OBJECTIVE: Rheumatoid arthritis (RA) is a systemic autoimmune disease that affects the small joints of the whole body and degrades the patients' quality of life. Zhengqing Fengtongning (ZF) is a traditional Chinese medicine preparation used to treat RA. ZF may cause liver injury. In this study, we aimed to develop a prediction model for abnormal liver function caused by ZF. METHODS: This retrospective study collected data from multiple centers from January 2018 to April 2023. Abnormal liver function was set as the target variable according to the alanine transaminase (ALT) level. Features were screened through univariate analysis and sequential forward selection for modeling. Ten machine learning and deep learning models were compared to find the model that most effectively predicted liver function from the available data. RESULTS: This study included 1,913 eligible patients. The LightGBM model exhibited the best performance (accuracy = 0.96) out of the 10 learning models. The predictive metrics of the LightGBM model were as follows: precision = 0.99, recall rate = 0.97, F1_score = 0.98, area under the curve (AUC) = 0.98, sensitivity = 0.97 and specificity = 0.85 for predicting ALT < 40 U/L; precision = 0.60, recall rate = 0.83, F1_score = 0.70, AUC = 0.98, sensitivity = 0.83 and specificity = 0.97 for predicting 40 ≤ ALT < 80 U/L; and precision = 0.83, recall rate = 0.63, F1_score = 0.71, AUC = 0.97, sensitivity = 0.63 and specificity = 1.00 for predicting ALT ≥ 80 U/L. ZF-induced abnormal liver function was found to be associated with high total cholesterol and triglyceride levels, the combination of TNF-α inhibitors, JAK inhibitors, methotrexate + nonsteroidal anti-inflammatory drugs, leflunomide, smoking, older age, and females in middle-age (45-65 years old). CONCLUSION This study developed a model for predicting ZF-induced abnormal liver function, which may help improve the safety of integrated administration of ZF and Western medicine. Please cite this article as: Yu Z, Kou F, Gao Y, Lyu CM, Gao F, Wei H. A machine learning model for predicting abnormal liver function induced by a Chinese herbal medicine preparation (Zhengqing Fengtongning) in patients with rheumatoid arthritis based on real-world study. J Integr Med. 2025; 23(1): 25-35.
Humans ; Arthritis, Rheumatoid/drug therapy* ; Drugs, Chinese Herbal/therapeutic use* ; Female ; Middle Aged ; Male ; Retrospective Studies ; Machine Learning ; Adult ; Aged ; Liver/physiopathology* ; Alanine Transaminase/blood*

Alopecia ; chemically induced ; diagnosis ; Antirheumatic Agents ; administration & dosage ; adverse effects ; Arthritis, Rheumatoid ; drug therapy ; Biopsy ; methods ; Cyclosporine ; administration & dosage ; Dermatologic Agents ; administration & dosage ; Drug Hypersensitivity Syndrome ; diagnosis ; etiology ; physiopathology ; therapy ; Humans ; Male ; Middle Aged ; Prednisolone ; administration & dosage ; Skin ; pathology ; Sulfasalazine ; administration & dosage ; adverse effects ; Symptom Flare Up ; Treatment Outcome ; Vitiligo ; chemically induced ; diagnosis

Rheumatoid arthritis (RA) is a systemic autoimmune disease characterized by inflammation and joint destruction that causes significant morbidity and mortality. However, the combined use of methotrexate, a synthetic disease-modifying antirheumatic drug (DMARD), and biologic DMARD has revolutionized treatment of RA. Clinical remission is now realistic targets, achieved by a large proportion of RA patients, and rapid and appropriate induction of remission by intensive treatment with biological DMARD and methotrexate is prerequisite to halt joint damage and functional disabilities. However, biological DMARD is limited to intravenous or subcutaneous uses and orally available small but strong molecules have been developed. Oral administration of tofacitinib targeting the Janus kinase (JAK) is significantly effective than placebo in active patients with methotrexatenaive, inadequately responsive to methotrexate or tumor necrosis factor (TNF)-inhibitors. The efficacy was rapid and as strong as adalimumab, a TNF-inhibitor. Meanwhile, association of tofacitinib on carcinogenicity and malignancy is under debate and further investigation on post-marketing survey would be warranted. On the other hand, discontinuation of a biological DMARD without disease flare is our next goal and desirable from the standpoint of risk reduction and cost effectiveness, especially for patients with clinical remission. Recent reports indicate that more than half of early RA patients could discontinue TNF-targeted biological DMARD without clinical flare and functional impairment after obtaining clinical remission. Contrarily, for established RA, fewer patients sustained remission after the discontinuation of biological DMARD and "deep remission" at the discontinuation was a key factor to keep the treatment holiday of biological DMARD.
Administration, Oral ; Antirheumatic Agents/*administration & dosage/adverse effects ; Arthritis, Rheumatoid/diagnosis/*drug therapy/metabolism/physiopathology ; Biological Products/administration & dosage ; Disability Evaluation ; Drug Administration Schedule ; Humans ; Janus Kinases/antagonists & inhibitors/metabolism ; Molecular Targeted Therapy ; Predictive Value of Tests ; Protein Kinase Inhibitors/administration & dosage ; Recovery of Function ; Remission Induction ; Signal Transduction/drug effects ; Treatment Outcome ; Tumor Necrosis Factor-alpha/antagonists & inhibitors/metabolism

OBJECTIVETo determine the effectiveness and safety of Xinfeng Capsules (XFC) for the treatment of rheumatoid arthritis (RA) patients with decreased pulmonary function.

METHODSThis was a randomized controlled clinical trial of 80 RA patients. Participants were assigned to the trial group (40 cases) and the control group (40 cases) by block randomization. The trial group was treated with XFC, three pills each time three times daily for 2 months. The control group was treated with tripterygium glycoside (TPT), two pills each time three times daily for 2 months. Both groups were followed up after 2 months. The clinical effects, changes in joint and pulmonary function, and quality of life before and after treatment were observed; safety indices were also evaluated.

RESULTSPain, swelling, tenderness, and duration of morning stiffness of joints were obviously decreased after treatment in both the trial and the control groups compared with baseline (P<0.01). Compared with before treatment, hand grip strength increased significantly after treatment in the trial group (P=0.0000); pulmonary function parameters such as forced expiratory volume in the first second of expiration/forced vital capacity (FEV1/FVC), 50% of the expiratory flow of forced vital capacity (FEF50), carbon monoxide diffusing capacity (DLco) were increased (P<0.01 or P<0.05); measures of quality of life such as role-physical, body pain, vitality and mental health were also improved after treatment in the trial group (all P<0.05). Joint swelling in the trial group decreased compared with the control group (P=0.0043), while hand grip strength was increased after treatment (P=0.0000). The increase in FEF50, DLco, and the dimensions of quality of life such as vitality and mental health were all significantly greater in the trial group than the control group (P<0.05 or P<0.01).

CONCLUSIONSXFC not only relieved joint pain in RA patients, but also significantly improved the ventilation and diffusion function of the lungs. Therefore, XFC could improve the whole body function and enhance the quality of life of RA patients.

Adult ; Aged ; Arthritis, Rheumatoid ; blood ; drug therapy ; pathology ; physiopathology ; Blood Sedimentation ; C-Reactive Protein ; Capsules ; Drugs, Chinese Herbal ; therapeutic use ; Female ; Humans ; Joints ; pathology ; Male ; Middle Aged ; Quality of Life ; Respiratory Function Tests ; Surveys and Questionnaires ; Treatment Outcome

The aim of the study was to examine lipid profiles, arterial stiffness (AS), carotid intima-media thickness (cIMT), in 55 women with RA without overt cardiovascular disease (capital ES, CyrillicVD) treated with rituximab (RTX).The following parameters were recorded before and 24 weeks after RTX therapy (2 infusions of 500 or 1,000 mg RTX intravenously, fortnightly): plasma total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), low-density lipoprotein cholesterol (LDL-C), triglycerides, DAS 28-ESR, serum C-reactive protein (CRP), RF IgM, AS (SI - stiffness index, RI - reflection index) by digital volume pulse contour analysis (Micro Medical, UK), and common cIMT by high-resolution B-mode carotid ultrasound. Based on the European League Against Rheumatism (EULAR) criteria, patients were divided into two groups: 1) moderate/good response to RTX therapy after 24 weeks (41 patients, 75%), 2) no response to RTX therapy (14 patients, 25%). Effective RTX therapy resulted in 9% increase in TC, 23% increase in HDL-C and 14% decrease in atherogenic index, 57% decrease in SI and 24% decrease in RI. We observed a 9% decrease of cIMTmax at 24 weeks. The improvement of cardiovascular parameters was accompanied by statistically significant decreases of CRP, ESR, RF IgM and DAS 28 in group 1 (P < 0.05). There were not significant changes in lipid profile, AS parameters, and cIMT in group 2. Two infusions of RTX in case of moderate/good EULAR effect of therapy exerted favorable effects on lipid profile, AS and cIMT in women with RA without overt CVD.
Antirheumatic Agents/*therapeutic use ; Arthritis, Rheumatoid/complications/*drug therapy/physiopathology ; Biomarkers/blood ; C-Reactive Protein/analysis ; Cardiovascular Diseases/complications ; Carotid Intima-Media Thickness ; Cholesterol, HDL/blood ; Cholesterol, LDL/blood ; Female ; Humans ; Lipids/*blood ; Middle Aged ; Rituximab/*therapeutic use ; Treatment Outcome ; Triglycerides/blood ; Vascular Stiffness

The aim of the study was to examine lipid profiles, arterial stiffness (AS), carotid intima-media thickness (cIMT), in 55 women with RA without overt cardiovascular disease (capital ES, CyrillicVD) treated with rituximab (RTX).The following parameters were recorded before and 24 weeks after RTX therapy (2 infusions of 500 or 1,000 mg RTX intravenously, fortnightly): plasma total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), low-density lipoprotein cholesterol (LDL-C), triglycerides, DAS 28-ESR, serum C-reactive protein (CRP), RF IgM, AS (SI - stiffness index, RI - reflection index) by digital volume pulse contour analysis (Micro Medical, UK), and common cIMT by high-resolution B-mode carotid ultrasound. Based on the European League Against Rheumatism (EULAR) criteria, patients were divided into two groups: 1) moderate/good response to RTX therapy after 24 weeks (41 patients, 75%), 2) no response to RTX therapy (14 patients, 25%). Effective RTX therapy resulted in 9% increase in TC, 23% increase in HDL-C and 14% decrease in atherogenic index, 57% decrease in SI and 24% decrease in RI. We observed a 9% decrease of cIMTmax at 24 weeks. The improvement of cardiovascular parameters was accompanied by statistically significant decreases of CRP, ESR, RF IgM and DAS 28 in group 1 (P < 0.05). There were not significant changes in lipid profile, AS parameters, and cIMT in group 2. Two infusions of RTX in case of moderate/good EULAR effect of therapy exerted favorable effects on lipid profile, AS and cIMT in women with RA without overt CVD.
Antirheumatic Agents/*therapeutic use ; Arthritis, Rheumatoid/complications/*drug therapy/physiopathology ; Biomarkers/blood ; C-Reactive Protein/analysis ; Cardiovascular Diseases/complications ; Carotid Intima-Media Thickness ; Cholesterol, HDL/blood ; Cholesterol, LDL/blood ; Female ; Humans ; Lipids/*blood ; Middle Aged ; Rituximab/*therapeutic use ; Treatment Outcome ; Triglycerides/blood ; Vascular Stiffness

No abstract available.
Antirheumatic Agents/therapeutic use ; Arthritis, Rheumatoid/blood/*complications/diagnosis/drug therapy/physiopathology ; Biological Markers/blood ; Drug Therapy, Combination ; Facial Dermatoses/complications/diagnosis ; Female ; Hand Joints/physiopathology/radiography ; Humans ; Immunosuppressive Agents/therapeutic use ; Inflammation Mediators/blood ; Knee Joint/physiopathology/radiography ; Lupus Erythematosus, Systemic/blood/*complications/diagnosis/drug therapy ; Middle Aged ; Syndrome ; Treatment Outcome

Anti-Inflammatory Agents ; administration & dosage ; Arthritis ; diagnosis ; drug therapy ; etiology ; physiopathology ; Arthritis, Rheumatoid ; diagnosis ; Clofazimine ; administration & dosage ; Dapsone ; administration & dosage ; Delayed Diagnosis ; Diagnosis, Differential ; Humans ; Leprostatic Agents ; administration & dosage ; Leprosy ; complications ; diagnosis ; drug therapy ; physiopathology ; Male ; Middle Aged ; Prednisolone ; administration & dosage ; Rifampin ; administration & dosage ; Treatment Outcome

OBJECTIVETo study the changes in cardiac function of rheumatoid arthritis (RA) patients and: to observe the effect of xinfeng capsule ( XFC) on them.

METHODSSixty-eight RA patients were: randomly assigned to two groups by a lottery: 38 patients in the treatment group treated orally with XFC, 3 capsules, thrice a day, and 30 in the control group treated with fengshi gutong capsule (FSGTC), 4 capsules, twice a day, 30 days as one course of treatment, and two courses were given for both groups. A normal control (NC) group including 20 healthy subjects was set up. The clinical efficacy was compared between the two treated groups. The changes in cardiac function, including early diastolic peak flow velocity (E), late diastolic peak flow velocity (A), left ventricular fraction shortening (FS), and E/A, as well as uric acid (UA), erythrocyte sedimentation rate (ESR), α-acid glycoprotein (α-AGP), and hypersensitive C-reaction protein (hs-CRP), were observed. The regulation T cell was determined with flow cytometry.

RESULTS(1) The total effective rate in the treatment group and the control group was 92.1%: (35/38) and 70.0% (21/30), respectively. Significant difference was shown between them (P<0.05). (2)

CONCLUSIONSThe descendent of cardiac function exists in RA patients. XFC could improve cardiac: function of RA patients, which is superior to FSGTC. Its mechanism may be related to its effect on raising CD4 CD4(+)CD25 CD25(+)Treg and CD4 CD4(+)CD25 CD25(+)CD127(-) Treg cells, decreasing UA, α-AGP, and hs-CRP levels, reducing immune inflammation, adjusting the overall balance of immune response, and thus improving the cardiac function of RA patients.

Adult ; Aged ; Arthritis, Rheumatoid ; drug therapy ; physiopathology ; Capsules ; Drugs, Chinese Herbal ; pharmacology ; therapeutic use ; Female ; Heart Function Tests ; drug effects ; Humans ; Male ; Middle Aged ; Treatment Outcome ; Young Adult

Rheumatoid arthritis (RA) is a chronic systemic autoimmune disease chiefly affecting synovial membranes of multiple joints. The clinical manifestations are highly variable. Besides joint affection, extra-articular manifestations always occur in RA patients, such as lung, blood vessel, heart, endocrine glands, hematological system, and nervous system affections. In addition to Western medicine therapy, Chinese medicine also plays a significant role in the treatment of RA with good efficacy and less adverse reactions. This paper summarizes the effects of xinfeng capsule, a Chinese medicine, and the mechanisms of its action in ameliorating the extra-articular manifestations based on a series of clinical and experimental researches.
Animals ; Arthritis, Rheumatoid ; drug therapy ; immunology ; pathology ; physiopathology ; Biomedical Research ; Drugs, Chinese Herbal ; therapeutic use ; Humans ; Joints ; pathology ; Medicine, Chinese Traditional