Comparison between linear and nonlinear machine-learning algorithms for the classification of thyroid nodules.

BACKGROUND: A key challenge in thyroid carcinoma is preoperatively diagnosing malignant thyroid nodules. The purpose of this study was to compare the classification performance of linear and nonlinear machine-learning algorithms for the evaluation of thyroid nodules using pathological reports as reference standard. METHODS: Ethical approval was obtained for this retrospective analysis, and the informed consent requirement was waived. A total of 1179 thyroid nodules (training cohort, n = 700; validation cohort, n = 479) were confirmed by pathological reports or fine-needle aspiration (FNA) biopsy. The following ultrasonography (US) featu res were measured for each nodule: size (maximum diameter), margins, shape, aspect ratio, capsule, hypoechoic halo, composition, echogenicity, calcification pattern, vascularity, and cervical lymph node status. We analyzed five nonlinear and three linear machine-learning algorithms. The diagnostic performance of each algorithm was compared by using the area under the curve (AUC) of the receiver operating characteristic curve. We repeated this process 1000 times to obtain the mean AUC and 95% confidence interval (CI). RESULTS: Overall, nonlinear machine-learning algorithms demonstrated similar AUCs compared with linear algorithms. The Random Forest and Kernel Support Vector Machines algorithms achieved slightly greater AUCs in the validation cohort (0.954, 95% CI: 0.939-0.969; 0.954 95%CI: 0.939-0.969, respectively) than other algorithms. CONCLUSIONS: Overall, nonlinear machine-learning algorithms share similar performance compared with linear algorithms for the evaluation the malignancy risk of thyroid nodules.

A nomogram for individual prediction of vascular invasion in primary breast cancer.

OBJECTIVES: To explore the feasibility of preoperative prediction of vascular invasion (VI) in breast cancer patients using nomogram based on multiparametric MRI and pathological reports. METHODS: We retrospectively collected 200 patients with confirmed breast cancer between January 2016 and January 2018. All patients underwent MRI examinations before the surgery. VI was identified by postoperative pathology. The 200 patients were randomly divided into training (n = 100) and validation datasets (n = 100) at a ratio of 1:1. Least absolute shrinkage and selection operator (LASSO) regression was used to select predictors most associated with VI of breast cancer. A nomogram was constructed to calculate the area under the curve (AUC) of receiver operating characteristics, sensitivity, specificity, accuracy, positive prediction value (PPV) and negative prediction value (NPV). We bootstrapped the data for 2000 times without setting the random seed to obtain corrected results. RESULTS: VI was observed in 79 patients (39.5%). LASSO selected 10 predictors associated with VI. In the training dataset, the AUC for nomogram was 0.94 (95% confidence interval [CI]: 0.89-0.99, the sensitivity was 78.9% (95%CI: 72.4%-89.1%), the specificity was 95.3% (95%CI: 89.1%-100.0%), the accuracy was 86.0% (95%CI: 82.0%-92.0%), the PPV was 95.7% (95%CI: 90.0%-100.0%), and the NPV was 77.4% (95%CI: 67.8%-87.0%). In the validation dataset, the AUC for nomogram was 0.89 (95%CI: 0.83-0.95), the sensitivity was 70.3% (95%CI: 60.7%-79.2%), the specificity was 88.9% (95%CI: 80.0%-97.1%), the accuracy was 77.0% (95%CI: 70.0%-83.0%), the PPV was 91.8% (95%CI: 85.3%-98.0%), and the NPV was 62.7% (95%CI: 51.7%-74.0%). The nomogram calibration curve shows good agreement between the predicted probability and the actual probability. CONCLUSION: The proposed nomogram could be used to predict VI in breast cancer patients, which was helpful for clinical decision-making.

Development and validation of an ultrasound-based nomogram to improve the diagnostic accuracy for malignant thyroid nodules.

OBJECTIVES: The aim of this study was to develop an ultrasound-based nomogram to improve the diagnostic accuracy of the identification of malignant thyroid nodules. METHODS: A total of 1675 histologically proven thyroid nodules (1169 benign, 506 malignant) were included in this study. The nodules were grouped into the training dataset (n = 700), internal validation dataset (n = 479), or external validation dataset (n = 496). The grayscale ultrasound features included the nodule size, shape, aspect ratio, echogenicity, margins, and calcification pattern. We applied least absolute shrinkage and selection operator (lasso) regression to select the strongest features for the nomogram. Nomogram discrimination (area under the receiver operating characteristic curve, AUC) and calibration were assessed. The nomogram was subjected to bootstrapping validation (1000 bootstrap resamples) to calculate a mean AUC and 95% confidence interval (CI). RESULTS: The nomogram showed good discrimination in the training dataset, with an AUC of 0.936 (95% CI: 0.918-0.953) and good calibration. Application of the nomogram to the internal validation dataset also resulted in good discrimination (AUC: 0.935; 95% CI, 0.915-0.954) and good calibration. The model tested in an external validation dataset demonstrated a lower AUC of 0.782 (95% CI: 0.776-0.789). CONCLUSIONS: This ultrasound-based nomogram can be used to quantify the probability of malignant thyroid nodules. KEY POINTS: • Ultrasound examination is helpful in the differential diagnosis of malignant and benign thyroid nodules. • However, ultrasound accuracy relies heavily on examiner experience. • A less subjective diagnostic model is desired, and the developed nomogram for thyroid nodules showed good discrimination and good calibration.

Percutaneous albumin/doxycycline injection versus open surgery for aneurysmal bone cysts in the mobile spine.

PURPOSE: This study aimed to validate the safety and effectiveness of percutaneous doxycycline/albumin injection for spinal aneurysmal bone cysts (ABCs) as an alternative to open surgery. METHODS: From January 2000 to December 2016, 25 patients who had no/minor neurological deficits (modified Frankel scale D or E) and acceptable local stability (spinal instability neoplastic score < 12) were included in the study, of whom 14 were treated with percutaneous doxycycline/albumin injection (injection group) and 11 were treated with open surgery (surgery group). The demographic and clinical information of the injection and surgery groups were recorded and compared. RESULTS: In the injection group, lesion size was significantly reduced in all 14 patients, all patients showed complete neurological recovery, and 13 patients had complete relief of neck pain; their mean visual analogue scale (VAS) decreased from 3.4 to 0.5. No complication or recurrence was observed during the mean 30.7-month follow-up (range, 24-50 months). In the surgery group, 9 patients had complete neurological recovery and 2 patients had residual slight paresthesia; their mean VAS decreased from 3.4 to 0.5. Two had local recurrence during their follow-up at 66.5 months (range, 50-96 months). Compared with the surgery group, the injection group showed no significant difference in the rate of recurrence (P = 0.14) and complication (P = 0.36). CONCLUSIONS: Percutaneous doxycycline/albumin injection for spinal ABCs can be safely and effectively performed in well-selected cases. It could serve as an alternative treatment, especially for spinal ABCs lesions with acceptable local stability and in patients without severe neurological deficits. These slides can be retrieved under Electronic Supplementary Material.

Development of a preprocedure nomogram for predicting contrast-induced acute kidney injury after coronary angiography or percutaneous coronary intervention.

Most of the risk models for predicting contrast-induced acute kidney injury (CI-AKI) are available for postcontrast exposure prediction, thus have limited values in practice. We aimed to develop a novel nomogram based on preprocedural features for early prediction of CI-AKI in patients after coronary angiography (CAG) or percutaneous coronary intervention (PCI). A total of 245 patients were retrospectively reviewed from January 2015 to January 2017. Least absolute shrinkage and selection operator (Lasso) regression model was applied to select most strong predictors for CI-AKI. The CI-AKI risk score was calculated for each patient as a linear combination of selected predictors that were weighted by their respective coefficients. The discrimination of nomogram was assessed by C-statistic. The occurrence of CI-AKI was 13.9% (34 out of 245). We identified ten predictors including sex, diabetes mellitus, lactate dehydrogenase level, C-reactive protein, years since drinking, chronic kidney disease (CKD), stage of CKD, stroke, acute myocardial infarction, and systolic blood pressure. The CI-AKI prediction nomogram obtained good discrimination (C-statistic, 0.718, 95%CI: 0.637-0.800, p = 7.23 × 10-5). The cutoff value of CI-AKI risk score was -1.953. Accordingly, the novel nomogram we developed is a simple and accurate tool for preprocedural prediction of CI-AKI in patients undergoing CAG or PCI.

[Effectiveness of 23-valent penumococcal polysaccharide and split-virus influenza vaccines to prevent respiratory diseases for elderly people].

OBJECTIVE: To assess the effectiveness of 23-valent penumococcal polysaccharide vaccine (PenV23) and Split-Virus influenza vaccine (InfV-B) for preventing upper respiratory diseases in the aging population. METHODS: 151 people aged > or =60 years who inoculated the PenV23 and InfV-B vaccines at clinics during 2005 as trial group, and 188 people aged > or =65 years didn't administered as control guoup from some comminity. On base line survey, both guoups were followed up two years after vaccination about incidence, hospitalization rate, treatment and direct medical cost. RESULTS: The vaccine of PenV23 and InfV-B vaccination in upper respiratory tract infection was 60% [(odds ratio OR) = 0.35, 95% CI (0.153-0.794)] and the difference between the 2 groups was significant (P = 0.009). The people had recevied both vaccines, the mean duration of hospitalization in vaccinated vs unvaccinated control peple was 20.00 days: 24.19 days (t = 5.82, P < 0.001). Benefit-cost ratio was 4.03, and the net benefit was Yen 177994.86. CONCLUSION: Incidence of influenza-like illness for the elderly people in the community decreased by administered PenV23 ahd InfV-B vaccine. This vaccines had high cost-benefits.

[Correlation of newborn hemolytic disease with ABO antibodies in sera of pregnant women].

To investigate the relations between morbidity of hemolytic diseases of newborn and ABO antibodies (HDN) in sera of Han and Yao nationality, pregnant women were examined before and after delivery. Antibodies screen, direct antiglobulin test, free antibodies and elution test were all performed. The results indicated that immunologic ABO antibodies of Han people were found in 673 cases out of 1,471 Han pregnant women, and was also found in 28 cases out of 65 Yao pregnant women, and there was no significant difference of incidences between Han and Yao nationality. 31 cases of HDN were found out of 288 newborn in Han and 3 cases of HDN were found out of 25 newborn in Yao, and there was no significant difference between Han and Yao nationalities. The characteristics of HDN in Han nationality were as same as in Yao nationality. In conclusion, the morbidity of HDN in Han and Yao nationalities of Shaoguan area did not showed essential difference, the immunologic ABO antibodies and its titration test, especially, elution test are important for prognosis of HDN.

[Observation of antibody screen of patients with autoimmune hemolytic anemia].

To observe of alloantibodies of patients with autoimmune hemolytic anemia (AIHA), the alloantibodies masked by autoiantibody were detected by using chloroquine elution test, and the specificity of autoantibody was identified by ether elution test. The results showed that 19 cases out of 38 patients with AIHA were positive detected by indirect antiglobulin test and in 7 cases of them alloantibodies in sera cases were found (1 case of anti-D, 4 cases of anti-E and 2 cases of anti-CE), in 5 cases of them alloantibody were detected carried blood group specificity (3 cases of anti-E, anti-C and anti-c 1 case respectively). In conclusion, detections of alloantibodies by chloroquine elution test and ether elution test were very important for transfusion safety in therapy of patients with AIHA.