OBJECTIVE: To explore, identify, and develop novel blood-based indicators using machine learning algorithms for accurate preoperative assessment and effective prediction of postoperative complication risks in patients with rheumatoid arthritis (RA) undergoing total knee arthroplasty (TKA). METHODS: A retrospective cohort study was conducted including RA patients who underwent unilateral TKA between January 2019 and December 2024. Inpatient and 30-day postoperative outpatient follow-up data were collected. Six machine learning algorithms, including decision tree, random forest, logistic regression, support vector machine, extreme gradient boosting, and light gradient boosting machine, were used to construct predictive models. Model performance was evaluated using the area under the receiver operating characteristic curve (AUC), F1-score, accuracy, precision, and recall. SHapley Additive exPlanations (SHAP) values were employed to interpret and rank the importance of individual variables. RESULTS: According to the inclusion criteria, a total of 1 548 patients were enrolled. Ultimately, 18 preoperative indicators were identified as effective predictive features, and 8 postoperative complications were defined as prediction labels for inclusion in the study. Within 30 days after surgery, 453 patients (29.2%) developed one or more complications. Considering overall accuracy, precision, recall, and F1-score, the random forest model [AUC=0.930, 95% CI (0.910, 0.950)] and the extreme gradient boosting model [AUC=0.909, 95% CI (0.880, 0.938)] demonstrated the best predictive performance. SHAP analysis revealed that anti-cyclic citrullinated peptide antibody, C-reactive protein, rheumatoid factor, interleukin-6, body mass index, age, and smoking status made significant contributions to the overall prediction of postoperative complications. CONCLUSION Machine learning-based models enable accurate prediction of postoperative complication risks among RA patients undergoing TKA. Inflammatory and immune-related blood biomarkers, such as anti-cyclic citrullinated peptide antibody, C-reactive protein, and rheumatoid factor, interleukin-6, play key predictive roles, highlighting their potential value in perioperative risk stratification and individualized management.
Humans ; Arthroplasty, Replacement, Knee/adverse effects* ; Arthritis, Rheumatoid/blood* ; Machine Learning ; Postoperative Complications/blood* ; Female ; Male ; Retrospective Studies ; Middle Aged ; Aged ; Risk Factors ; Preoperative Period ; C-Reactive Protein/analysis* ; Risk Assessment

OBJECTIVE: To investigate the clinical characteristics of rheumatoid arthritis (RA) patients with malignant tumor. METHODS: Retrospective summary was made of 1 562 in patients of RA from January 2011 to June 2017. In the study, 74 RA patients with malignant tumor were reviewed and analyzed, and the general conditions, tumor types, RA and tumor onset sequence, and the medication situation were analyzed. RESULTS: The incidence of malignant tumor in the patients with rheumatoid arthritis in our center was 4.16%. The 74 patients were complicated with malignant tumor, of whom 53 were female, and 21 male. The age of RA at presentation was (52.6±17.8) years. The average disease duration of malignant tumor was (63.4 ± 12.7) years. The onset time of rheumatoid arthritis was earlier than that of malignant tumors in 51 cases (51/74), with an average of (17.2±14.2) years between 2 and 60 years. The incidence of malignant tumor was earlier than that of rheumatoid arthritis in 16 cases (16/74), with an average of (6.2±5.9) years between 1 and 21 years, of which 10 cases were sex hormone related tumors. Seven cases (7/74) were diagnosed with RA at the same time, and the time interval between the two diseases was within 1 year. All the patients were over 60 years old with digestive tract tumors. All the 7 patients showed polyarthritis, significantly increased erythrocyte sedimentation rate and C-reactive protein, including 4 rheumatoid factor positive cases and 2 anti-CCP antibody positive cases. The effect of non-steroidal anti-inflammatory drugs and traditional drugs to improve the condition of the disease was poor in the 7 patients, and the condition was relieved after using low-dose glucocorticoids. Gastrointestinal tumors, breast and reproductive system tumors were the most common, followed by respiratory, urological and blood system tumors. CONCLUSION The risk in patients of rheumatoid arthritis complicated with malignant tumor is higher than that of the general population. A variety of factors play an important role in cancer risk of RA, including disease activity, some estrogen metabolites, the use of drugs and so on. Therefore, all RA patients should be screened for malignant tumor during diagnosis, and malignant tumor surveillance is mandatory for all rheumatoid arthritis patients after diagnosis.
Adult ; Aged ; Arthritis, Rheumatoid/complications* ; Autoantibodies ; C-Reactive Protein/analysis* ; Female ; Humans ; Male ; Middle Aged ; Neoplasms/immunology* ; Peptides, Cyclic ; Retrospective Studies ; Rheumatoid Factor/blood*

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

OBJECTIVETo investigate the risk factors for pleural lung disease (PLD) in children with juvenile idiopathic arthritis (JIA) and to provide a basis for the early diagnosis and timely treatment of this disease.

METHODSA total of 360 children with a confirmed diagnosis of JIA were enrolled, and their clinical data were retrospectively analyzed. All patients underwent a chest X-ray. The patients with PLD were assigned to PLD group, while those without PLD were assigned to non-PLD group. The clinical, imaging, and laboratory results of JIA patients with PLD were analyzed.

RESULTSAmong the 360 JIA patients, 43 (11.9%) had PLD, and 9 (21%) of them had respiratory symptoms. Chest X-ray findings mainly included interstitial pneumonitis (53.5%) and pleurisy and/or pleural effusion (38.1%). In the 43 cases of JIA-PLD, 4 (9.3%) had normal chest X-ray findings but abnormal chest CT findings. The incidence of PLD was relatively high in patients aged under 3 years and those aged 12 years or above. Children with systemic JIA had a relatively high incidence of PLD. Compared with the non-PLD group, the PLD group had a significantly higher incidence of anemia, elevated white blood cell (WBC) count and IgG levels in peripheral blood, and positive rheumatoid factors or antinuclear antibodies (P<0.05).

CONCLUSIONSAmong children with JIA, PLD is mostly seen in patients with systemic JIA or aged <3 years or ≥ 12 years, especially those with anemia, elevated WBC count and IgG levels, and positive rheumatoid factors or antinuclear antibodies. For JIA patients with PLD, interstitial pneumonitis is usually seen on chest X-ray or CT, but respiratory symptoms are rarely observed. Routine use of high-resolution chest CT is recommended for early diagnosis and timely treatment of PLD in children with JIA.

Adolescent ; Arthritis, Juvenile ; complications ; Blood Sedimentation ; C-Reactive Protein ; analysis ; Child ; Child, Preschool ; Humans ; Incidence ; Infant ; Lung Diseases ; diagnostic imaging ; epidemiology ; etiology ; Pleural Diseases ; diagnostic imaging ; epidemiology ; etiology ; Radiography ; Retrospective Studies ; Risk Factors

A 53-year-old woman visited the Department of Rheumatology with a chief complaint of a 3-day history of fever and chills and also presented with pain occuring in both knees at the time of outpatient visit. Based on rheumatologic and hematological lab studies, ultrasonography, and a needle aspiration biopsy of the articular cavity, the patient was diagnosed with reactive arthritis. On hospitalization day 3, consultation with the Department of Ophthalmology was requested regarding decreased visual acuity lasting for 3 days. Upon ophthalmologic examination, the corrected visual acuity was 0.1 in the right eye and 0.05 in the left eye. Upon slit lamp microscopy, there were no abnormal findings in the anterior segment. Upon fundus examination, however, there were yellow-white lesions in the macular area of both eyes. Fluorescein angiographywas performed to assess the macular lesions, and the findings were suggestive of macular infarction in both eyes. Due to a lack of other underlying disease, a past surgical history, and a past history of drug administration, the patient was diagnosed with macular infarction in both eyes associated with reactive arthritis. To date, there have been no other such cases reported. In a patient with reactive arthritis, we experienced a case of macular infarction in both eyes, which occurred without association with a past history of specific drug use or underlying disease. Herein, we report our case, with a review of the literature.
Angiography ; Arthritis, Reactive/*complications/diagnosis ; Diagnosis, Differential ; Female ; Humans ; Infarction/diagnosis/*etiology ; Macula Lutea/*blood supply ; Middle Aged ; Tomography, Optical Coherence

Adult ; Anti-Inflammatory Agents ; therapeutic use ; Arthritis, Reactive ; diagnosis ; drug therapy ; etiology ; Drug Therapy, Combination ; Drugs, Chinese Herbal ; therapeutic use ; Humans ; Male ; Methylprednisolone ; therapeutic use ; Phytotherapy ; Treatment Outcome ; Urethritis ; complications

A 40-year-old Korean man presented with painful swelling and tenderness of both ankle joints as well as the plantar surfaces of both feet, along with inflammatory back pain, and a purulent discharge from the urethral orifice. The patient also complained of sicca-like symptoms including dry eyes and dry mouth. An immunological analysis revealed a high titer of rheumatoid factor, positive results for antinuclear antibody and anti-Ro antibody, and a positive result for HLA-B27. An antibody titer for Chlamydia was also significantly increased. Positive results of the Schirmer's test and for keratoconjunctivitis sicca were confirmed by an ophthalmologist. These clinical manifestations were compatible with Chlamydia-induced reactive arthritis (ReA) accompanied by Sjogren's syndrome (SS). This is the first report of the combination of these two distinct disease entities in the Korean population.
Sjogren's Syndrome/*complications ; Male ; Humans ; *Chlamydia trachomatis ; Chlamydia Infections/*complications ; Arthritis, Reactive/*complications ; Antibodies, Antinuclear/blood ; Adult