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1.
J Obstet Gynaecol Res ; 48(1): 207-214, 2022 Jan.
Article in English | MEDLINE | ID: mdl-34713538

ABSTRACT

AIM: The aim of this study was to evaluate the clinical performance for detecting cervical intraepithelial neoplasia (CIN) 2 or higher lesions among available human papillomavirus infection (HPV) genotyping tests in Korea. METHODS: Eligible patients visited 13 tertiary hospitals for colposcopic biopsy following cervical cytology and HPV genotyping test between January and December 2018. Baseline characteristics including age, body mass index (BMI), and parity were collected from 3798 patients. The performance of the Roche Cobas HPV 4800 was evaluated against other domestic HPV assays to detect CIN2 or higher. RESULTS: A total of seven types of HPV genotyping tests were analyzed in the research institutes. A total of 1358 patients (35.8%) tested Anyplex II HPV 28 and 701 patients (18.5%) tested Cobas 4800 HPV. The overall sensitivity in the detection of CIN2 or higher was 41.5% (38.9-44.1) in patients positive for HPV 16/18. The Cobas test for HPV 16/18 was concordant with other assays evaluated for detection of CIN2 or higher and showed sensitivity of 46.6%, which was not significantly different from other assays. Although Anyplex II HPV28 (Seegene) showed slightly decreased sensitivity for detecting CIN2 or higher lesion with HPV 16/18 positive (39.8%, p < 0.05) compared to Cobas 4800, in aspect of high-risk HPV positive, Anyplex II HPV28 showed increased sensitivity (96.9%, p < 0.05). CONCLUSION: The performance of the HPV genotype test that were commonly used in Korea was concordant with Cobas HPV test. Further studies are needed to evaluate the safety, efficiency, and cost-effectiveness of the various commercially available domestic HPV assays.


Subject(s)
Alphapapillomavirus , Papillomavirus Infections , Uterine Cervical Dysplasia , Uterine Cervical Neoplasms , Early Detection of Cancer , Female , Genotype , Human papillomavirus 16/genetics , Human papillomavirus 18/genetics , Humans , Papillomaviridae/genetics , Papillomavirus Infections/diagnosis , Pregnancy , Sensitivity and Specificity , Uterine Cervical Neoplasms/diagnosis , Uterine Cervical Dysplasia/diagnosis
2.
J Korean Med Sci ; 36(46): e304, 2021 Nov 29.
Article in English | MEDLINE | ID: mdl-34845872

ABSTRACT

BACKGROUND: Advanced cancers are associated with more severe symptoms and greater impairment. Although most patients with metastatic cancer would benefit from rehabilitation, few patients receive appropriate rehabilitation therapy. We explored the use of rehabilitation therapy by cancer patients. Our data represented the entire population of Korea. The analyses were performed according to cancer type and stage. METHODS: We extracted rehabilitation utilization data of patients newly diagnosed with cancer in the period of 2011-2015 from the Korea Central Cancer Registry, which is linked to the claims database of the National Health Insurance Service (n = 958,928). RESULTS: The utilisation rate increased during the study period, from 6.0% (11,504) of 192,835 newly diagnosed patients in 2011 to 6.8% (12,455) of 183,084 newly diagnosed patients in 2015. Patients with central nervous system (28.4%) and bone (27.8%) cancer were most likely to undergo physical rehabilitation. The rehabilitation rate was higher in patients with metastatic than localised or regional cancer (8.7% vs. 5.3% vs. 5.5%). CONCLUSION: This claims-based study revealed that rehabilitation therapy for cancer patients is underutilised in Korea. Although patients with metastasis underwent more intensive rehabilitation than patients with early stage cancer, those without brain and bone tumours (the treatment of which is covered by insurance) were less likely to use rehabilitation services. Further efforts to improve the use of rehabilitation would improve the outcomes of cancer patients.


Subject(s)
Neoplasms/rehabilitation , Physical Therapy Modalities/statistics & numerical data , Adult , Aged , Aged, 80 and over , Bone Neoplasms/diagnosis , Bone Neoplasms/rehabilitation , Central Nervous System Neoplasms/diagnosis , Central Nervous System Neoplasms/rehabilitation , Databases, Factual , Female , Humans , Male , Middle Aged , Neoplasms/diagnosis , Registries , Republic of Korea
3.
J Korean Med Sci ; 36(24): e164, 2021 Jun 21.
Article in English | MEDLINE | ID: mdl-34155836

ABSTRACT

BACKGROUND: Cervical cancer is the fourth common cancer in women worldwide. The Papanicolau test is the primary screening procedure to detect abnormal cervical cells. Colposcopy is the main procedure for discriminating high-grade cervical lesions. The study aimed at clarifying the discrepancy between cervical cytology and colposcopic biopsy histology as well as confounding factors. METHODS: Eligible patients visited thirteen tertiary hospitals for colposcopic biopsy following cervical cytology and human papillomavirus (HPV) genotypes between January and December 2018. Baseline characteristics including age, body mass index (BMI), and parity were collected. RESULTS: In our study, 3,798 eligible patients were included. Mean age of patients was 42.7 (19-88) years and mean BMI was 22.5 (16.9-34.1) kg/m². The referred cervical cytologic findings consisted of 495 normal, 1,390 atypical squamous cells of undetermined significance, 380 atypical squamous cells cannot exclude high-grade squamous intraepithelial lesion, 792 low-grade squamous intraepithelial lesion, 593 high-grade squamous intraepithelial lesion, 79 atypical glandular cells, 46 squamous cell carcinoma, and 23 adenocarcinoma. HPV-positive findings were found in 3,008 (79.2%) patients and were not detected in 914 (24.1%) cases. The risk of unexpected low-grade lesions from histology was higher in patients > 45 years (odds ratio [OR], 2.137; 95% confidence intervals [CIs], 1.475-3.096). In contrast, the risk of unexpected high-grade lesions from colposcopic biopsy was lower in patients ≥ 45 years (OR, 0.530; 95% CI, 0.367-0.747) and HPV 16/18 infection was higher than other HPV (OR, 1.848; 95% CI, 1.385-2.469). CONCLUSION: Age and HPV genotypes were responsible for the discrepancies between cytology and histology. Precautions should be taken for women over the age of 45 in triage for colposcopy in order to avoid unnecessary testing.


Subject(s)
Biopsy/methods , Cervix Uteri/pathology , DNA, Viral/analysis , Human papillomavirus 16/genetics , Human papillomavirus 18/genetics , Mass Screening/methods , Uterine Cervical Dysplasia/diagnosis , Uterine Cervical Neoplasms/pathology , Adult , Aged , Aged, 80 and over , Colposcopy , Early Detection of Cancer , Female , Humans , Middle Aged , Predictive Value of Tests , Retrospective Studies , Sensitivity and Specificity , Uterine Cervical Neoplasms/diagnosis , Uterine Cervical Neoplasms/virology , Vaginal Smears , Uterine Cervical Dysplasia/pathology
4.
J Korean Med Sci ; 35(29): e242, 2020 Jul 27.
Article in English | MEDLINE | ID: mdl-32715671

ABSTRACT

BACKGROUND: As the survival rate of cancer patients increases, the clinical importance of rehabilitation provided by healthcare professionals also increases. However, the evidence supporting the relevance of rehabilitation programs is insufficient. This study aimed to review the literature on effectiveness in physical function, quality of life (QOL) or fatigue of supervised physical rehabilitation in patients with advanced cancer. METHODS: A systematic review and meta-analysis was conducted following the Cochrane guidelines. We narratively described the results when meta-analysis was not applicable or appropriate. Literature databases including Ovid-MEDLINE, Ovid-EMBASE, and the Cochrane Library, as well as several Korean domestic databases, were searched up to June 2017 for studies that investigated the effectiveness of supervised physical rehabilitation programs on physical function, QOL or fatigue in patients with advanced cancer. The quality of the selected studies was evaluated independently by paired reviewers. RESULTS: Eleven studies with 922 participants were finally selected among 2,459 articles. The meta-analysis revealed that after physical exercise, the physical activity level and strength of patients with advanced cancer increased significantly. The QOL showed a statistically significant improvement after physical rehabilitation according to the European Organization for Research and Treatment of Cancer version C30. Though some of measurements about cardiovascular endurance or strength in several studies were not able to be synthesized, each study reported that they were significantly improved after receiving rehabilitation. CONCLUSION: Supervised physical rehabilitation for patients with advanced cancer is effective in improving physical activity, strength, and QOL. However, more trials are needed to prove the effectiveness of supervised exercise and to strengthen the evidence.


Subject(s)
Exercise , Neoplasms/rehabilitation , Antineoplastic Agents/therapeutic use , Databases, Factual , Fatigue , Humans , Neoplasms/drug therapy , Postural Balance , Quality of Life , Respiratory Function Tests
5.
Ann Hematol ; 98(2): 501-510, 2019 Feb.
Article in English | MEDLINE | ID: mdl-30456421

ABSTRACT

The advent of various alternative donors in allogeneic hematopoietic stem cell transplantation (HSCT) raises the question of using international donors, especially in ethnically homogenous populations. We analyzed the clinical outcome and medical expense of human leukocyte antigen (HLA)-matched HSCT using domestic and international donors. We analyzed the patients who received allogeneic HSCT at five medical centers in Korea in the last 10 years. Using propensity-score matching, we compared overall survival (OS), relapse-free survival (RFS), and transplantation-related complications. Medical expense was analyzed based on National Health Insurance Service (NHIS) data. A total of 269 patients were analyzed after 3:1 (domestic/international) matching. There was no difference in OS (p = 0.395) and RFS (p = 0.604) between the domestic and international donor groups (5-year OS rate 42.9 and 37.8%, 5-year RFS rate 37.6 and 33.5% for domestic and international groups, respectively). No difference in chronic graft-versus-host disease (GVHD) incidence was observed (34.2% in domestic and 35.9% in international group, p = 0.804). Early infection was more frequent in the domestic group (55.0 vs. 35.8%, p = 0.007), whereas infection after 30 days was more frequent in the international group (28.7 vs. 49.3%, p = 0.001). Mean medical expense was far higher in the international group, by US $51,944 in the entire follow-up period (p < 0.001). We would expect similar outcomes for international and domestic donors in terms of survival and treatment-related complications with HLA-matched HSCT in other ethnically homogenous populations. These findings should be considered together with the high cost of using international donors in the era of various alternative donors.


Subject(s)
Databases, Factual , Hematologic Neoplasms/mortality , Hematologic Neoplasms/therapy , Hematopoietic Stem Cell Transplantation , Unrelated Donors , Adult , Disease-Free Survival , Female , Follow-Up Studies , Hematologic Neoplasms/blood , Humans , Incidence , Male , Middle Aged , Republic of Korea/epidemiology , Retrospective Studies , Survival Rate
6.
J Natl Compr Canc Netw ; 17(5): 441-449, 2019 05 01.
Article in English | MEDLINE | ID: mdl-31085754

ABSTRACT

BACKGROUND: We conducted a comparative survival analysis between primary androgen deprivation therapy (PADT) and radical prostatectomy (RP) based on nationwide Korean population data that included all patients with prostate cancer. MATERIALS AND METHODS: This study enrolled 4,538 patients with prostate cancer from the National Health Insurance Service (NHIS) database linked with Korean Central Cancer Registry data who were treated with PADT or RP between January 1, 2007, and December 31, 2014. Kaplan-Meier and multivariate survival analyses stratified by stage (localized and locally advanced) and age (<75 and ≥75 years) were performed using a Cox proportional hazards model to evaluate treatment effects. RESULTS: Among 18,403 patients from the NHIS database diagnosed with prostate cancer during the study period, 4,538 satisfied inclusion criteria and were included in the analyses. Of these, 3,136 and 1,402 patients underwent RP or received PADT, respectively. Risk of death was significantly increased for patients who received PADT compared with those who underwent RP in the propensity score-matched cohort. In subgroup analyses stratified by stage and age, in every subgroup, patients who received PADT had a significantly increased risk of death compared with those who underwent RP. In particular, a much greater risk was observed for patients with locally advanced prostate cancer. CONCLUSIONS: Based on a nationwide survival analysis of nonmetastatic prostate cancer, this study provides valuable clinical implications that favor RP over PDAT for treatment of Asian populations. However, the possibility that survival differences have been overestimated due to not accounting for potential confounding characteristics must be considered.


Subject(s)
Androgen Antagonists/therapeutic use , Prostatectomy , Prostatic Neoplasms/epidemiology , Prostatic Neoplasms/therapy , Aged , Aged, 80 and over , Androgen Antagonists/administration & dosage , Androgen Antagonists/adverse effects , Clinical Decision-Making , Disease Management , Humans , Kaplan-Meier Estimate , Male , Middle Aged , Population Surveillance , Prognosis , Proportional Hazards Models , Prostatectomy/adverse effects , Prostatectomy/methods , Prostatic Neoplasms/diagnosis , Prostatic Neoplasms/mortality , Retrospective Studies , Treatment Outcome
7.
J Nanosci Nanotechnol ; 18(9): 6244-6248, 2018 09 01.
Article in English | MEDLINE | ID: mdl-29677774

ABSTRACT

Silica nanoparticles were ozone-treated to increase the dispersibility of silica in a silicone matrix. Silicone rubber/silica composites were prepared using a melt-blending method. The effect of silica content on the mechanical and thermal properties of the silica-reinforced silicone composites was examined. The tensile strength of the prepared silicone/silica composites was maximized at 1 wt.% silica, due to the improved interfacial interactions between the silica reinforcement surface and the silicone matrix. The thermal stability of the composites was significantly enhanced with increasing silica content.

8.
Article in English | MEDLINE | ID: mdl-38430332

ABSTRACT

Levilactobacillus brevis KU15006, isolated from kimchi, exhibits pathogen-antagonistic and anti-diabetic activities; however, the safety of this strain has not been assessed. In the present study, L. brevis KU15006 was evaluated to elucidate its safety as a probiotic strain using phenotypic and genotypic analyses. Its safety was assessed using a minimum inhibitory concentration test comprising nine antibiotics, 26 antibiotic resistance genes, a single conjugative element, virulence gene analysis, hemolysis, cell cytotoxicity, mucin degradation, and toxic metabolite production. L. brevis KU15006 exhibited equal or lower minimum inhibitory concentration for the nine antibiotics than the cut-off value established by the European Food Safety Authority. It did not harbor antibiotic resistance and virulence genes. L. brevis KU15006 lacked ß-hemolysis, mucin degradation, cytotoxicity against Caco-2 cells, gelatin liquefaction, bile salt deconjugation, and toxic metabolite production abilities. Based on the results, L. brevis KU15006, which has antagonistic and anti-diabetic effects, could be marketed as a probiotic in the future.

9.
Article in English | MEDLINE | ID: mdl-37990750

ABSTRACT

Endogenous neuropeptide Oxytocin (OXT) plays a crucial role in modulating pro-social behavior and the neural response to social/emotional stimuli. Intranasal administration is the most common method of delivering OXT. Intranasal OXT has been implemented in clinical studies of various psychiatric disorders with mixed results, mainly related to lack of solid pharmacodynamics and pharmacokinetics model. Due to intranasal OXT's mechanism of reducing the activation of neural areas implicated in emotional responding and emotion regulation, a psychopathology with this target mechanism could be potentially excellent candidate for future clinical trial. In this regard, irritability in youth may be a very promising target for clinical studies of intranasal OXT. Here we provide a mini-review of fifteen randomized controlled trials in pediatric patients with diagnoses of autism spectrum disorder (ASD), Prader-Willi syndrome (PWS), or Phelan-McDermid syndrome (PMS). Most studies had small sample sizes and varying dosages, with changes in irritability, mainly as adverse events (AEs). Neuroimaging results showed modulation of the reward processing system and the neural areas implicated in social-emotional information processing by intranasal OXT administration. Further research is needed to determine the most effective dose and duration of OXT treatment, carefully select target psychopathologies, verify target engagement, and measure adverse event profiles.

10.
Polymers (Basel) ; 13(19)2021 Sep 28.
Article in English | MEDLINE | ID: mdl-34641126

ABSTRACT

Bisphenol A diglycidyl ether (DGEBA) was blended with polyetherimide (PEI) as a thermoplastic toughener for thermal stability and mechanical properties as a function of PEI contents. The thermal stability and mechanical properties were investigated using a thermogravimetric analyzer (TGA) and a universal test machine, respectively. The TGA results indicate that PEI addition enhanced the thermal stability of the epoxy resins in terms of the integral procedural decomposition temperature (IPDT) and pyrolysis activation energy (Et). The IPDT and Et values of the DGEBA/PEI blends containing 2 wt% of PEI increased by 2% and 22%, respectively, compared to those of neat DGEBA. Moreover, the critical stress intensity factor and critical strain energy release rate for the DGEBA/PEI blends containing 2 wt% of PEI increased by 83% and 194%, respectively, compared to those of neat DGEBA. These results demonstrate that PEI plays a key role in enhancing the flexural strength and fracture toughness of epoxy blends. This can be attributed to the newly formed semi-interpenetrating polymer networks (semi-IPNs) composed of the epoxy network and linear PEI.

11.
Dig Liver Dis ; 53(5): 631-638, 2021 05.
Article in English | MEDLINE | ID: mdl-33676856

ABSTRACT

BACKGROUND: The impact of adherence to follow-up examination after a fecal occult blood test (FOBT) remains ill-defined. AIM: To evaluate the impact of adherence to the follow-up examination on clinical outcomes in individuals with positive FOBT results. METHODS: This was a retrospective cohort study involving Korean individuals aged 50 years or older who participated in the National Cancer Screening Program for CRC from 2009 to 2010. Individuals who underwent a confirmative examination within a year after positive FOBT results were included in compliant group, and those who did not were included in non-compliant group. The incidence and stage of CRC, and 5-year survival were compared between two groups. RESULTS: 5,914 were diagnosed with CRC in the compliant group and 2,973 in the non-compliant group. The proportion of advanced-stage CRC was significantly higher in the non-compliant group (localized CRC 44.6% vs. 36.7% and distant CRC 8.7% vs. 12.5%, p< 0.0001). The survival probability within 5 years was 71.0% in the non-compliant group and 85.9% in the compliant group (hazard ratio 1.70, 95% CI, 1.52-1.90, p< 0.001). CONCLUSION: Individuals who underwent follow-up examination 1 year or more after positive FOBT had a lower survival rate compared with that in those who underwent examination within 1 year.


Subject(s)
Colorectal Neoplasms/mortality , Occult Blood , Patient Compliance/statistics & numerical data , Aged , Aged, 80 and over , Colorectal Neoplasms/blood , Colorectal Neoplasms/diagnosis , Female , Follow-Up Studies , Humans , Incidence , Male , Mass Screening , Middle Aged , Proportional Hazards Models , Republic of Korea/epidemiology , Retrospective Studies
12.
Materials (Basel) ; 13(23)2020 Dec 04.
Article in English | MEDLINE | ID: mdl-33291561

ABSTRACT

The shape memory effect of steel (i.e., Fe-Mn-Si alloys) enables the tensile strengthening of concrete against tensile stress and unexpected structural vibrations. For practical application, the corrosion resistance of shape-memorable Fe-based steel should be verified. In this study, the corrosion resistance of an Fe-based (Fe-16Mn-5Si-4Ni-5Cr-0.3C-1Ti) shape memory alloy (FSMA), a promising candidate for concrete reinforcement, was investigated by comparing it with general carbon steel (S400). The corrosion resistance of FSMA and S400 inserted in a cement mortar was evaluated using electrochemical methods. FSMA has a more stable passive oxide layer in aqueous solutions with various pH values. Thus, the corrosion resistance of the FSMA sample was much higher than that of the S400 carbon steel, which has a passivation layer in strongly alkaline solution. This stable oxide layer reduced the sensitivity of the corrosion resistance of FSMA to changes in the pH, compared to S400. Furthermore, owing to the stable passive oxide layer, FSMA exhibited a higher corrosion resistance in concrete and a lower decrease in corrosion resistance because of the neutralization of concrete. Therefore, FSMA is a promising candidate for providing reinforcement and reparability, resulting in stable and durable concrete.

13.
J Clin Med ; 9(1)2020 Jan 18.
Article in English | MEDLINE | ID: mdl-31963658

ABSTRACT

Background: The compliance with the follow-up examination after a positive fecal occult blood test (FOBT) is lower than expected. We aimed to evaluate the adherence rate to the follow-up examination in patients with a positive FOBT and to identify the clinical factors associated with this adherence. METHODS: The study population comprised adults aged ≥50 years who participated in the National Cancer Screening Program for colorectal cancer (CRC) in 2013. Compliance was defined as undergoing follow-up examination within 1 year of a positive FOBT. RESULTS: From 214,131 individuals with a positive FOBT, 120,911 (56.5%) were in the compliance group and 93,220 (43.5%) were in the non-compliance group. On multivariate analysis, good compliance was associated with men (odds ratio (OR) = 1.12, 95% confidence interval (CI) (1.09-1.15)), younger ages (70-79 years, OR = 2.19 (2.09-2.31); 60-69 years, OR = 3.29 (3.13-3.46); 50-59 years, OR = 3.57 (3.39-3.75) vs. >80 years), previous experience of CRC screening (a negative FOBT, OR = 1.18 (1.15-1.21); a positive FOBT, OR = 2.42 (2.31-2.54)), absent previous experience of colonoscopy or barium enema (OR = 2.06 (1.99-2.13)), higher economic income (quartile, 75%, OR = 1.14 (1.11-1.17); 100%, OR = 1.22 (1.19-1.25)), current smokers (OR = 1.12 (1.09-1.15)), alcohol intake (OR = 1.03 (1.01-1.05)), active physical activity (≥3 times/week, OR = 1.13 (1.11-1.15)), depression (OR = 1.11 (1.08-1.14)), and present comorbidities (Charlson Comorbidity Index, ≥1). CONCLUSION: This study identified clinical factors, namely, male, younger ages, prior experience of fecal test, absent history of colonoscopy or double-contrast barium enema (DCBE) within 5 years, and high socioeconomic status to be associated with good adherence to the follow-up examination after a positive FOBT.

14.
Blood Res ; 53(2): 105-109, 2018 Jun.
Article in English | MEDLINE | ID: mdl-29963515

ABSTRACT

BACKGROUND: High-dose melphalan (HDMEL) represents the standard conditioning regimen before autologous stem cell transplant (ASCT) in multiple myeloma (MM), but recent updates have suggested combination of melphalan with bulsulfan (BUMEL) is also associated with favorable outcomes. We performed the current study to address the lack of comparative studies between the two conditioning regimens in Asian populations. METHODS: Using the Korean National Health Insurance and Korean Health Insurance Review and Assessment Service databases, 1,304 patients newly diagnosed with MM undergoing ASCT between January 2010 and December 2014 were identified. Patients were divided according to conditioning regimen (HDMEL vs. BUMEL), and after case matching, 428 patients undergoing HDMEL conditioning were compared to 107 patients undergoing BUMEL conditioning with respect to clinical course and treatment outcomes. RESULTS: The 3-year progression-free survival (PFS) was 52.5% for the HDMEL conditioning group versus 70.3% for the BUMEL conditioning group (P=0.043). The 3-year overall survival (OS) was 82.0% versus 83.5% (P=0.525), respectively. Although not statistically significant, BUMEL conditioning was associated with more platelet transfusion, while HDMEL was associated with more granulocyte colony stimulating factor support. In multivariate analysis, BUMEL conditioning was not inferior to HDMEL conditioning in regard to both PFS and OS. CONCLUSION: Our study confirmed that BUMEL is an effective and well-tolerated alternative to HDMEL conditioning, with better PFS.

15.
PLoS One ; 12(7): e0180792, 2017.
Article in English | MEDLINE | ID: mdl-28715442

ABSTRACT

A new head pose estimation technique based on Random Forest (RF) and texture features for facial image analysis using a monocular camera is proposed in this paper, especially about how to efficiently combine the random forest and the features. In the proposed technique a randomized tree with useful attributes is trained to improve estimation accuracy and tolerance of occlusions and illumination. Specifically, a number of features including Multi-scale Block Local Block Pattern (MB-LBP) are extracted from an image, and random features such as the MB-LBP scale parameters, a block coordinate, and a layer of an image pyramid in the feature pool are used for training the tree. The randomized tree aims to maximize the information gain at each node while random samples traverse the nodes in the tree. To this aim, a split function considering the uniform property of the LBP feature is developed to move sample blocks to the left or the right children nodes. The trees are independently trained with random inputs, yet they are grouped to form a random forest so that the results collected from the trees are used for make the final decision. Precisely, we use a Maximum-A-Posteriori criterion in the decision. It is demonstrated with experimental results that the proposed technique provides significantly enhanced classification performance in the head pose estimation in various conditions of illumination, poses, expressions, and facial occlusions.


Subject(s)
Algorithms , Face/physiology , Humans , Pattern Recognition, Automated
16.
PLoS One ; 11(6): e0155781, 2016.
Article in English | MEDLINE | ID: mdl-27271802

ABSTRACT

A novel intrusion detection system (IDS) using a deep neural network (DNN) is proposed to enhance the security of in-vehicular network. The parameters building the DNN structure are trained with probability-based feature vectors that are extracted from the in-vehicular network packets. For a given packet, the DNN provides the probability of each class discriminating normal and attack packets, and, thus the sensor can identify any malicious attack to the vehicle. As compared to the traditional artificial neural network applied to the IDS, the proposed technique adopts recent advances in deep learning studies such as initializing the parameters through the unsupervised pre-training of deep belief networks (DBN), therefore improving the detection accuracy. It is demonstrated with experimental results that the proposed technique can provide a real-time response to the attack with a significantly improved detection ratio in controller area network (CAN) bus.


Subject(s)
Models, Theoretical , Motor Vehicles , Neural Networks, Computer
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