Categories
Nevin Manimala Statistics

Discriminative deep learning based benignity/malignancy diagnosis of dermatologic ultrasound skin lesions with pretrained artificial intelligence architecture

Skin Res Technol. 2021 Aug 22. doi: 10.1111/srt.13086. Online ahead of print.

ABSTRACT

BACKGROUND: Deep-learning algorithms (DLAs) have been used in artificial intelligence aided ultrasonography diagnosis of thyroid and breast lesions. However, its use has not been described in the case of dermatologic ultrasound lesions. Our purpose was to train a DLA to discriminate benign form malignant lesions in dermatologic ultrasound images.

MATERIALS AND METHODS: We trained a prebuilt neural network architecture (EfficientNet B4) in a commercial artificial intelligence platform (Peltarion, Stockholm, Sweden) with 235 color Doppler images of both benign and malignant ultrasound images of 235 excised and histologically confirmed skin lesions (84.3% training, 15.7% validation). An additional 35 test images were used for testing the algorithm discrimination for correct benign/malignant diagnosis. One dermatologist with more than 5 years of experience in dermatologic ultrasound blindly evaluated the same 35 test images for malignancy or benignity.

RESULTS: EfficientNet B4 trained dermatologic ultrasound algorithm sensitivity; specificity; predictive positive values, and predicted negative values for validation algorithm were 0.8, 0.86, 0.86, and 0.8, respectively for malignancy diagnosis. When tested with 35 previously unevaluated images sets, the algorithm´s accuracy for correct benign/malignant diagnosis was 77.1%, not statistically significantly different from the dermatologist’s evaluation (74.1%).

CONCLUSION: An adequately trained algorithm, even with a limited number of images, is at least as accurate as a dermatologic-ultrasound experienced dermatologist in the evaluation of benignity/malignancy of ultrasound skin tumor images devoid of clinical data.

PMID:34420233 | DOI:10.1111/srt.13086

Categories
Nevin Manimala Statistics

The investigation of thermal behavior and physical properties of several types of contemporary gutta-percha points

Int Endod J. 2021 Aug 22. doi: 10.1111/iej.13615. Online ahead of print.

ABSTRACT

AIM: To analyse the contents and thermal behavior of several brands of contemporary gutta-percha points due to the variable nature of the components of gutta-percha, and the impact they can have on the physical properties of this unique material during canal filling.

METHODOLOGY: Six brands of gutta-percha were investigated: Conform Fit TM Gutta-Percha Points for ProTaper Gold® (PTG) (Dentsply Sirona, Charlotte, NC, USA), ProTaper® Universal Gutta-Percha Points (PTU) (Dentsply Sirona), Autofit TM Feathered Tip Gutta Percha (Kerr, Brea, CA, USA), Mtwo® Gutta-Percha (VDW, Munich, Germany), Gutta Percha Root Canal Points (GC) (GC Corporation, Tokyo, Japan), Gutta-Percha Points ISO Color-Coded (ISO) (Dentsply Sirona). The organic and inorganic fractions of gutta-percha points were separated by quantitative chemical analysis. Thermal conductivity was detected using a laser flash method. In addition, thermal behavior of gutta-percha in response to temperature variations was analysed using differential scanning calorimetry (DSC). Kruskal-Wallis and Dunn tests were applied for comparisons amongst groups for chemical compositions and temperature obtained from DSC. The associations between compositions and thermal conductivity were determined using simple linear regression. A P value < 0.05 was considered to be statistically significant.

RESULTS: There were significant difference in the inorganic fractions of the gutta-percha points in percentage by weight amongst the groups (P < 0.05). PTG had the lowest thermal conductivity (0.42 W/m・K). A positive correlation was observed between the percentage of inorganic fraction and thermal conductivity (r = 0.95). The initial phase changing temperature and peak temperature measured by DSC were significantly different when the β-form transformed to α-form (P < 0.05), whereas no significant difference was found during the α-form to the amorphous phase transition (P > 0.05).

CONCLUSIONS: hemical compositions and initial phase changing temperature by DSC varied according to the various brands of gutta-percha points. Conform Fit TM gutta-percha had the lowest percentage of inorganic fraction and thermal conductivity amongst these six brands of gutta-percha. Thermal conductivity had the strongest positive correlation with the percentage of inorganic components and zinc, while there was a negative correlation to the amount (ratio) of gutta-percha.

PMID:34420210 | DOI:10.1111/iej.13615

Categories
Nevin Manimala Statistics

Effect of butyrate, a bacterial byproduct, on the viability and ICAM-1 expression/production of human vascular endothelial cells: role in infectous pulpal/periapical diseases

Int Endod J. 2021 Aug 22. doi: 10.1111/iej.13614. Online ahead of print.

ABSTRACT

AIM: To investigate the effects of butyric acid (BA), a metabolic product generated by pulp and root canal pathogens, on the viability and intercellular adhesion molecule-1 (ICAM-1) production of endothelial cells, which are crucial to angiogenesis and pulpal/periapical wound healing.

METHODOLOGY: Endothelial cells were exposed to butyrate with/without inhibitors. Cell viability, apoptosis, and reactive oxygen species (ROS) were evaluated using an MTT assay, PI/Annexin V, and DCF fluorescence flow cytometry, respectively. RNA and protein expression was determined using a polymerase chain reaction assay and Western blotting or immunofluorescent staining. Soluble ICAM-1 (sICAM-1) was measured using an enzyme-linked immunosorbent assay. The quantitative results were expressed as Mean ± standard error (SE) of the mean. The data were analyzed using a paired Student t-test where necessary. A p-value ≤0.05 was considered to indicate a statistically significant difference between groups.

RESULTS: Butyrate (>4 mM) inhibited cell viability and induced cellular apoptosis and necrosis. It inhibited cyclin B1 but stimulated p21 and p27 expression. Butyrate stimulated ROS production and hemeoxygenase-1 (HO-1) expression as well as activating the Ac-H3, p-ATM, p-ATR, p-Chk1, p-Chk2, p-p38, and p-Akt expression of endothelial cells. Butyrate stimulated ICAM-1 mRNA/protein expression and significant sICAM-1 production (p<0.05). Superoxide dismutase, 5z-7oxozeaenol, SB203580, and compound C (p<0.05), but not ZnPP, CGK733, AZD7762, or LY294002 attenuated butyrate cytotoxicity to endothelial cells. Notably, little effect on butyrate-stimulated sICAM-1 secretion was found. Valproic acid, phenylbutyrate, and trichostatin (three histone deacetylase inhibitors) significantly induced sICAM-1 production (p<0.05).

CONCLUSION: BA inhibited proliferation, induced apoptosis, stimulated ROS and HO-1 production, and increased ICAM-1 mRNA expression and protein synthesis in endothelial cells. Cell viability affected by BA was diminished by some inhibitors; however, the increased sICAM-1 secretion by BA was not affected by any of the tested inhibitors. These results facilitate understanding of the pathogenesis, prevention, and treatment of pulpal/periapical diseases.

PMID:34420220 | DOI:10.1111/iej.13614

Categories
Nevin Manimala Statistics

Discharge destination after hip fracture: findings from the Irish hip fracture database

Eur Geriatr Med. 2021 Aug 22. doi: 10.1007/s41999-021-00556-7. Online ahead of print.

ABSTRACT

PURPOSE: Although home continues to be the place from which the majority of patients are admitted, less than one third of patients are Discharged Directly Home (DDH) following hip fracture. Once ready for discharge, DDH as opposed to Discharge to an Alternative Location (DAL), i.e., community care, rehabilitation facility or long-term care, is a high priority for patients and clinicians alike. Not only is DDH integral to the quality of life of patients, it is also an essential driver of the socioeconomic cost of hip fracture care.

METHODS: We analysed 21,819 cases in the Irish Hip Fracture Database from 2013 to 2019. Descriptive and analytical statistics were conducted.

RESULTS: 29% (n = 6476) of patients were DDH during the study period. On multivariate analysis, the odds of DDH decreased as age increased (OR 0.28, p < 0.01, 95% CI 0.24-0.34). Patients who were independently mobile prior to fracture were 47% more likely to be DDH (OR 1.47, p < 0.01, 95% CI 1.29-1.68). Those mobilised early post operatively were 24% more likely to be DDH (OR 1.24, p < 0.01, 95% CI 1.06-1.45). Patients who waited > 72 h prior to surgery were 30% less likely to be DDH (OR 0.70, p < 0.01, 95% CI 0.56-0.88).

CONCLUSION: The authors identified patient characteristics that increased the likelihood of DDH, i.e., younger patients independently mobile prior to fracture, who received timely surgery and early post-operative mobilisation. The Irish Hip Fracture Standards (IHFS) incorporate 2 out the 3 modifiable factors identified, which reinforces the importance of the IHFS in improving patient outcomes.

PMID:34420192 | DOI:10.1007/s41999-021-00556-7

Categories
Nevin Manimala Statistics

Rejoinder: Estimating vaccine efficacy over time after a randomized study is unblinded

Biometrics. 2021 Aug 22. doi: 10.1111/biom.13539. Online ahead of print.

NO ABSTRACT

PMID:34420208 | DOI:10.1111/biom.13539

Categories
Nevin Manimala Statistics

Optical coherence tomography tissue coverage and characterization at six months after implantation of bioresorbable scaffolds versus conventional everolimus eluting stents in the ISAR-Absorb MI trial

Int J Cardiovasc Imaging. 2021 Aug 21. doi: 10.1007/s10554-021-02251-x. Online ahead of print.

ABSTRACT

PURPOSE: Data regarding vessel healing by optical coherence tomography (OCT) after everolimus-eluting bioresorbable scaffolds (BRS) or everolimus-eluting metallic stent (EES) implantation in acute myocardial infarction (AMI) patients is scarce. We compared OCT findings after BRS or EES implantation in patients with AMI enrolled in a randomized trial.

METHODS: In ISAR-Absorb MI, AMI patients were randomized to BRS or EES implantation, with 6-8 month angiographic follow-up. This analysis includes patients who underwent OCT during surveillance angiography. Tissue characterization was done using grey-scale signal intensity analysis. The association between OCT findings and target lesion failure (TLF) at 2 years was investigated.

RESULTS: OCT was analyzed in 103 patients (2237 frames, 19,827 struts) at a median of 216 days post-implantation. Of these, 70 were treated with BRS versus 32 with EES. Pre-(92.8 vs. 68.7%, p = 0.002) and post-dilation (51.4 vs. 12.5%, p < 0.001) were more common in BRS as compared to EES. Strut coverage was higher in BRS vs. EES (97.5% vs. 90.9%, p < 0.001). Mean neointimal thickness was comparable in both groups [85.5 (61.9, 124.1) vs. 69.5 (32.7, 127.5) µm, respectively, p = 0.20]. Mature neointimal regions were numerically more common in BRS (43.0% vs. 24.6%; p = 0.35); this difference was statistically significant in ST-elevation myocardial infarction patients (40.9% vs. 21.1%, p = 0.03). At two-years, 8 (7.8%) patients experienced TLF. Mean neointimal area [0.61 (0.21, 1.33) vs. 0.41 (0.11, 0.75) mm2, p = 0.03] and mean neointimal coverage [106.1 (65.2, 214.8) vs. 80.5 (53.5, 122.1) µm, p < 0.01] were higher, with comparable tissue maturity, in lesions with versus without TLF.

CONCLUSIONS: In selected patients who underwent OCT surveillance 6-8 months after coronary intervention for AMI with differing implantation characteristics depending on the device type used, vessel healing was more advanced in BRS compared with EES, particularly in the STEMI subgroup.

PMID:34420177 | DOI:10.1007/s10554-021-02251-x

Categories
Nevin Manimala Statistics

Rationale, design and population description of the CREDENCE study: cardiovascular risk equations for diabetes patients from New Zealand and Chinese electronic health records

Eur J Epidemiol. 2021 Aug 22. doi: 10.1007/s10654-021-00795-9. Online ahead of print.

ABSTRACT

The cardiovascular risk equations for diabetes patients from New Zealand and Chinese electronic health records (CREDENCE) study is a unique prospectively designed investigation of cardiovascular risk in two large contemporary cohorts of people with type 2 diabetes from New Zealand (NZ) and China. The study was designed to derive equivalent cardiovascular risk prediction equations in a developed and a developing country, using the same epidemiological and statistical methodology. Two similar cohorts of people with type 2 diabetes were identified from large general population studies in China and New Zealand, which had been generated from longitudinal electronic health record systems. The CREDENCE study aims to determine whether cardiovascular risk prediction equations derived in patients with type 2 diabetes in a developed country are applicable in a developing country, and vice versa, by deriving and validating equivalent diabetes-specific cardiovascular risk prediction models from the two countries. Baseline data in CREDENCE was collected from October 2004 in New Zealand and from January 2010 in China. In the first stage of CREDENCE, a total of 93,207 patients (46,649 from NZ and 46,558 from China) were followed until December 31st 2018. Median follow-up was 7.0 years (New Zealand) and 5.7 years (China). There were 5926 (7.7% fatal) CVD events in the New Zealand cohort and 3650 (8.8% fatal) in the Chinese cohort. The research results have implications for policy makers, clinicians and the public and will facilitate personalised management of cardiovascular risk in people with type 2 diabetes worldwide.

PMID:34420154 | DOI:10.1007/s10654-021-00795-9

Categories
Nevin Manimala Statistics

What drives green development in China: public pressure or the willingness of local government?

Environ Sci Pollut Res Int. 2021 Aug 22. doi: 10.1007/s11356-021-16059-8. Online ahead of print.

ABSTRACT

With China already committing to peak carbon dioxide emissions before 2030 and achieving carbon neutrality before 2060, green development is urgent. It is necessary to clarify the driving mechanism of green development to design the path of green development scientifically. From the internal perspective of the green development system, this paper divides the green development power into external power and internal power. The external power is the political pressure formed by the public’s green demands. The internal power is the endogenous power of green development transformed by the political promotion willingness of local government leaders. The research shows that (1) the green demands from the public and the accompanying political pressure can form the driving force of green development. (2) The political promotion intention has not been transformed into the endogenous driving force to promote green development in the research period. (3) The external driving force of public appeal is closely related to economic development, income and consumption levels, and education. This paper enriches the research literatures on the driving mechanism of green development and provides theoretical and practical exploration for the driving path of green development.

PMID:34420168 | DOI:10.1007/s11356-021-16059-8

Categories
Nevin Manimala Statistics

Risk factors for hypertensive phase after Ahmed glaucoma valve implantation

Int Ophthalmol. 2021 Aug 22. doi: 10.1007/s10792-021-02009-3. Online ahead of print.

ABSTRACT

PURPOSE: To investigate the risk factors and the clinical characteristics of the hypertensive phase (HP) after Ahmed glaucoma valve (AGV) implantation.

METHODS: This retrospective study included 60 eyes of 57 patients who underwent AGV implantation and with at least 1-year follow-up. HP was defined as intraocular pressure (IOP) > 21 mmHg in the first 3 months after the surgery. Independent samples t-test and Chi-square test were used to compare differences in patients with the HP and the non-HP groups. Univariable and multivariable logistic regression analyses were used to determine the risk factors for the development of the HP. Statistical significance was assumed at p < 0.05 level.

RESULTS: HP was observed in 31 eyes (51.7%) with an average peak IOP of 27.6 ± 4.5 mmHg (range 22-40 mmHg). The resolution of HP was noted in 27 eyes (87.1%) at the 3rd month postoperative visit. The number of glaucoma medications at the last postoperative visit and IOP values from 1 month to 1 year were significantly higher in the HP group (all p < 0.05). Patients with traumatic glaucoma showed the highest rate (83.3%) of HP development. In the multivariable analysis, a preoperative IOP > 30 mmHg (p = 0.03, OR:5.82; reference: ≤ 25 mmHg) and younger age (41-64 years, p = 0.02, OR:8.49; ≤ 40 years, p = 0.001, OR:19.62; reference: ≥ 65 years) were independently associated with the occurrence of HP.

CONCLUSION: Hypertensive phase was observed in half of the patients undergoing AGV implantation. A higher mean preoperative IOP and younger age were risk factors for HP development. Although the majority resolved at the 3-month visit, eyes with HP had higher mean IOPs and required more IOP lowering medications.

PMID:34420122 | DOI:10.1007/s10792-021-02009-3

Categories
Nevin Manimala Statistics

Missing data strategies for the Patient-Reported Outcomes version of the Common Terminology Criteria for Adverse Events (PRO-CTCAE) in Alliance A091105 and COMET-2

Qual Life Res. 2021 Aug 21. doi: 10.1007/s11136-021-02968-1. Online ahead of print.

ABSTRACT

PURPOSE: Missing scores complicate analysis of the Patient-Reported Outcomes version of the Common Terminology Criteria for Adverse Events (PRO-CTCAE) because patients with and without missing scores may systematically differ. We focus on optimal analysis methods for incomplete PRO-CTCAE items, with application to two randomized, double-blind, placebo-controlled, phase III trials.

METHODS: In Alliance A091105 and COMET-2, patients completed PRO-CTCAE items before randomization and several times post-randomization (N = 64 and 107, respectively). For each trial, we conducted between-arm comparisons on the PRO-CTCAE via complete-case two-sample t-tests, mixed modeling with contrast, and multiple imputation followed by two-sample t-tests. Because interest lies in whether CTCAE grades can inform missing PRO-CTCAE scores, we performed multiple imputation with and without CTCAE grades as auxiliary variables to assess the added benefit of including them in the imputation model relative to only including PRO-CTCAE scores across all cycles.

RESULTS: PRO-CTCAE completion rates ranged from 100.0 to 71.4% and 100.0 to 77.1% across time in A091105 and COMET-2, respectively. In both trials, mixed modeling and multiple imputation provided the most similar estimates of the average treatment effects. Including CTCAE grades in the imputation model did not consistently narrow confidence intervals of the average treatment effects because correlations for the same PRO-CTCAE item between different cycles were generally stronger than correlations between each PRO-CTCAE item and its corresponding CTCAE grade at the same cycle.

CONCLUSION: For between-arm comparisons, mixed modeling and multiple imputation are informative techniques for handling missing PRO-CTCAE scores. CTCAE grades do not provide added benefit for informing missing PRO-CTCAE scores. ClinicalTrials.gov Identifiers: NCT02066181 (Alliance A091105); NCT01522443 (COMET-2).

PMID:34420143 | DOI:10.1007/s11136-021-02968-1