1.Interdisciplinary integration and development trends of intelligent diagnosis in traditional Chinese medicine: a topic evolution analysis
Chenggong XIE ; Keying HUANG ; Zhengquan DU ; Xinyi HUANG ; Bin WANG
Digital Chinese Medicine 2026;9(1):43-56
Objective:
To systematically characterize the developmental trajectory and interdisciplinary integration of intelligent diagnosis in traditional Chinese medicine (TCM) through quantitative topic evolution analysis, we addressed the fragmentation of existing research and clarified the long-term research structure and evolutionary patterns of the field.
Methods:
A topic evolution analysis was performed on Chinese-language literature pertaining to intelligent diagnosis in TCM. Publications were retrieved from the China National Knowledge Infrastructure (CNKI), Wanfang Data, and China Science and Technology Journal Database (VIP), covering the period from database inception to July 3, 2025. A hybrid segmentation approach, based on cumulative publication growth trends and inflection point detection, was applied to divide the research timeline into distinct stages. Subsequently, the latent Dirichlet allocation (LDA) model was used to extract research topics, followed by alignment and evolutionary analysis of topics across different stages.
Results:
A total of 3 919 publications published between 2003 and 2025 were included, and the research trajectory was divided into five stages based on data-driven breakpoint detection. The field exhibited a clear evolutionary shift from early rule-based systems and tongue-pulse image and signal analysis (2006 – 2010), to machine-learning-based syndrome and prescription modeling (2011 – 2015), followed by deep-learning-driven pattern recognition and formula association (2016 – 2020). Since 2021, research has increasingly emphasized knowledge-graph construction, multimodal integration, and intelligent clinical decision-support systems, with recent studies (2024 – 2025) showing the emergence of large language models and agent-based diagnostic frameworks. Topic evolution analysis further revealed sustained cross-stage continuity in syndrome modeling and prescription association analysis, alongside the progressive consolidation of integrated intelligent diagnostic platforms.
Conclusion
By identifying key technological transitions and persistent core research themes, our findings offer a structured reference framework for the design of intelligent diagnostic systems, the construction of knowledge-driven clinical decision-support tools, and the alignment of AI models with TCM diagnostic logic. Importantly, the stage-based evolutionary insights derived from this analysis can inform future methodological choices, improve model interpretability and clinical applicability, and support the translation of intelligent TCM diagnosis from experimental research to real-world clinical practice.
2.Investigation of the Mechanism of Cold Hyperalgesia in KOA Mice Relieved by Shangke Lengtongtie Based on HMGB1/CX-CL12/CXCR4 Signaling Axis
Yibao WEI ; Li ZHANG ; Taiyang LIAO ; Lishi JIE ; Zhenyuan MA ; Peng WU ; Zhengquan HUANG ; Li ZHANG ; Liang DING ; Wei MEI ; Runlin XING ; Songjiang YIN ; Xiaochen LI ; Nongshan ZHANG ; Jun MAO ; Pei-min WANG
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(2):195-202
OBJECTIVE To explore the intervention mechanism of Shangke Lengtongtie on cold hyperalgesia in KOA mice based on the HMGB1/CXCL12/CXCR4 signaling axis.METHODS Monosodium iodoacetate(MIA)was used for the intra-articular injec-tion into the knee joint to establish mice model of knee osteoarthritis(KOA).Peripheral blood monocytes were extracted from mice,cultured,and then reinfused into the tail vein of the mice.Subsequently,in vivo animal imaging was used to observe the recruitment sites of these monocytes.The cold hyperalgesia threshold was measured at various time points in each group of mice.Hematoxylin and eosin(HE)staining was used to evaluate the level of synovial pathological changes.ELISA was employed to detect the expression of in-flammatory factors IL-1β,TNF-α,and pain mediators CGRP and Substance P in mouse serum.Western blot and qPCR methods were used to detect the protein and gene expression of cold hyperalgesia-related indicators such as TRPA1,TRPM8,HMGB1,CXCL12,CXCR4,Collagen Ⅰ,and Netrin-1 in synovial tissue,as well as DCC in dorsal root ganglia(DRG)tissue.RESULTS In vivo ima-ging showed that after the monocytes were reinfused into KOA mice,they were recruited to the knee joint area,with the HMGB1 group exhibiting a greater recruitment of circulating monocytes at the knee joint.Additionally,compared to the control group,the KOA group and HMGB1 group showed inflammatory pathological changes in the synovium,increased expression of serum inflammatory factors and pain mediators,reduced cold hyperalgesia threshold,and upregulated protein and gene expression of cold hyperalgesia-related indica-tors in synovial and DRG tissues.The changes were more significant in the HMGB1 group compared to the KOA group(P<0.05).Af-ter treatment with Shangke Lengtongtie or GL intervention,synovial inflammation was alleviated,serum inflammatory factors and pain mediators decreased,cold hyperalgesia threshold increased,and the upregulation of cold hyperalgesia-related indicator protein and gene expression levels was significantly reversed(P<0.05).CONCLUSION Shangke Lengtongtie exerts a beneficial effect on the mitigation of synovitis and cold hyperalgesia in KOA mice,a therapeutic mechanism that possibly mediated through the inhibition of the HMGB1/CXCL12/CXCR4 signaling axis.
3.A Randomized Controlled Clinical Study on the Treatment of Knee Osteoarthritis with Cold-Dampness Arthralgia Obstruc-tion by Shangke Lengtong Patch
Li ZHANG ; Liang DING ; Zhengquan HUANG ; Wei MEI ; Runlin XING ; Songjiang YIN ; Peng WU ; Xi-aochen LI ; Zhenyuan MA ; Nongshan ZHANG ; Jun MAO ; Peimin WANG
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(3):393-398
OBJECTIVE To explore the effectiveness and possible mechanism of Shangke Lengtong Patch in treating knee osteo-arthritis with cold-dampness arthralgia obstruction.METHODS A total of 70 patients who met the inclusion criteria of knee osteoar-thritis with cold-dampness arthralgia obstruction in the Orthopedics Department of Affiliated Hospital of Nanjing University of Chinese Medicine from November to December 2024 were randomly divided into an experimental group and a control group,with 35 cases in each group.During the treatment,1 case dropped out of the experimental group,3 cases dropped out of the control group,and 1 case was discontinued.The experimental group was treated with Shangke Lengtong Patch,and the control group was treated with Compound Nanxing Zhitong Ointment.The WOMAC scores and TCM syndrome scores of the two groups before and after treatment were compared to comprehensively evaluate the clinical efficacy.The changes in the expression levels of CGRP,substance P,HMGB1,IL-1β,CX-CL12,and CXCR4 in the serum of the two groups were detected by ELISA.RESULTS After 3,7,and 14 d of treatment,the WOMAC scores and TCM syndrome scores of the two groups were significantly reduced(P<0.05,P<0.01),and the score of aggrava-ted cold in the experimental group was better than that in the control group at 7 d of treatment(P<0.05);after 14 d of treatment,the expression levels of CGRP,substance P,HMGB1,IL-1β,CXCL12,and CXCR4 in the serum of the two groups were significantly re-duced(P<0.05),and there was no statistical difference between the two groups.CONCLUSION Shangke Lengtong Patch can sig-nificantly relieve the pain symptoms of knee osteoarthritis patients with cold-dampness arthralgia obstruction and improve the joint func-tion of patients.It may improve synovial inflammation by inhibiting the HMGB1/CXCL12/CXCR4 pathway,thereby exerting a thera-peutic effect.
4.Investigation of the Mechanism of Cold Hyperalgesia in KOA Mice Relieved by Shangke Lengtongtie Based on HMGB1/CX-CL12/CXCR4 Signaling Axis
Yibao WEI ; Li ZHANG ; Taiyang LIAO ; Lishi JIE ; Zhenyuan MA ; Peng WU ; Zhengquan HUANG ; Li ZHANG ; Liang DING ; Wei MEI ; Runlin XING ; Songjiang YIN ; Xiaochen LI ; Nongshan ZHANG ; Jun MAO ; Pei-min WANG
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(2):195-202
OBJECTIVE To explore the intervention mechanism of Shangke Lengtongtie on cold hyperalgesia in KOA mice based on the HMGB1/CXCL12/CXCR4 signaling axis.METHODS Monosodium iodoacetate(MIA)was used for the intra-articular injec-tion into the knee joint to establish mice model of knee osteoarthritis(KOA).Peripheral blood monocytes were extracted from mice,cultured,and then reinfused into the tail vein of the mice.Subsequently,in vivo animal imaging was used to observe the recruitment sites of these monocytes.The cold hyperalgesia threshold was measured at various time points in each group of mice.Hematoxylin and eosin(HE)staining was used to evaluate the level of synovial pathological changes.ELISA was employed to detect the expression of in-flammatory factors IL-1β,TNF-α,and pain mediators CGRP and Substance P in mouse serum.Western blot and qPCR methods were used to detect the protein and gene expression of cold hyperalgesia-related indicators such as TRPA1,TRPM8,HMGB1,CXCL12,CXCR4,Collagen Ⅰ,and Netrin-1 in synovial tissue,as well as DCC in dorsal root ganglia(DRG)tissue.RESULTS In vivo ima-ging showed that after the monocytes were reinfused into KOA mice,they were recruited to the knee joint area,with the HMGB1 group exhibiting a greater recruitment of circulating monocytes at the knee joint.Additionally,compared to the control group,the KOA group and HMGB1 group showed inflammatory pathological changes in the synovium,increased expression of serum inflammatory factors and pain mediators,reduced cold hyperalgesia threshold,and upregulated protein and gene expression of cold hyperalgesia-related indica-tors in synovial and DRG tissues.The changes were more significant in the HMGB1 group compared to the KOA group(P<0.05).Af-ter treatment with Shangke Lengtongtie or GL intervention,synovial inflammation was alleviated,serum inflammatory factors and pain mediators decreased,cold hyperalgesia threshold increased,and the upregulation of cold hyperalgesia-related indicator protein and gene expression levels was significantly reversed(P<0.05).CONCLUSION Shangke Lengtongtie exerts a beneficial effect on the mitigation of synovitis and cold hyperalgesia in KOA mice,a therapeutic mechanism that possibly mediated through the inhibition of the HMGB1/CXCL12/CXCR4 signaling axis.
5.A Randomized Controlled Clinical Study on the Treatment of Knee Osteoarthritis with Cold-Dampness Arthralgia Obstruc-tion by Shangke Lengtong Patch
Li ZHANG ; Liang DING ; Zhengquan HUANG ; Wei MEI ; Runlin XING ; Songjiang YIN ; Peng WU ; Xi-aochen LI ; Zhenyuan MA ; Nongshan ZHANG ; Jun MAO ; Peimin WANG
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(3):393-398
OBJECTIVE To explore the effectiveness and possible mechanism of Shangke Lengtong Patch in treating knee osteo-arthritis with cold-dampness arthralgia obstruction.METHODS A total of 70 patients who met the inclusion criteria of knee osteoar-thritis with cold-dampness arthralgia obstruction in the Orthopedics Department of Affiliated Hospital of Nanjing University of Chinese Medicine from November to December 2024 were randomly divided into an experimental group and a control group,with 35 cases in each group.During the treatment,1 case dropped out of the experimental group,3 cases dropped out of the control group,and 1 case was discontinued.The experimental group was treated with Shangke Lengtong Patch,and the control group was treated with Compound Nanxing Zhitong Ointment.The WOMAC scores and TCM syndrome scores of the two groups before and after treatment were compared to comprehensively evaluate the clinical efficacy.The changes in the expression levels of CGRP,substance P,HMGB1,IL-1β,CX-CL12,and CXCR4 in the serum of the two groups were detected by ELISA.RESULTS After 3,7,and 14 d of treatment,the WOMAC scores and TCM syndrome scores of the two groups were significantly reduced(P<0.05,P<0.01),and the score of aggrava-ted cold in the experimental group was better than that in the control group at 7 d of treatment(P<0.05);after 14 d of treatment,the expression levels of CGRP,substance P,HMGB1,IL-1β,CXCL12,and CXCR4 in the serum of the two groups were significantly re-duced(P<0.05),and there was no statistical difference between the two groups.CONCLUSION Shangke Lengtong Patch can sig-nificantly relieve the pain symptoms of knee osteoarthritis patients with cold-dampness arthralgia obstruction and improve the joint func-tion of patients.It may improve synovial inflammation by inhibiting the HMGB1/CXCL12/CXCR4 pathway,thereby exerting a thera-peutic effect.
6.Research progress on esketamine for preventing agitation during recovery period of pediatric general anesthesia
Qingyu ZHAO ; Rugang AN ; Zhengquan TAN ; Guihua HUANG
Chongqing Medicine 2024;53(21):3335-3339
Agitation during the recovery period after general anesthesia is a common complication after pediatric surgery,which can lead to accidents and other serious complications.Esketamine is a high-affinity noncompetitive inhibitor of N-methyl-D-aspartate(NMDA)receptors,which has both anesthetic and analgesic effects,and can be used as an adjunct drug to sedation for endotracheal intubation under general anesthesia and perioperative anesthesia.This article reviews the current research progress of esketamine in the treatment of agitation during recovery period in order to provide reference for clinical reduction of the occurrence of agita-tion in children during recovery period.
7.Improvement effect and mechanism of “Layers adjusting external application”paste on synovial fibrosis in rats with knee osteoarthritis
Yibao WEI ; Zhenyuan MA ; Taiyang LIAO ; Nan YANG ; Peng WU ; Peimin WANG ; Zhengquan HUANG
China Pharmacy 2024;35(4):407-412
OBJECTIVE To investigate the improvement effect and potential mechanism of “Layers adjusting external application” paste on synovial fibrosis (SF) in rats with knee osteoarthritis (KOA). METHODS Male SD rats were randomly divided into sham operation group, KOA group and Layers adjusting external application group, with 8 rats in each group. KOA model was induced by the anterior cruciate ligament disruption method in KOA group and Layers adjusting external application group. Fourteen days after modeling, the Layers adjusting external application group was given “Layers adjusting external application” paste [Sanse powder (8 g for every 100 cm2), Compound sanhuang ointment (5 g for every 100 cm2)] on the knee joint, 8 h every day, for 28 d in total. After the last administration, the degree of synovitis and fibrosis in rats was observed, and Krenn scoring was performed in each group. The expressions of collagen Ⅰ, high mobility group protein B1 (HMGB1) and phosphorylated nuclear factor-κB p65 (p-NF-κB p65) were detected in the synovial membrane; the contents of interleukin-1β (IL- 1β), IL-6 and tumor necrosis factor-α (TNF-α) in serum as well as the expressions of fibrosis-related and HMGB1/Toll-like receptor 4 (TLR4)/NF-κB signaling pathway-related proteins and mRNA were detected in synovial tissue. RESULTS Compared with the sham operation group, the synovial lining cells in the KOA group showed significant proliferation and disordered arrangement, the inflammatory cell infiltration and collagen fiber deposition were obvious; the positive expressing cells of collagen Ⅰ, HMGB1 and p-NF-κB p65 were increased significantly; the contents of IL-1β, IL-6 and TNF-α in serum, the expressions of fibrosis-related protein (transforming growth factor-β, collagen Ⅰ, tissue inhibitor of metalloproteinase 1, α-smooth muscle actin) and their mRNA as well as theexpressions of HMGB1, TLR4 protein and their mRNA, the expressions of p-NF-κB p65 protein and NF-κB p65 mRNA were all increased significantly in synovial tissues of rats (P<0.01). Compared with the KOA group, the pathological changes in the synovial tissue of rats in Layers adjusting external application group were significantly improved, and the above quantitative indicators were significantly reversed (P<0.05 or P<0.01). CONCLUSIONS “Layers adjusting external application” paste could significantly improve SF in KOA rats, the mechanism of which may be associated with the inhibition of the activation of HMGB1/ TLR4/NF-κB signaling pathway.
8.Relationship between low back pain and spinal-pelvic sagittal parameter changes in patients with hip-spine syndrome after total hip arthroplasty
Jin GE ; Dong HUANG ; Jinlian YAN ; Zhengquan XU ; Yehua WANG
Chinese Journal of Tissue Engineering Research 2024;28(36):5823-5827
BACKGROUND:Many studies have shown that total hip arthroplasty will improve low back pain in patients with hip-spine syndrome.However,there are few studies on the relationship between postoperative low back pain improvement and changes in spinal-pelvic sagittal parameters.This study aims to reveal their connections between the two. OBJECTIVE:To explore the relationship between the improvement of low back pain and changes in the spinal-pelvic sagittal parameters in patients with hip-spine syndrome after total hip arthroplasty. METHODS:A retrospective analysis was performed on the clinical and imaging data of 93 end-stage hip disease patients who underwent primary total hip arthroplasty and combined with low back pain and were admitted to Affiliated Hospital of Xuzhou Medical University from January 2019 to January 2022.Spinal-pelvic sagittal parameters were measured on lateral lumbar X-rays before surgery and 1 year at the last follow-up:pelvic incidence,pelvic tilt,sacral slope,lumbar lordosis,pelvic incidence-lumbar lordosis(difference between pelvic incident angle and lumbar lordosis angle).Visual analog scale score,Oswestry disability index,and hip Harris score were recorded before and 1 year after arthroplasty.The patients were divided into two groups according to whether the change in visual analog scale scores 1 year after surgery reached the minimal clinically important difference for low back pain treatment,including 45 cases in the low back pain unimproved group and 48 cases in the low back pain improved group.The preoperative general data of patients,differences in spinal-pelvic sagittal parameters,Oswestry Disability Index and hip Harris score before and after surgery were compared between the two groups. RESULTS AND CONCLUSION:(1)There was no significant difference in age,gender,surgical side,body mass index,and etiology between the two groups(P>0.05),and they were comparable.(2)There was no significant difference in visual analog scale scores before surgery(P>0.05).The visual analog scale scores of the low back pain improved group were lower than those of the low back pain unimproved group 1 year after surgery(P<0.01).(3)At 1 year after surgery,the lumbar lordosis of the low back pain unimproved group was significantly smaller than that before surgery,while the lumbar lordosis of the low back pain improved group was significantly smaller than that before surgery(P<0.01).At the same time,the pelvic incidence-lumbar lordosis mismatch in the low back pain unimproved group was greater than before surgery,while the pelvic incidence-lumbar lordosis mismatch in the low back pain improved group was smaller than before surgery,with significant differences between the two groups(P<0.01).There was no significant difference in the changes of other spinal-pelvic sagittal parameters between the two groups(P>0.05).(4)Preoperative lumbar Oswestry disability index and hip Harris score were not significantly different between the two groups(P>0.05).At 1 year after surgery,Oswestry disability index of the low back pain improved group was lower than that of the low back pain unimproved group and the hip Harris score was higher than that of the low back pain unimproved group(P<0.05).(5)The results showed that the improvement of low back pain was related to changes in spinal-pelvic sagittal parameters in patients with hip-spine syndrome after total hip arthroplasty,showing reduced lumbar lordosis and pelvic incidence-lumbar lordosis mismatch.Moreover,patients with improved low back pain after surgery had better functional scores,indicating that total hip arthroplasty improved spinal alignment and spinal-pelvic sagittal balance.For patients with hip-spine syndrome,a total hip arthroplasty performed before the onset of lumbar disease can have a favorable effect on the lumbar spine.
9.Experimental Study on the Improvement of Peripheral Hyperalgesia in KOA through Inhibition of NGF/TrKA Signaling Pathway by Warming Channels and Activating Blood Circulation External Treatment
Mingchao LI ; Li ZHANG ; Xiaoqing SHI ; Taiyang LIAO ; Lishi JIE ; Peimin WANG ; Guicheng HUANG ; Zhengquan HUANG
Journal of Nanjing University of Traditional Chinese Medicine 2024;40(7):693-701
OBJECTIVE To explore the effect and mechanism of warming channels and activating blood circulation external treat-ment to alleviate peripheral hyperalgesia in knee osteoarthritis(KOA)based on NGF/TrKA signaling pathway.METHODS 30 SD rats were randomly divided into normal group,KOA group and Yiceng group.KOA model was established by anterior cruciate ligament transection(ACLT).14 days after model establishment,rats in Yiceng group were treated with Yiceng patch.The peripheral pain threshold of rats was measured at different time points.The cartilage sections were stained with HE,Aggrecan and type II collagen.The synovial sections were stained with HE,Sirius red,silver and performed with immunostaining.The protein expression of key molecules NGF and TrKA of NGF/TrKA signaling pathway,inflammatory index IL-1β,pain mediator TRPV1,pan-neural mark-ers PGP9.5 and S100 in synovium and complexes transported to dorsal root ganglia(DRG)tissues via nerve endings was determined by Western Blot.The corresponding gene expression was determined by qPCR.The levels of NGF and SP in peripheral blood of rats were determined by ELISA.RESULTS Compared with the KOA group,the cold allodynia and mechanical allodynia thresholds of the rats in the Yiceng group increased(P<0.05,P<0.01);the protein and gene expression of NGF,TrKA,TRPV1,IL-1β,PGP9.5 in the synovial tissue decreased(P<0.05,P<0.01);the protein and gene expression levels of TRPV1,PGP9.5,S100 in the DRG tissue were downregulated(P<0.05,P<0.01).CONCLUSION The warming channels and activating blood circulation external treatment can inhibit the NGF/TrKA signaling pathway,downregulate the gene and protein expressions of NGF,TrKA,TRPV1,IL-1β,PGP9.5,and may inhibit the sprouting of sensory nerve fibers and improve the peripheral hyperalgesia state of rats with KOA.
10.Effect of early protein supplementation on clinical outcomes of the elderly patients with critically ill
Zhengquan WANG ; Wei WEI ; Jun ZHANG ; Jindan GAO ; Jingjing HUANG ; Wen LU ; Ruiqin HE ; Rongrong YUAN ; Jinxia YU ; Xun WANG ; Rong CAI ; Qing YI ; Zilong LI ; Guofeng CHEN ; Caimu WANG
Chinese Journal of Emergency Medicine 2024;33(12):1753-1759
Objective:To investigate the effect of early protein supplementation on the clinical outcomes of elderly ICU patients with critically ill.Methods:The study was a post-hoc analysis of a multicenter, cluster randomized controlled trial (NEED trial), which aimed to evaluate the impact of feeding protocol on nutritional implementation and outcomes in ICU patients. It was planned to include elderly patients aged ≥70 years from the NEED trial, and patients who had not started nutritional therapy by the Day 3 after enrolment, stayed in the ICU less than 7 days, missing the primary outcome were excluded. The primary outcome of this study was 28-day mortality of enrolment. Patients were categorized into Q1 (<0.6 g/kg/d), Q2 (0.6-0.83 g/kg/d), and Q3 (≥0.83 g/kg/d) groups according to the tertiles of protein supply. The log-rank test was used to compare the Kaplan-Meier survival curves for 28-day mortality. The associations between different protein groups and 28-day mortality were tested by Cox proportional hazards regression models. Subgroup analysis was conducted in patients with high (mNUTRIC score≥5) nutritional risk or patients with baseline acute kidney injury.Results:A total of 789 elderly (≥70 years) patients was included in the study, with a mean protein amount of 0.69 (0.53, 0.91) g/(kg·d) during days 3-7 after ICU admission, and mean protein amounts in the Q1 low-protein group, the Q2 medium-protein group, and the Q3 high-protein group were 0.46 (0.36, 0.53), 0.69 (0.63, 0.76), and 1.03 (0.91, 1.23) g/(kg·d), respectively. The results showed that the medium protein group associated with lower 28-day mortality compared to the high protein group, and the association between the medium protein group and lower 28-day mortality still held after controlling for possible confounders by Cox multivariate regression analysis. In the high-nutritional risk subgroup (mNUTRIC≥5), a significant association was also found between the medium protein group and lower 28-day mortality.Conclusions:Early high protein supply are not beneficial for elderly ICU patients by this large sample size post-hoc analysis, and medium protein supply associate with lower 28-day mortality compared with the high protein group. This study may provide a theoretical basis for the optimal dose of early protein supply in elderly ICU patients, as well as a reference for clinical implementation.

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