1.A cross-sectional study on the prevalence and risk factors of erectile dysfunction among young and middle-aged male patients with diabetes mellitus at a Tertiary Hospital in Manila.
Edmond R. DAVID ; Elaine C. CUNANAN ; Erick S. MENDOZA
Journal of Medicine University of Santo Tomas 2026;10(1):1827-1836
This study aims to determine the prevalence of erectile dysfunction (ED) and identify its associated risk factors among young and middle-aged Filipino male patients diagnosed with diabetes mellitus. This study utilized a cross-sectional design to investigate the prevalence and associated factors of ED among male patients with diabetes. A total of 423 participants were recruited from clinical settings using purposive sampling. Data were collected using structured interviews and medical records, including demographics, comorbidities and laboratory results. Among 423 male diabetic patients, 78% were found to have ED. Patients with ED were significantly older (median: 49.5 versus 42 years, p<0.001), had higher body mass index (BMI), longer diabetes duration and more comorbidities. Univariable logistic regression showed that age (OR: 1.06, p<0.001), diabetes duration (OR: 1.11, p<0.001), hypertension (OR: 1.62, p = 0.042), dyslipidemia (OR: 1.75, p = 0.022), elevated HbA1c (>9.0%; OR: 3.43, p = 0.034) and serum creatinine (OR: 1.01, p = 0.008) were significantly associated with ED. However, none remained significant in the multivariable model. Male Filipino patients with diabetes have a significant burden of ED. Results of the univariable models show that age, duration of diabetes, hypertension, dyslipidemia, HbA1c and serum creatinine are significant individual predictors of ED.
Human ; Male ; Adolescent: 13-18 Yrs Old ; Young Adult: 19-24 Yrs Old ; Adult: 25-44 Yrs Old ; Middle Aged: 45-64 Yrs Old ; Aged: 65-79 Yrs Old ; Tertiary Care Centers ; Risk Factors ; Risk ; Medical Records ; Erectile Dysfunction ; Diabetes Mellitus ; Philippines
2.Risk factors of presence and severity of diabetic retinopathy in a Tertiary Hospital.
Gertrude Camille Crisostomo REYES ; Mark Henry JOVEN
Philippine Journal of Internal Medicine 2026;64(1):43-55
BACKGROUND
Diabetic retinopathy (DR) remains to be the leading cause of blindness worldwide. Traditionally, risk factors such as diabetes duration, HbA1c levels, hypertension and dyslipidemia have been closely linked to the development of this condition. However, recent research suggests that these factors account for only a portion of DR cases. Emerging studies highlight additional potential risk factors including diabetic nephropathy, insulin use, and body mass index -though data on these factors remain limited and at times contradictory. While there have been a few local studies exploring some of these variables, none have comprehensively examined how these factors collectively influence the occurrence and severity of diabetic retinopathy. This study aims to asses both the factors associated with presence and occurrence of diabetic retinopathy.
METHODOLOGYThis analytical cross-sectional study included patients with diabetes (n=201, aged 18 years and older) who underwent fundus photography at The Medical City Ortigas between January 1, 2022, and December 31, 2022. Data collection involved a thorough review of patient records, which provided demographic information and details on potential risk factors. The presence and severity of diabetic retinopathy (DR) were assessed based on fundus photography results, as interpreted by ophthalmologists. To evaluate the statistical significance of the association between risk factors and DR status, logistic regression analysis was done
RESULTSDuration of diabetes (odds ratio [OR] 1.07; 95% CI, 1.01-1.13 per year increase), HBA1c (OR 1.4; 95% CI, 1.1-1.86),
fasting blood sugar (OR 1.4; 95% CI, 0.977-0.998), hypercholesterolemia (OR 5.02; 95% CI 1.67-16.44) and presence of
nephropathy (OR 3.39; 95% CI 1.49-8) were correlated with diabetic retinopathy.
The presence of diabetic retinopathy was significantly associated with several clinical factors. Each additional year of diabetes mellitus duration was associated with a 1.07-fold increase in the likelihood of DR. Additionally, each 1% increase in HbA1c was linked to a 1.40-fold increase in DR risk. The presence of diabetic nephropathy and hypercholesterolemia were also strong predictors, associated with a 3.39-fold and 5-fold increase in the likelihood of DR, respectively. Glycemic control, dyslipidemia and nephropathy appear to be associated with more severe forms of diabetic retinopathy. Clinicians handling diabetes patients with this patient profile should be wary of this diabetes complication.
Human ; Male ; Female ; Adolescent: 13-18 Yrs Old ; Young Adult: 19-24 Yrs Old ; Adult: 25-44 Yrs Old ; Diabetic Retinopathy ; Hospitals ; Risk ; Risk Factors ; Tertiary Care Centers
3.Pattern of lymph node metastasis and p53 abnormal (p53abn) expression in preoperative early-stage endometrial cancer: A 5-year institutional experience.
Angeli Anne C. Ang ; Carolyn R. Zalameda-Castro ; Cecile C. Dungog ; Michele H. Diwa ; Karen Cybelle J. Sotalbo
Acta Medica Philippina 2026;60(8):98-106
BACKGROUND
Early-stage endometrial cancer often presents with favorable survival rates, but high-risk factors, including TP53 mutations and high-grade serous pathology, can lead to recurrence and poor prognosis. The standard primary treatment for endometrial cancer is surgical staging, and lymph node metastases significantly impact adjuvant therapy decisions. The subgroup of p53-abnormal (p53abn) indicates the worst prognosis and potential benefits from adjuvant chemotherapy. Molecular classification, while recommended, faces practical challenges due to resource constraints.
OBJECTIVESThe study aimed to assess the incidence of p53 abnormal expression in clinical stage 1 endometrial cancer cases that underwent surgery at a government tertiary hospital, and assess its relationship with clinicopathologic factors and pelvic and paraaortic lymph node metastasis (LNM).
METHODSA cross-sectional retrospective analysis was conducted on clinical early-stage endometrial cancer cases that underwent surgical primary treatment between January 2018 and December 2022. Patient records were reviewed to gather demographics, surgical information, and pathological evaluations. Preoperative clinical staging was determined through imaging, and surgical staging involved comprehensive lymphadenectomy. Immunohistochemistry studies for p53 were carried out on formalin-fixed paraffin-embedded tissue samples.
RESULTSA total of 233 endometrial cancer cases were included. The mean age at diagnosis was 53.7 years. Common comorbidities included hypertension (47.2%) and dyslipidemia (20.6%). Most cases were endometrioid histology (82.8%) and low-grade tumors (85.8%). Tumor grade (p=0.010), myometrial invasion (p<0.001) and lymphovascular space invasion (p<0.001) significantly correlated with lymph node metastasis. However, tumor size and p53abn were not significantly associated with lymph node metastasis. p53abn overexpression was significantly associated with non-endometrioid histology at 33% and Grade 3 tumors at 23%. Preoperative grading demonstrated moderate reliability (0.51) with postoperative grading, with an agreement of 65.4%.
CONCLUSIONTumor grade, myometrial invasion, and LVSI were all significantly associated with lymph node involvement. While p53 immunohistochemical stains show promise in predicting metastasis and has been associated with tumor aggressiveness, this should still be correlated with clinicopathological parameters to carry out a more accurate risk stratification of early-stage patients.
Therapeutics ; Survival Rate ; Risk Factors ; Recurrence ; Prognosis ; Pathology ; Endometrial Neoplasms ; Immunohistochemistry ; Tumor Suppressor Protein P53 ; Lymph Node Excision ; Risk Assessment
4.Identification of high-risk preoperative blood indicators and baseline characteristics for multiple postoperative complications in rheumatoid arthritis patients undergoing total knee arthroplasty: a multi-machine learning feature contribution analysis.
Kejia ZHU ; Zhiyang HUANG ; Biao WANG ; Hang LI ; Yuangang WU ; Bin SHEN ; Yong NIE
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(12):1532-1542
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
5.A preliminary study of risk factors for the stress fracture in treated with clavicle hook plate.
Peng-Fei NIE ; Yuan-Lin XU ; Yong-Fu LI ; Lun ZHANG ; Qian-Qian ZHOU ; Jian-Nyu LUO ; Jian GUO
China Journal of Orthopaedics and Traumatology 2025;38(1):61-65
OBJECTIVE:
To investigate the effects of bone density, plate bending degree and proximal screw type on the stress fracture of clavicle hook.
METHODS:
Three sows weighing between 45 and 50 kg were selected, from which a total of 40 rivs were collected. The 15 ribs of sows were divided into 3 groups according to bone density and bone hardness with 5 rivs in each group. And then the 3 groups were fixed with 6-hole collarbone hook plates and 3 locking screws. Measure the maximum torsion force when the ribs were fractured by force. The same size 15 rids were divided into 3 groups, named forward bending group, 0° group(the angle between the plate surface and the rib surface) and reverse bending group. All fixed with 6-hole collarbone hook plates and locking screws to measure the maximum torsion force of rib stress fracture. Then the same size 10 rids were divided into 2 groups, the normal screw group and the locking screw group with 5 ribs in each group. Both groups were fixed with 6-hole collarbone hook plates and screws. The normal screw group was a normal screw, fixed in proximal end, and two locking screws. The locking screw group was fixed by locking screws. Measure the maximum torsion force of the two groups when the ribs fracture by force.
RESULTS:
In the bone density experiment, the torque force of hard bone group (104.51±6.27) N was greater than the normal bone group (75.04±3.81) N(t=8.979, P<0.05). The force of normal bone group was greater than the osteoporosis group (49.99±2.12) N(t=12.832, P<0.05). In the bending collarbone hook experiment, the order of the torque force generated by each group as follow:the forward bending group (343.59±6.18) N greater than the 0° group (106.01±5.29) N(t=65.279, P<0.05) greater than the reverse bending group (95.82±4.12) N(t=3.398, P<0.05). The force of the normal screw group (98.68±0.70) N was greater than the locking screw group (50.20±0.95) N(t=91.484, P<0.05). The data comparisons of each group were statistically significant.
CONCLUSION
Bone density, plate bending degree and proximal screw type had an impact on stress fracture of clavicle hook plate. Higher bone density, forward bending of the steel plate, and ordinary screws in proximal end can reduce the rates of stress fractures of clavicle hooks.
Animals
;
Bone Plates
;
Clavicle/surgery*
;
Swine
;
Fractures, Stress/etiology*
;
Female
;
Risk Factors
;
Fracture Fixation, Internal/instrumentation*
;
Bone Screws
;
Biomechanical Phenomena
;
Bone Density
6.Risk factors for cutout failure in geriatric intertrochanteric fracture patients after cephalomedullary nail fixation.
You-Liang HAO ; Fang ZHOU ; Hong-Quan JI ; Yun TIAN ; Zhi-Shan ZHANG ; Yan GUO ; Yang LYU ; Zhong-Wei YANG ; Guo-Jin HOU
China Journal of Orthopaedics and Traumatology 2025;38(2):141-147
OBJECTIVE:
To determine risk factors for cutout failure in geriatric intertrochanteric fracture patients after cephalomedullary nail fixation.
METHODS:
A retrospective review of 518 elderly patients who underwent cephalomedullary nail fixation for intertrochanteric fractures between January 2008 and August 2018 was conducted, including 167 males and 351 females, age from 65 to 97 years old. All patients were followed up for at least one year after surgery and divided into a healed group and a cutout group based on whether the hip screw cutout occurred. Among all patients, 10 cases experienced hip screw cutout. The general information, surgical data, and radiological data of the two groups were compared, and risk factors influencing hip screw cutout were analyzed. Propensity score matching was then performed on the cutout group based on gender, age, body mass index(BMI), and American Society of Anesthesiologists(ASA), and 40 patients from the healed group were matched at a ratio of 1∶4. Key risk factors affecting hip screw cutout were further analyzed. Multivariable logistic regression analysis was conducted to evaluate associations between variables and cutout failure.
RESULTS:
There were no statistically significant differences between the healed group and the cutout group in terms of age, gender, BMI, ASA, and AO classification. However, statistically significant differences were observed between the two groups in terms of reduction quality(P=0.003) and tip-apex distance(TAD), P<0.001. Multivariate analysis identified poor reduction quality OR=23.138, 95%CI(2.163, 247.551), P=0.009 and TAD≥25 mm OR=30.538, 95%CI(2.935, 317.770), P=0.004 as independent risk factors for cutout failure.
CONCLUSION
The present study identified poor reduction quality and TAD≥25 mm as factors for cutout failure in geriatric intertrochanteric fractures treated with cephalomedullary nails. Further studies are needed to calculate the optimal TAD for cephalomedullary nails.
Humans
;
Male
;
Female
;
Hip Fractures/surgery*
;
Aged, 80 and over
;
Aged
;
Risk Factors
;
Retrospective Studies
;
Fracture Fixation, Intramedullary/adverse effects*
;
Bone Nails
;
Bone Screws
7.Analysis of risk factors for adjacent vertebral fractures after conservative treatment of osteoporotic vertebral compression fractures in elderly women.
Qing-Qing LI ; Jun ZHANG ; Jun-Gao ZHU ; Xuan-Liang RU
China Journal of Orthopaedics and Traumatology 2025;38(2):147-151
OBJECTIVE:
To study the relevant factors affecting the occurrence of adjacent vertebral fractures in women with osteoporotic vertebral compression fractures after conservative treatments.
METHODS:
A total of 98 elderly female patients diagnosed with osteoporotic vertebral compression fractures and treated from January 2020 to January 2022 were retrospectively analyzed. The average age was (73.05±7.38) years old. Based on the follow-up results after two years of injury, the patients were divided into the adjacent vertebral fracture group (24 cases) and the non-adjacent vertebral fracture group (74 cases). The following factors were recorded for each patient:age, initial bone density, follow-up bone density, bone density changes, initial VAS score, degree of fracture compression, presence of old fractures, use of zoledronic acid, use of parathyroid hormone analogs, occurrence of complications, and further compression of the affected vertebrae. Univariate and multivariate Logistic regression analyses were performed to analyze the associated risk factors.
RESULTS:
Univariate analysis revealed that in elderly women undergoing conservative treatment for osteoporotic vertebral compression fractures, the degree of fracture compression, follow-up bone density, changes in bone density, use of zoledronic acid, and use of parathyroid hormone analogs were statistically significant(P<0.05). Multivariate Logistic regression analysis demonstrated that the degree of fracture compression 95%CI(0.040, 0.571), P=0.005, OR=0.151, changes in bone density 95%CI(1.264, 1 360.732), P=0.036, OR=41.477, and use of parathyroid hormone analogs 95%CI(1.638, 31.625), P=0.009, OR=7.196 were risk factors affecting the occurrence of adjacent vertebral fractures following vertebral compression fractures in elderly women with osteoporosis.
CONCLUSION
The degree of fracture compression, changes in bone density, and the use of parathyroid hormone analogs are factors influencing the occurrence of adjacent vertebral fractures following vertebral compression fractures in elderly women with osteoporosis. For patients with mild compression fractures (gradeⅠ), conservative treatment can be achieved by intensifying anti-osteoporosis therapy and using parathyroid hormone analogs.
Humans
;
Female
;
Aged
;
Fractures, Compression/etiology*
;
Spinal Fractures/therapy*
;
Osteoporotic Fractures/therapy*
;
Retrospective Studies
;
Risk Factors
;
Conservative Treatment
;
Aged, 80 and over
;
Bone Density
8.Analysis of clinical characteristics and influencing factors of patients with postmenopausal osteoporosis combined with dyslipidemia.
Rong XIE ; Li-Guo ZHU ; Zi-Kai JIN ; Tian-Xiao FENG ; Ke ZHAO ; Da WANG ; Ling-Hui LI ; Xu WEI
China Journal of Orthopaedics and Traumatology 2025;38(5):487-493
OBJECTIVE:
To explore the co-morbid influencing factors of postmenopausal osteoporosis(PMOP) and dyslipidemia, and to provide evidence-based basis for clinical co-morbidity management.
METHODS:
Based on the 2017 to 2018 Beijing community cross-sectional survey data, PMOP patients were included and divided into the dyslipidemia group and the uncomplicated dyslipidemia group according to whether they were comorbid with dyslipidemia. Demographic characteristics, living habits and disease history were collected through questionnaires, and bone mineral density and bone metabolism biomarkers (osteocalcin, blood calcium, serum typeⅠprocollagen N-terminal prepeptide, etc.) were detected on site. Co-morbidity risk factors were analyzed using binary logistic regression.
RESULTS:
Three hundred and twenty patients with PMOP were included, including the comorbid group (75 patients) and the uncomplicated group (245 patients). The results showed that history of cardiovascular disease [OR=1.801, 95%CI(1.003, 3.236), P=0.049], history of cerebrovascular disease [OR=2.923, 95%CI(1.460, 5.854), P=0.002], frying and cooking methods[OR=5.388, 95%CI(1.632, 17.793), P=0.006], OST results[OR=0.910, 95%CI(0.843, 0.983), P=0.016], and blood Ca results [OR=60.249, 95%CI(1.862, 1 949.926), P=0.021] were the influencing factors of PMOP complicated with dyslipidemia.
CONCLUSION
Focus should be placed on the influencing factors of PMOP and dyslipidemia co-morbidities, with emphasis on multidimensional assessment, combining lifestyle interventions with bone metabolism marker monitoring to optimize co-morbidity management.
Humans
;
Dyslipidemias/epidemiology*
;
Female
;
Middle Aged
;
Osteoporosis, Postmenopausal/metabolism*
;
Aged
;
Cross-Sectional Studies
;
Risk Factors
;
Bone Density
9.Analysis of risking factors affecting the graft healing degree on MRI by 1 year after anterior cruciate ligament autograft tendon over-the-top reconstruction.
Zan LIN ; Yong HU ; Min SUN ; Xu JIANG
China Journal of Orthopaedics and Traumatology 2025;38(5):500-507
OBJECTIVE:
To retrospectively analyze the healing degree of graft in patients who underwent over-the-top reconstruction of the anterior cruciate ligament(ACL) using autologous tendon 1 year postoperatively to find out possible risk factors.
METHODS:
From January 2017 to March 2023, 207 patients with more than 1 year of follow-up and 1-year postoperative MRI were selected from that receiving ACL autograft tendon over-the-top reconstruction surgery including 137 males and 70 females, with a mean age of (28.01±9.71) years rangeding 12 to 56 years old;time from trauma to surgery was (5.80±3.78) months. All patients had intra-operative pivoshift tested asⅠtoⅡdegree. The 1-year postoperative magnetic resonance imaging (MRI) results were categorized by Howell's method, classifying degreesⅠandⅡas group BHD (better healing degree), while degrees Ⅲ and Ⅳ as group PHD (poorer healing degree). Potential influencing factors such as age, gender, whether it was a sports injury, time from injury to surgery, time to return to sports after surgery, body mass index (BMI), Beighton score, knee hyper-extension, diameter of the graft, whether it was remnant-preserving or not, whether the medial and lateral meniscus were resected, sutured or not, posterior lateral tibial slope, intercondylar notch width ratio (ICNWR), and lateral femoral condyle depth ratio (LFCDR) were analyzed by univariate analysis and Logistic regression to find the influencing factors.
RESULTS:
All patients were follow-up time for (18.59±4.63) months, and all the patients had good wound healing without any infection after surgery. There were 3 cases of re-ruptrure and 2 cases with secondary medial meniscus barrel handle-like tear 1 year after surgery, which received arthroscopic surgical treatment. Univariate analysis showed statistically significant difference in time from injury to surgery, time from surgery to return to sports, ICNWR, posterior lateral tibial slope, and BMI between the two groups(P<0.05). Multi-factorial regression analysis showed that smaller ICNWR, OR=0.684, 95%CI(0.528, 0.886), P=0.004; larger posterior lateral tibial slope, OR=1.557, 95%CI(1.222, 1.984), P<0.001;larger BMI, OR=1.724, 95%CI(1.369, 2.172), P<0.001;and shorter return-to-sport time<6 months vs. 6 to 12 months, OR=0.167, 95%CI(0.041, 0.672), P=0.012;<6 months vs.>12 months, OR=0.022, 95%CI(0.004, 0.108), P<0.001 might be risk factors for poor MRI healing degree 1 year postoperatively.
CONCLUSION
In patients received ACL autograft tendon over-the-top reconstruction, smaller ICNWR, larger posterior lateral tibial slope, larger BMI, and shorter time to return to sports may all be high-risk factors for poor graft healing degree on MRI 1 year postoperatively, and the surgical technique and the postoperative rehabilitation are supposed to be individualized for such patients.
Humans
;
Male
;
Female
;
Adult
;
Magnetic Resonance Imaging
;
Anterior Cruciate Ligament Reconstruction/methods*
;
Middle Aged
;
Adolescent
;
Young Adult
;
Tendons/transplantation*
;
Child
;
Risk Factors
;
Retrospective Studies
;
Transplantation, Autologous
;
Anterior Cruciate Ligament Injuries/diagnostic imaging*
;
Anterior Cruciate Ligament/diagnostic imaging*
;
Autografts
;
Wound Healing
10.Establishment of a Nomogram model for individualized prediction of the risk of acute spinal cord injury complicated with respiratory dysfunction.
Jie LIU ; Su-Juan LIU ; Ran LI ; Wen-Jing ZHANG ; Yong WANG
China Journal of Orthopaedics and Traumatology 2025;38(5):525-531
OBJECTIVE:
To analyze the risk factors of acute spinal cord injury complicated with respiratory dysfunction, and to construct the clinical prediction model of acute spinal cord injury complicated with respiratory dysfunction.
METHODS:
Continuous 170 cases of acute spinal cord injury treated from April 2019 to October 2022 were retrospectively collected, and clinical data were uniformly collected. Patients were divided into respiratory dysfunction group 30 cases and non-respiratory dysfunction group 140 cases according to whether they had respiratory dysfunction during treatment. The predictive factors of acute spinal cord injury complicated with respiratory dysfunction were screened by Lasso analysis, and the risk factors of acute spinal cord injury complicated with respiratory dysfunction were screened by multivariate Logistic regression analysis. R(R4.2.1) software was used to establish a nomogram risk warning model for predicting acute spinal cord injury complicated with respiratory dysfunction, and Hosmer-Lemeshow test was used to evaluate the model fit. Finally, area under receiver operating characteristic(ROC) curve (AUC), calibration curve, and decision curve analysis(DCA) were used to evaluate the differentiation, calibration and clinical impact of the model.
RESULTS:
The incidence of respiratory dysfunction in 170 patients was 17.65%. Lasso regression analysis selected age, residence, marital status, smoking, hypertension, degree of paralysis, spinal cord injury plane, multiple injuries, spinal cord fracture and dislocation, and ASIA grade as the influencing factors. Multivariate Logistic regression analysis showed that age, smoking, degree of paralysis, level of spinal cord injury, spinal cord injury of fracture and dislocation, and ASIA grade were risk factors for acute spinal cord injury complicated with respiratory dysfunction. The prediction model of acute spinal cord injury complicated with respiratory dysfunction was established by Hosmer-Lemeshow test, χ2=5.830, P=0.67. The AUC value of the model was 0.912. DCA analysis showed that the net benefit value of nomogram prediction of acute spinal cord injury complicated with respiratory dysfunction was higher when threshold probability ranged from 1% to 100%.
CONCLUSION
This column chart can help identify the risk of acute spinal cord injury complicated with respiratory dysfunction in early clinical stage, facilitate early clinical decision-making and intervention, and has important guiding significance for optimizing clinical efficacy and improving prognosis of patients. It is expected to improve and verify this model with larger samples and multi-center in the future.
Humans
;
Spinal Cord Injuries/complications*
;
Nomograms
;
Male
;
Female
;
Middle Aged
;
Adult
;
Retrospective Studies
;
Risk Factors
;
Aged
;
Respiration Disorders/etiology*
;
Adolescent
;
Logistic Models


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