheres to the “symptom-syndrome-pathogenesis-treatment” reasoning chain, though occasional misclassifications and hallucinations persisted when dealing with rare medicinal materials and uncommon syndromes.
Conclusion
Combining domain-specific corpus construction with parameter-efficient prompt tuning enhances the reasoning behavior and domain adaptation of LLMs for TCM-related tasks. This work provides a technical framework for the digital organization and intelligent utilization of TCM knowledge, with potential value for supporting diagnostic reasoning and medical education.
2.Speech Perception and Mapping Characteristics of Cochlear Implant Patients With Autism Spectrum Disorder: Comparative Results After 10 Years of Use
Gi Jung IM ; Pyung Gon THAK ; Jae Hyung PARK ; Bong Il PARK ; Jiwon CHANG ; Euyhyun PARK ; Sung Won CHAE ; Hak Hyun JUNG
Korean Journal of Otolaryngology - Head and Neck Surgery 2025;68(4):152-158
Background and Objectives:
This study aimed to analyze postoperative performance and mapping characteristics of cochlear implants (CIs) by comparing patients with autism spectrum disorder (ASD) to those without ASD, and to suggest CI mapping solutions in patients with ASD.Subjects and Method This retrospective study enrolled 10 children with ASD and hearing disabilities, who received simultaneous bilateral CI (ASD group), and 20 children with bilateral hearing disabilities, who received simultaneous bilateral CI at the same age (control group). CI performance was analyzed using speech perception tests (categorical auditory performance score and monosyllable, bisyllable, and Ling’s 6 tests) and a sound field test. The mapping characteristics focused on variables related to stimulus intensity and fine-tuning.
Results:
The performance of the ASD group was significantly poorer than that of the control group in all speech perception and sound field tests. At the comfortable (C) and threshold (T) levels, the ASD group scored significantly lower than the control group. The dynamic range of ASD group was significantly narrower than the control group. The ASD group had significantly lower pulse width, sensitivity, and volume than control group.
Conclusion
CI mapping in the ASD group showed practical limitations. To avoid overstimulation in patients with ASD, the dynamic range should be set narrow, or the C/T level should be set lower than normal. Key control factors, such as pulse width, sensitivity, and volume, should be set lower than the control group. Although lower performance from CI is generally expected in the ASD group, CI mapping in the ASD group requires a long-term approach with dedicated efforts and patience.
3.Early effects of PCSK9 inhibitors: evolocumab versus alirocumab
Su-Hyun BAE ; Bong-Joon KIM ; Soo-Jin KIM ; Sung-Il IM ; Hyun-Su KIM ; Jung-Ho HEO
Kosin Medical Journal 2025;40(1):49-54
Background:
The significance of risk modification in patients with acute coronary syndrome (ACS) is well recognized; however, the optimal timing for adminstering PCSK9 inhibitors remains unclear. Additionally, the lipid-lowering efficacy of evolocumab and alirocumab has not been fully established. This study evaluated the lipid-lowering effects of these two PCSK9 inhibitors.
Methods:
Patients diagnosed with ACS, including unstable angina, ST-segment elevation myocardial infarction, and non-ST-segment elevation myocardial infarction, who were treated with a PCSK9 inhibitor (evolocumab or alirocumab) during hospitalization for ACS between 2021 and 2023 were retrospectively analyzed. Baseline low-density lipoprotein cholesterol (LDL-C) levels were assessed, and changes in LDL-C levels during the acute and subacute phases after PCSK9 inhibitor administration were compared between the evolocumab and alirocumab groups.
Results:
Among 80 patients diagnosed with ACS, 36 received evolocumab, while 44 were treated with alirocumab. The mean baseline LDL-C level was 123 mg/dL in the evolocumab group and 128 mg/dL in the alirocumab group (p=0.456). In the subacute phase, the mean follow-up LDL-C levels were 47.05 mg/dL in the evolocumab group and 49.5 mg/dL in the alirocumab group (p=0.585). The mean percentage reduction in LDL-C levels during the subacute phase was 60.41% in the evolocumab group and 58.51% in the alirocumab group (p=0.431). These differences were not statistically significant.
Conclusions
No significant differences were observed between evolocumab and alirocumab. LDL-C levels exhibited a similar trend, characterized by a rapid decline in the acute phase, followed by a slight rebound in the subacute phase.
4.Two Clinical Vignettes on Disruptive Mood Dysregulation Disorder: Diagnostic Ambiguity and Unclear Course
Mood and Emotion 2025;23(1):21-24
Disruptive mood dysregulation disorder (DMDD) is a DSM-5 diagnosis for children and adolescents characterized by persistent irritability and severe temper outbursts. Due to overlapping symptoms with other disorders, DMDD is frequently misdiagnosed. This study presents two clinical cases. The first case involves a 14-year-old male patient with chronic irritability, temper outbursts, and impulsive aggression, resulting in significant academic and social impairment. The second case involves a 14-year-old female patient who initially presented with pathological gambling and emotional instability. These cases illustrate the diagnostic complexity of DMDD and its potential progression to mood disorders, such as bipolar disorder. Careful clinical observation and comprehensive assessment of irritability and mood dysregulation are essential for an accurate diagnosis. This study underscores the importance of continuous follow-up in DMDD patients to monitor disease progression and optimize treatment strategies. Understanding the developmental trajectory, comorbidities, and treatment responses in DMDD can help improve clinical outcomes and prevent long-term psychiatric complications.
5.Anti-obesity effects of ethanol extract of green Citrus junos peel enriched in naringin and hesperidin in vitro andin vivo
Yu-Jin HEO ; Mi-Kyung LEE ; Ju-Hye IM ; Bo Seop KIM ; Hae-In LEE
Nutrition Research and Practice 2025;19(1):1-13
BACKGROUND/OBJECTIVES:
Green Citrus junos (yuja) peel extract has higher naringin and hesperidin contents and antioxidant activity than yellow yuja peel extract, but its anti-obesity effects are unclear. This study examined the anti-obesity properties of green yuja peel ethanol extract (GYE) in 3T3-L1 cells and high-fat diet (HFD)-induced obese mice.MATERIALS/METHODS: The effects of GYE on adipocyte differentiation were assessed by measuring Oil red O staining, mRNA and protein expression. The beneficial effects of GYE on HFD-induced obese mice were evaluated using the body weight, body composition, visceral fat size, and biochemical analysis.
RESULTS:
GYE inhibited adipocyte differentiation and lipid accumulation compared to the control cells, as evidenced by Oil red O staining and the triglyceride level, respectively.GYE down-regulated the adipogenic genes CCAAT/enhancer binding protein α (C/EBPα) and peroxisome proliferator-activated receptor γ (PPARγ), and lipogenic gene diacylglycerol O-acyltransferase 2 (DGAT2). GYE at 100 μg/mL downregulated the phosphorylation levels of phosphoinositide 3-kinase (PI3K) and protein kinase B (Akt), and their downstream targets PPARγ and sterol regulatory element-binding protein-1 (SREBP-1c) compared to the control group. In obese mice, GYE (100 mg/kg/day) reduced the body weight, body weight gain, and serum lipid level compared to the control group. Analysis using dual-energy X-ray absorptiometry showed that GYE decreased the fat percentage, fat in tissue, and abdominal circumference, while it increased the lean percentage compared to control group.Furthermore, GYE significantly reduced the visceral fat weight and size compared to the control group.
CONCLUSION
GYE suppressed adipocyte differentiation by inhibiting the PI3K-Akt pathway in vitro and reduced the body fat mass and visceral adiposity in HFD-induced obese mice.These findings suggest that GYE is a viable natural option for combating obesity.
6.Pilot Trial: Impact of a Virtual Reality Stress Reduction Program on Healthcare and Information Technology Professionals During the COVID-19 Pandemic
Daeho KWON ; Wooyoung IM ; Yunsoo KIM ; Jaesung YOO ; Huisu JEON ; Heeyong CHOI ; Hyeyun KIM
Psychiatry Investigation 2025;22(4):451-461
Objective:
This study evaluated the effectiveness of a virtual reality (VR) based stress reduction program tailored for healthcare and information technology (IT) professionals during the coronavirus disease-2019 pandemic.
Methods:
The 2-week program, based on forest healing principles, was designed to alleviate occupational stress and improve sleep quality. Participants (n=54; 46 healthcare, 8 IT professionals) underwent pre- and post-intervention assessments using validated psychological scales and physiological measurements.
Results:
Results showed significant reductions in stress (Perceived Stress Scale [PSS], p=0.001) and anxiety (Hospital Anxiety and Depression Scale [HADS] anxiety, p=0.002) across all participants. Healthcare professionals demonstrated significant decreases in depression (Patient Health Questionnaire-9, p=0.015), anxiety (HADS anxiety, p<0.001), and stress (PSS, p=0.001). Unexpectedly, weekday sleep quality (Pittsburgh Sleep Quality Index) worsened in the healthcare group (p=0.013). The IT group showed no significant changes, possibly due to the small sample size. Physiological measurements revealed significant differences between groups post-intervention, including melatonin levels (p=0.001) and electrocardiogram values (p=0.031), suggesting occupation-specific responses to VR interventions.
Conclusion
Despite limitations such as unequal sample sizes, this study provides valuable insights into the potential of VR-based stress management programs. The findings underscore the need for occupation-specific approaches and further research with larger, balanced samples to validate these results and explore long-term effects.
7.Memory Decline and Aberration of Synaptic Proteins in X-Linked Moesin Knockout Male Mice
Hua CAI ; Seong Mi LEE ; Yura CHOI ; Bomlee LEE ; Soo Jung IM ; Dong Hyeon KIM ; Hyung Jun CHOI ; Jin Hee KIM ; Yeni KIM ; Boo Ahn SHIN ; Songhee JEON
Psychiatry Investigation 2025;22(1):10-25
Objective:
This study aims to investigate may moesin deficiency resulted in neurodevelopmental abnormalities caused by negative impact on synaptic signaling ultimately leading to synaptic structure and plasticity.
Methods:
Behavioral assessments measured neurodevelopment (surface righting, negative geotaxis, cliff avoidance), anxiety (open field test, elevated plus maze test), and memory (passive avoidance test, Y-maze test) in moesin-knockout mice (KO) compared to wild-type mice (WT). Whole exome sequencing (WES) of brain (KO vs. WT) and analysis of synaptic proteins were performed to determine the disruption of signal pathways downstream of moesin. Risperidone, a therapeutic agent, was utilized to reverse the neurodevelopmental aberrance in moesin KO.
Results:
Moesin-KO pups exhibited decrease in the surface righting ability on postnatal day 7 (p<0.05) and increase in time spent in the closed arms (p<0.01), showing increased anxiety-like behavior. WES revealed mutations in pathway aberration in neuron projection, actin filament-based processes, and neuronal migration in KO. Decreased cell viability (p<0.001) and expression of soluble NSF adapter protein 25 (SNAP25) (p<0.001) and postsynaptic density protein 95 (PSD95) (p<0.01) was observed in days in vitro 7 neurons. Downregulation of synaptic proteins, and altered phosphorylation levels of Synapsin I, mammalian uncoordinated 18 (MUNC18), extracellular signal-regulated kinase (ERK), and cAMP response element-binding protein (CREB) was observed in KO cortex and hippocampus. Risperidone reversed the memory impairment in the passive avoidance test and the spontaneous alternation percentage in the Y maze test. Risperidone also restored the reduced expression of PSD95 (p<0.01) and the phosphorylation of Synapsin at Ser605 (p<0.05) and Ser549 (p<0.001) in the cortex of moesin-KO.
Conclusion
Moesin deficiency leads to neurodevelopmental delay and memory decline, which may be caused through altered regulation in synaptic proteins and function.
8.Speech Perception and Mapping Characteristics of Cochlear Implant Patients With Autism Spectrum Disorder: Comparative Results After 10 Years of Use
Gi Jung IM ; Pyung Gon THAK ; Jae Hyung PARK ; Bong Il PARK ; Jiwon CHANG ; Euyhyun PARK ; Sung Won CHAE ; Hak Hyun JUNG
Korean Journal of Otolaryngology - Head and Neck Surgery 2025;68(4):152-158
Background and Objectives:
This study aimed to analyze postoperative performance and mapping characteristics of cochlear implants (CIs) by comparing patients with autism spectrum disorder (ASD) to those without ASD, and to suggest CI mapping solutions in patients with ASD.Subjects and Method This retrospective study enrolled 10 children with ASD and hearing disabilities, who received simultaneous bilateral CI (ASD group), and 20 children with bilateral hearing disabilities, who received simultaneous bilateral CI at the same age (control group). CI performance was analyzed using speech perception tests (categorical auditory performance score and monosyllable, bisyllable, and Ling’s 6 tests) and a sound field test. The mapping characteristics focused on variables related to stimulus intensity and fine-tuning.
Results:
The performance of the ASD group was significantly poorer than that of the control group in all speech perception and sound field tests. At the comfortable (C) and threshold (T) levels, the ASD group scored significantly lower than the control group. The dynamic range of ASD group was significantly narrower than the control group. The ASD group had significantly lower pulse width, sensitivity, and volume than control group.
Conclusion
CI mapping in the ASD group showed practical limitations. To avoid overstimulation in patients with ASD, the dynamic range should be set narrow, or the C/T level should be set lower than normal. Key control factors, such as pulse width, sensitivity, and volume, should be set lower than the control group. Although lower performance from CI is generally expected in the ASD group, CI mapping in the ASD group requires a long-term approach with dedicated efforts and patience.
9.Early effects of PCSK9 inhibitors: evolocumab versus alirocumab
Su-Hyun BAE ; Bong-Joon KIM ; Soo-Jin KIM ; Sung-Il IM ; Hyun-Su KIM ; Jung-Ho HEO
Kosin Medical Journal 2025;40(1):49-54
Background:
The significance of risk modification in patients with acute coronary syndrome (ACS) is well recognized; however, the optimal timing for adminstering PCSK9 inhibitors remains unclear. Additionally, the lipid-lowering efficacy of evolocumab and alirocumab has not been fully established. This study evaluated the lipid-lowering effects of these two PCSK9 inhibitors.
Methods:
Patients diagnosed with ACS, including unstable angina, ST-segment elevation myocardial infarction, and non-ST-segment elevation myocardial infarction, who were treated with a PCSK9 inhibitor (evolocumab or alirocumab) during hospitalization for ACS between 2021 and 2023 were retrospectively analyzed. Baseline low-density lipoprotein cholesterol (LDL-C) levels were assessed, and changes in LDL-C levels during the acute and subacute phases after PCSK9 inhibitor administration were compared between the evolocumab and alirocumab groups.
Results:
Among 80 patients diagnosed with ACS, 36 received evolocumab, while 44 were treated with alirocumab. The mean baseline LDL-C level was 123 mg/dL in the evolocumab group and 128 mg/dL in the alirocumab group (p=0.456). In the subacute phase, the mean follow-up LDL-C levels were 47.05 mg/dL in the evolocumab group and 49.5 mg/dL in the alirocumab group (p=0.585). The mean percentage reduction in LDL-C levels during the subacute phase was 60.41% in the evolocumab group and 58.51% in the alirocumab group (p=0.431). These differences were not statistically significant.
Conclusions
No significant differences were observed between evolocumab and alirocumab. LDL-C levels exhibited a similar trend, characterized by a rapid decline in the acute phase, followed by a slight rebound in the subacute phase.
10.Two Clinical Vignettes on Disruptive Mood Dysregulation Disorder: Diagnostic Ambiguity and Unclear Course
Mood and Emotion 2025;23(1):21-24
Disruptive mood dysregulation disorder (DMDD) is a DSM-5 diagnosis for children and adolescents characterized by persistent irritability and severe temper outbursts. Due to overlapping symptoms with other disorders, DMDD is frequently misdiagnosed. This study presents two clinical cases. The first case involves a 14-year-old male patient with chronic irritability, temper outbursts, and impulsive aggression, resulting in significant academic and social impairment. The second case involves a 14-year-old female patient who initially presented with pathological gambling and emotional instability. These cases illustrate the diagnostic complexity of DMDD and its potential progression to mood disorders, such as bipolar disorder. Careful clinical observation and comprehensive assessment of irritability and mood dysregulation are essential for an accurate diagnosis. This study underscores the importance of continuous follow-up in DMDD patients to monitor disease progression and optimize treatment strategies. Understanding the developmental trajectory, comorbidities, and treatment responses in DMDD can help improve clinical outcomes and prevent long-term psychiatric complications.

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