scholarly journals Using Ultrasound-Based Multilayer Perceptron to Differentiate Early Breast Mucinous Cancer and its Subtypes From Fibroadenoma

2021 ◽  
Vol 11 ◽  
Author(s):  
Ting Liang ◽  
Junhui Shen ◽  
Shumei Zhang ◽  
Shuzhen Cong ◽  
Juanjuan Liu ◽  
...  

ObjectivesMucinous breast cancer (MBC), particularly pure MBC (pMBC), often tend to be confused with fibroadenoma (FA) due to their similar images and firm masses, so some MBC cases are misdiagnosed to be FA, which may cause poor prognosis. We analyzed the ultrasonic features and aimed to identify the ability of multilayer perceptron (MLP) to classify early MBC and its subtypes and FA.Materials and MethodsThe study consisted of 193 patients diagnosed with pMBC, mMBC, or FA. The area under curve (AUC) was calculated to assess the effectiveness of age and 10 ultrasound features in differentiating MBC from FA. We used the pairwise comparison to examine the differences among MBC subtypes (pure and mixed types) and FA. We utilized the MLP to differentiate MBC and its subtypes from FA.ResultsThe nine features with AUCs over 0.5 were as follows: age, echo pattern, shape, orientation, margin, echo rim, vascularity distribution, vascularity grade, and tumor size. In subtype analysis, the significant differences were obtained in 10 variables (p-value range, 0.000–0.037) among pMBC, mMBC, and FA, except posterior feature. Through MLP, the AUCs of predicting MBC and FA were both 0.919; the AUCs of predicting pMBC, mMBC, and FA were 0.875, 0.767, and 0.927, respectively.ConclusionOur study found that the MLP models based on ultrasonic characteristics and age can well distinguish MBC and its subtypes from FA. It may provide a critical insight into MBC preoperative clinical management.

2021 ◽  
pp. 036354652110032
Author(s):  
Daisuke Chiba ◽  
Tom Gale ◽  
Kyohei Nishida ◽  
Felipe Suntaxi ◽  
Bryson P. Lesniak ◽  
...  

Background: Lateral extra-articular tenodesis (LET) in combination with anterior cruciate ligament (ACL) reconstruction (ACLR) has been proposed to improve residual rotatory knee instability in patients having ACL deficiency. Purpose/Hypothesis: The purpose was to compare the effects of isolated ACLR (iACLR) versus LET in combination with ACLR (ACLR+LET) on in vivo kinematics during downhill running. It was hypothesized that ACLR+LET would reduce the internal rotation of the reconstructed knee in comparison with iACLR. Study Design: Controlled laboratory study. Methods: A total of 18 patients with ACL deficiency were included. All participants were randomly assigned to receive ACLR+ LET or iACLR during surgery. Six months and 12 months after surgery, knee joint motion during downhill running was measured using dynamic biplane radiography and a validated registration process that matched patient-specific 3-dimensional bone models to synchronized biplane radiographs. Anterior tibial translation (ATT; positive value means “anterior translation”) and tibial rotation (TR) relative to the femur were calculated for both knees. The side-to-side differences (SSDs) in kinematics were also calculated (operated knee–contralateral healthy knee). The SSD value was compared between ACLR+LET and iACLR groups using a Mann-Whitney U test. Results: At 6 months after surgery, the SSD of ATT in patients who had undergone ACLR+LET (–1.9 ± 2.0 mm) was significantly greater than that in patients who had undergone iACLR (0.9 ± 2.3 mm) at 0% of the gait cycle (foot strike) ( P = .031). There was no difference in ATT 12 months after surgery. Regarding TR, there were no differences between ACLR+LET and iACLR at either 6 months ( P value range, .161-.605) or 12 months ( P value range, .083-.279) after surgery. Conclusion: LET in combination with ACLR significantly reduced ATT at the instant of foot strike during downhill running at 6 months after surgery. However, this effect was not significant at 12 months after surgery. The addition of LET to ACLR had no effect on TR at both 6 and 12 months after surgery. Clinical Relevance: LET in combination with ACLR may stabilize sagittal knee motion during downhill running in the early postoperation phase, but according to this study, it has no effect on 12-month in vivo kinematics. Registration: NCT02913404 ( ClinicalTrials.gov identifier)


2021 ◽  
Author(s):  
Jiang long Guo ◽  
Hong yi Li ◽  
Kui Zhao ◽  
Meng Zhang ◽  
Jing zhi Ye ◽  
...  

Abstract Purpose To comparethe effectiveness of the three-dimensional (3D) printing technology in the treatment of clavicularfracturebetween experienced and inexperienced orthopedic surgeons. Methods A total of 80 patients with clavicle fracture (from February 2017 to May 2021)were enrolled in our study. Patients were divided randomly into four groups: group A: Patients underwent low-dose CT scan and 3D models were printed before surgeries performed by inexperienced surgeons; group B: Standard-dose CT were taken and 3D models were printed before surgeries performed by experienced surgeons; group C and D: Standard-dose CT were taken in both groups, and the operations were performed differently by inexperienced (group C) and experienced (group D) surgeons. Operation time, blood loss, length of incision and number of intraoperative fluoroscopy were recorded. Results No statistically significant differences were found in age, gender, fracture site and fracture type (P value: 0.23–0.88).Group A showed shorter incision length and less intraoperative fluoroscopy times than group C and D (P value < 0.05). There were no significant differences in blood loss volume, incision length and number of intraoperative time between group A and group B (P value range: 0.11–0.28). The operation time of group A was no longer than that of group C and D (P value range: 0.11 and 0.24). Conclusion The surgical effectiveness of inexperienced surgeons who applied 3D printing technology before clavicular fracture operation were better than those of both inexperienced and experienced surgeons did not use preoperative 3D printing technology.


2017 ◽  
Author(s):  
Aaron Springer ◽  
Anusha Venkatakrishnan ◽  
Shiwali Mohan ◽  
Lester Nelson ◽  
Michael Silva ◽  
...  

BACKGROUND mHealth interventions can help to improve the physical well-being of participants. Unfortunately, mHealth interventions often have low adherence and high attrition. One possible way to increase adherence is instructing participants to complete self-affirmation exercises. Self-affirmation exercises have been effective in increasing many types of positive behaviors. However, self-affirmation exercises often involve extensive essay writing, a task that is not easy to complete on mobile platforms. OBJECTIVE This study aimed to adapt a self-affirmation exercise to a form better suited for delivery through a mobile app targeting healthy eating behaviors, and to test the effect of differing self-affirmation doses on adherence to behavior change goals over time. METHODS We examined how varied self-affirmation doses affected behavior change in an mHealth app targeting healthy eating that participants used for 28 days. We divided participants into the 4 total conditions using a 2×2 factorial design. The first independent variable was whether the participant received an initial self-affirmation exercise. The second independent variable was whether the participant received ongoing booster self-affirmations throughout the 28-day study. To examine possible mechanisms through which self-affirmation may cause positive behavior change, we analyzed three aspects of self-affirmation effects in our research. First, we analyzed how adherence was affected by self-affirmation exercises. Second, we analyzed whether self-affirmation exercises reduced attrition rates from the app. Third, we examined a model for self-affirmation behavior change. RESULTS Analysis of 3556 observations from 127 participants indicated that higher doses of self-affirmation resulted in improved adherence to mHealth intervention goals (coefficient 1.42, SE 0.71, P=.04). This increased adherence did not seem to translate to a decrease in participant attrition (P value range .61-.96), although our definition of attrition was conservative. Finally, we examined the mechanisms by which self-affirmation may have affected intentions of behavior change; we built a model of intention (R2=.39, P<.001), but self-affirmation did not directly affect final intentions (P value range .09-.93). CONCLUSIONS Self-affirmations can successfully increase adherence to recommended diet and health goals in the context of an mHealth app. However, this increase in adherence does not seem to reduce overall attrition. The self-affirmation exercises we developed were simple to implement and had a low cost for both users and developers. While this study focused on an mHealth app for healthy eating, we recommend that other mHealth apps integrate similar self-affirmation exercises to examine effectiveness in other behaviors and contexts.


2020 ◽  
Vol 5 (4) ◽  
pp. 2473011420S0013
Author(s):  
Rohan Bhimani ◽  
Pongpanot Sornsakrin ◽  
Soheil Ashkani-Esfahani ◽  
Bart Lubberts ◽  
Gregory R. Waryasz ◽  
...  

Category: Midfoot/Forefoot; Sports; Trauma Introduction/Purpose: Early detection of Lisfranc instability is critical for optimizing clinical outcomes. Injuries causing a more subtle instability, however, can be difficult to diagnose. The aim of this study was to compare the injured Lisfranc joint to the healthy contralateral side using weightbearing computed tomography (CT) in patients with known Lisfranc instability. We also aimed to define the range of normal measurement variation by comparing the Lisfranc joint measurements between the left and right foot in individuals without foot injury who underwent similar imaging. Our hypothesis was that compared to the healthy contralateral side, weightbearing CT area and volume measurements were increased in patients diagnosed with subtle Lisfranc instability. Methods: Patients with unilateral Lisfranc instability requiring operative fixation (n = 14) underwent preoperative bilateral foot and ankle weightbearing CT. A separate group of patients without foot injury who also underwent similar imaging were included as comparative controls (n = 36). For each weightbearing CT, 2 dimensional axial and coronal plane Lisfranc joint parameters, Lisfranc area, intercuneiform area, C1-M2 distance, C1-C2 distance, M1-M2 distance, first and second tarsometatarsal (TMT 1 and 2) alignment; and first and second tarsometatarsal (TMT 1and 2) dorsal step off were measured to evaluate the Lisfranc anatomy at a level 10 mm below the dorsal surface of medial cuneiform (Figures I and II). In addition, the volume of the Lisfranc joint was also evaluated. Values were recorded by two independent observers to assess interobserver reliability. Results: Among those with unilateral Lisfranc instability, values differed largely between the injured and the healthy contralateral side for all measurements performed (p-value range, 0.008 - <0.001). In the control population without foot injury, no differences were identified between any of the bilateral measurements (p-value range, 0.121 - 0.984). Conclusion: Weightbearing CT can effectively differentiate Lisfranc instability from those without instability. The Lisfranc volume and area had the largest difference between the injured and the uninjured feet among surgically treated patients with substantial interrater agreement making them the most relevant parameters for detecting Lisfranc instability. However, prospective studies are needed to validate the role of weightbearing CT in the diagnosis of subtle Lisfranc instability.


2003 ◽  
Vol 99 (6) ◽  
pp. 1376-1382 ◽  
Author(s):  
Pamela J. Angle ◽  
Jean E. Kronberg ◽  
Dorothy E. Thompson ◽  
Cameron Ackerley ◽  
John Paul Szalai ◽  
...  

Background The effects of epidural needle design, angle, and bevel orientation on cerebrospinal fluid leak after puncture have not been reported. The impact of these factors on leak rate was examined using a dural sac model. Dural trauma was examined using scanning electron microscopy. Methods Human cadaveric dura, mounted on a cylindrical model, was punctured with epidural needles using a micromanipulator. Tissue was punctured at 15 cm H2O (left lateral decubitus) system pressure, and leak was measured at 25 cm H2O (semisitting) pressure. Leak rates and trauma were compared for the following: (1) six different epidural needles at 90 degrees, bevel parallel to the dural long axis; (2) 18-gauge Tuohy and 18-gauge Special Sprotte epidural needles, 30 degrees versus 90 degrees; (3) 18-gauge Tuohy, bevel perpendicular versus parallel to the dural long axis. Results With the 90 degrees puncture, bevel parallel, the greatest leak occurred with a 17-gauge Hustead (516 +/- 319 ml/15 min), and the smallest leak occurred with a 20-gauge Tuohy (100 +/- 112 ml/15 min; P = 0.0018). A 20-gauge Tuohy puncture led to statistically significant reductions in leak (P value range, 0.0001-0.0024) compared with all needles except the Special Sprotte. With the 30 degrees versus 90 degrees angle, 30 degrees punctures with an 18-gauge Tuohy produced nonstatistically significant leak reductions compared with the 18-gauge Tuohy at 90 degrees. The puncture angle made no difference for the Special Sprotte. Nonsignificant reductions were found for the Special Sprotte compared with the Tuohy. With the 18-gauge Tuohy bevel orientation, perpendicular orientation produced nonstatistically significant reductions in leak compared with parallel orientation. Conclusions Cerebrospinal fluid leak after puncture was influenced most by epidural needle gauge. Leak rate was significantly less for the 20-gauge Tuohy needle.


2016 ◽  
Vol 17 (5) ◽  
pp. 578-588 ◽  
Author(s):  
Kathleen A. Kapp-Simon ◽  
Erin Wallace ◽  
Brent R. Collett ◽  
Mary Michaeleen Cradock ◽  
Canice E. Crerand ◽  
...  

OBJECTIVE The language and memory functions of children with and without single-suture craniosynostosis (SSC) were compared at school age (mean 7.45 years, standard deviation [SD] 0.54 years). The children in this cohort were originally recruited in infancy and prior to cranial surgery for those with SSC. METHODS Individual evaluations of 179 school-aged children with SSC and 183 controls were conducted (70% of the original cohort) using standardized measures of language, learning, and memory. Parents participated in an interview about specialized education interventions and school progress. Parents and teachers completed questionnaires about language development. RESULTS Children with SSC (cases) obtained lower scores than controls on all measures. The adjusted differences in language, learning, and memory scores were modest, with SD ranging from 0.0 to −0.4 (p values ranged from 0.001 to 0.99). Censored normal regression was used to account for intervention services received prior to the school-age evaluation; this increased case-control differences (SD range 0.1 to −0.5, p value range 0.001 to 0.50). Mean scores for cases in each SSC diagnostic group were lower than those for controls, with the greatest differences observed among children with unilateral coronal craniosynostosis. CONCLUSIONS Children with SSC continue to show poorer performance than controls on language, learning, and memory tasks at early elementary school age, even when controlling for known confounders, although mean differences are small. Multidisciplinary care, including direct psychological assessment, for children with SSC should extend through school age with a specific focus on language and conceptual learning, as these are areas of potential risk. Future research is needed to investigate language, memory, and learning for this population during the middle to high school years.


2012 ◽  
Vol 16 (6) ◽  
pp. 534-538 ◽  
Author(s):  
Kristen Radcliff ◽  
Christopher K. Kepler ◽  
Todd A. Rubin ◽  
Motasem Maaieh ◽  
Alan S. Hilibrand ◽  
...  

Object The load-sharing score (LSS) of vertebral body comminution is predictive of results after short-segment posterior instrumentation of thoracolumbar burst fractures. Some authors have posited that an LSS > 6 is predictive of neurological injury, ligamentous injury, and the need for surgical intervention. However, the authors of the present study hypothesized that the LSS does not predict ligamentous or neurological injury. Methods The prospectively collected spinal cord injury database from a single institution was queried for thoracolumbar burst fractures. Study inclusion criteria were acute (< 24 hours) burst fractures between T-10 and L-2 with preoperative CT and MRI. Flexion-distraction injuries and pathological fractures were excluded. Four experienced spine surgeons determined the LSS and posterior ligamentous complex (PLC) integrity. Neurological status was assessed from a review of the medical records. Results Forty-four patients were included in the study. There were 4 patients for whom all observers assigned an LSS > 6, recommending operative treatment. Eleven patients had LSSs ≤ 6 across all observers, suggesting that nonoperative treatment would be appropriate. There was moderate interobserver agreement (0.43) for the overall LSS and fair agreement (0.24) for an LSS > 6. Correlations between the LSS and the PLC score averaged 0.18 across all observers (range −0.02 to 0.34, p value range 0.02–0.89). Correlations between the LSS and the American Spinal Injury Association motor score averaged −0.12 across all observers (range −0.25 to −0.03, p value range 0.1–0.87). Correlations describing the relationship between an LSS > 6 and the treating physician's decision to operate averaged 0.17 across all observers (range 0.11–0.24, p value range 0.12–0.47). Conclusions The LSS does not uniformly correlate with the PLC injury, neurological status, or empirical clinical decision making. The LSSs of only one observer correlated significantly with PLC injury. There were no significant correlations between the LSS as determined by any observer and neurological status or clinical decision making.


Author(s):  
Laurent Chapelle ◽  
Chris Bishop ◽  
Peter Clarys ◽  
Eva D’Hondt

The relationship between lean mass and functional asymmetry in terms of their magnitude and direction was examined in 22 high-level female tennis players (20.9 ± 3.6 years). Lean mass of both upper and lower extremities was examined using Dual X-ray Absorptiometry. Functional asymmetry was assessed using a battery of field tests (handgrip strength, seated shot-put throw, plate tapping, single leg countermovement jump, single leg forward hop test, 6 m single leg hop test, and 505 change of direction (time and deficit)). Paired sample t-tests compared the dominant (overall highest/best (performance) value) against the non-dominant value (highest/best (performance) value of the opposing extremity). Linear regressions were used to explore the relationship between lean mass and functional asymmetry magnitudes. Kappa coefficients were used to examine the consistency in direction between the extremity displaying the highest lean mass value and the extremity performing dominantly across tests. Significant asymmetry magnitudes (p < 0.05) were found for all upper and lower extremity lean mass and functional values. No relationship was apparent between lean mass and functional asymmetry magnitudes (p-value range = 0.131–0.889). Despite finding perfect consistency in asymmetry direction (k-value = 1.00) for the upper extremity, poor to fair consistency (k-value range = −0.00–0.21) was found for the lower extremity. In conclusion, lean mass and functional asymmetries should be examined independently.


Author(s):  
Jayashree Mohanty ◽  
Sanket . ◽  
Pooja Mishra

Background: This study was performed to prospectively investigate the diagnostic reliability of the daily use of ACR-TIRADS classification system, in differentiating between a benign and a malignant lesion.Methods: In this prospective observational study, 50 patients with thyroid nodules underwent ultrasound examination and fine needle aspiration. The ultrasound studies were evaluated according to the ACR-TIRADS greyscale characteristics of composition, echogenicity, margins, shape, and echogenic foci. Each feature in a particular USG characteristic was scored and ACR-TIRADS categorization done from 1 to 5. This was compared to FNAC/histopathology findings and risk of malignancy was calculated for each feature and ACR-TIRADS category.Results: Of the 50 nodules included in the study, 38 were found to be benign and 12 were found to be malignant. Risk of malignancy for all ultrasound features showed an increasing trend with higher scored feature. Risk of malignancy for various features were as follows: Composition-cystic (0%), spongiform (0%), solid-cystic (0%) and solid (36%); echogenicity-anechoic(0%), hyperechoic (4%), isoechoic (11%), hypoechoic (47%) and markedly hypoechoic (100%); shape-wider-than-tall (21%) and taller-than-wide (66%); margins-smooth (18%), illdefined (0%), lobulated/irregular (38%) and extrathyroid extension (100%); echogenic foci-none (13%), large comet-tail artefacts (0%), macrocalcification (42%), rim calcification (50%) and punctate echogenic foci (50%). Amongst ACR-TIRADS(TR) categories TR1, TR2 and TR3 had 0% risk while TR4 had 30% and TR5 had 56% risk of malignancy with p value of 0.001.Conclusions: ACR-TIRADS is a high specific, accurate classification system for categorizing the thyroid nodules based on ultrasound features, for assessing the risk of malignancy.


Blood ◽  
2015 ◽  
Vol 126 (23) ◽  
pp. 3566-3566
Author(s):  
Luciana Teofili ◽  
Caterina Giovanna Valentini ◽  
Nicola Piccirillo ◽  
Roberta De Blasi ◽  
Patrizia Chiusolo ◽  
...  

Abstract Introduction. The granulocyte transfusions (GTXs) are used to booster antimicrobial drugs in severely neutropenic hematological patients. However, the optimal GTX dose and the actual efficacy of this practice are debated. Methods. We retrospectively evaluated the infection-attributable mortality (IAM, i.e. the mortality at 30 days after the last GTX) in 84 consecutive patients with hematological malignancies receiving GTXs (January 2009- December 2014). The indications for GTXs were i) presence of absolute neutrophil count (ANC) <0.5 x 10^9/l ii) fever with evidence of bacterial or fungal infections or symptoms of infections and iii) unresponsiveness to appropriate antimicrobial therapies for at least 48 hours. Results. Among 84 patients, 101 infectious episodes requiring GTXs were recorded (422 transfusions in total). Patients characteristics are summarized in Table I. Bacterial infections were documented in 94 episodes (Klebsiella pneumonia in 35 cases, Escherichia coli in 16 and Pseudomonas aeruginosa in 13), invasive fungal infections (IFI) in 34 cases (including 18 pulmonary aspergillosis and 14 candidemia); 8 cases were considered as FUO. The infection was mono-microbial in 60 cases and poly-microbial in 33. Sepsis occurred in 67 cases. The overall IAM was 26.7 % (27 deaths among 101 infective episodes). At univariate analysis we failed to detect statistical association between IAM and several evaluated variables, either patient-related (age, sex, diagnosis, status of disease, allo-HSCT, aplasia duration) or infection-related (bacterial infection or IFI, sepsis, XDR, G-SCF concurrent administration) or GTX-related (number of GTXs received, PMN /Kg/course, PMN/Kg/day of neutropenia). However, when we grouped patients according to the value of the median dose of PMN per transfusion, we found that patients receiving 1.5 - 3 x 10^8/kg (GTXs A) had a lower IAM than patients receiving less than 1.5 (GTXs B) or more than 3 x 10^8 /kg (GTXs C) (15,7%, 35,3% and 44,4%, for GTXs A, B and C, respectively, p=0,014 at chi-square test). The dose's cut off were derived from the Guide to the preparation, Use and Quality assurance of Blood Components of the European Committee on Blood Transfusion (16th Edition). If the analysis was carried out by pooling together GTXs B and C, the association between PMN dose and IAM was even more pronounced (p value =0.006 at Fisher test for GTXs A versus GTXs B+C). At Kaplan-Meier analysis, the median survival was 59 days for GTXs A-patients and 30 days for GTXs B+C-patients (p =0,010). When patients with bacterial of fungal infections were separately evaluated, the effect of PMN dose on IAM was confirmed in bacterial (n=54, p=0,008) but not in fungal (n=23, p=0,588) infections. We then introduced the PMN dose (GTXs A or GTXs B+C) in a Cox proportional-hazards regression model together with variables with p<0.1 at univariate analysis (sepsis) or other clinically relevant factors (Allo-HSCT, age over 60 years, disease status categorized as onset/remission or relapse/resistance ). The PMN dose was the unique variable significantly associated with IAM (HR=3,0; 1,1-8,0 95% CI, p=0,020). Conclusions. These findings suggest that appropriate GTX doses can improve the post-infection survival of severely neutropenic hematological patients. Transfusion-related immunomodulation, leukostasis or transfusion-associated GVHD may underlie the detrimental effect of high PMN doses and deserve to be better explored. Table 1. Clinical characteristics of 84 patients treated with GTXs. A total of 101 courses were recorded. Characteristics Age (years, median value range) 46 (20-74) Male/Female 54/30 Underlying disease (n, %)Acute myeloid leukemiaLymphomaAcute lymphoblastic leukemiaMyelodysplastic syndromeMultiple myelomaChronic lymphocytic leukemia 63 (75%)12 (14%)5 (6%)2 (3%)1 (1%)1 (1%) Disease status at PMN transfusion (n, %)OnsetRelapse/resistanceComplete remission 49 (48,5%)41 (40.5%)11 (10.8%) Duration of neutropenia (days, median value, range) 18 (3-79) Site of infection (n, %)Sepsis LungBowelOthersMultiples (≥3 involved sites) 67 (66.3%)22 (21.9%)4 (3.9%)8 (7.9%)4 (4%) Allo-HSCTYes No 21(20.7)80(79.2) Transfusions per course (median value, range) 4 (1-14) PMN x 108/kg/course (median value, range) 8.78 (0.53-53.23) PMN x 108/kg/transfusion (median value, range) 2.11 (0.46-7.34) Disclosures No relevant conflicts of interest to declare.


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