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1.
J Med Syst ; 32(6): 499-507, 2008 Dec.
Article in English | MEDLINE | ID: mdl-19058654

ABSTRACT

High-quality mammography is the most effective technology presently available for breast cancer screening. Efforts to improve mammography focus on refining the technology and improving how it is administered and X-ray films are interpreted. Computer-based intelligent system for identification of the breast cancer can be very useful in diagnosis and its management. This paper presents a comparative approach for classification of three kinds of mammogram namely normal, benign and cancer. The features are extracted from the raw images using the image processing techniques and fed to the two classifiers namely: the feedforward architecture neural network classifier, and Gaussian mixture model (GMM) for comparison.. Our protocol uses, 360 subjects consisting of normal, benign and cancer breast conditions. We demonstrate a sensitivity and specificity of more than 90% for these classifiers.


Subject(s)
Breast Neoplasms/diagnostic imaging , Mammography/instrumentation , Radiographic Image Enhancement/methods , Female , Humans , Radiographic Image Interpretation, Computer-Assisted
3.
Microvasc Res ; 68(2): 104-9, 2004 Sep.
Article in English | MEDLINE | ID: mdl-15313119

ABSTRACT

BACKGROUND: Obtaining meaningful temperature for the human body requires identifying a body site that will provide reliable data across a large population. It is important to understand that skin temperature does not solely depend on body-core temperature and may be affected by other physiological and environmental factors. Currently, there is lack of empirical data in correlating facial surface temperature with body core temperature. Present IR systems in use at airports/immigration checkpoints have not been scientifically validated particularly in regards to the false-negative rate. As a result, they may create a false sense of security by underestimating the number of febrile (and possibly infected) individuals. This article evaluates the effectiveness of thermal scanner when it is being used for mass blind screening of potential fever subjects such as SARS or bird flu patients. METHODS: Bio-statistics with regression analysis and ROC is applied to analyse the data collected (502) from the SARS hospital in Singapore and conclusive results are drawn from them. The results are vital in determining two very important pieces of information: the best and yet practical region on the face to take readings and optimal pre-set threshold temperature for the thermal imager. RESULTS: (1) The thermal scanner can be used as a first line tool for the mass blind screening of hyperthermia, (2) the readings from the scanner suggest good correlation with the ear temperature readings, (3) an imager temperature threshold should be determined by the environmental factors, outdoor condition in particular, the physiological site offset and the performance characteristics of thermal imager to warrant the most accurate and reliable screening operation. CONCLUSIONS: The analysis suggested that the thermal imager used holds much promise for mass blind screening when the readings from a specific region have a good correlation with the ear temperature. From the regression analysis, the best reading is taken from the maximum temperature in the eye region, followed by the maximum temperature in the forehead region. With ROC analysis, a randomly selected individual from the fever group has a test value larger than that for a randomly selected individual from the normal group in 97.2% of the time. The test can distinguish between the normal and febrile groups and an optimum threshold temperature for the thermal imager can be found. The pre-set threshold cut-off temperature for the current thermal imager was found to be 36.3 degrees C with reference to the associated environmental condition. Any temperature readings that exceed this reading will trigger off the alarm and a thermometer will be used to verify the whether the person is having fever.


Subject(s)
Fever/diagnosis , Thermography/methods , Adult , Body Temperature , Diagnostic Errors , Face , Fever/physiopathology , Humans , Influenza, Human/diagnosis , Influenza, Human/physiopathology , Infrared Rays , Mass Screening/instrumentation , Mass Screening/methods , Mass Screening/statistics & numerical data , ROC Curve , Regression Analysis , Severe Acute Respiratory Syndrome/diagnosis , Severe Acute Respiratory Syndrome/physiopathology , Thermography/instrumentation , Thermography/statistics & numerical data
5.
Ann Acad Med Singap ; 32(4): 542-6, 2003 Jul.
Article in English | MEDLINE | ID: mdl-12968561

ABSTRACT

INTRODUCTION: Severe acute respiratory syndrome (SARS) is a new form of atypical pneumonia caused by a coronavirus. We present the clinical course and chest radiographic findings of a case of SARS with fatal outcome. CLINICAL PICTURE: A 39-year-old Chinese male presented with fever, sore throat and non-productive cough. During his illness, serial chest radiographs showed increasingly severe air-space shadowing in both lungs. TREATMENT AND OUTCOME: The patient was treated with supplemental oxygen, levofloxacin, oseltamivir, ribavirin and methylprednisolone. As his condition worsened, the required ventilatory and inotropic support. He later developed a myocardial infarct and coagulopathy, and succumbed to his illness. CONCLUSION: The reported case mortality of SARS is about 9% worldwide. In Singapore, the mortality is 15.5%. Acute respiratory distress syndrome (ARDS) is believed to be a contributory factor to our patient's demise. We report this case to show the radiographic changes of ARDS in a patient with SARS.


Subject(s)
Radiography, Thoracic/methods , Severe Acute Respiratory Syndrome/diagnostic imaging , Adult , Combined Modality Therapy , Disease Progression , Fatal Outcome , Humans , Male , Multiple Organ Failure , Severe Acute Respiratory Syndrome/therapy , Severity of Illness Index , Singapore
6.
Singapore Med J ; 44(4): 201-4, 2003 Apr.
Article in English | MEDLINE | ID: mdl-12952033

ABSTRACT

A new form of atypical pneumonia was reported in the East Asian region beginning from early 2003. This was later termed by the World Health Organisation as Severe Acute Respiratory Syndrome (SARS). The diagnosis of SARS relies on a combination of clinical features and chest radiographic findings. A preliminary review of SARS in Singapore shows chest radiographic findings of patchy airspace shadowing with severe cases progressing to diffuse air-space shadowing. We illustrate these findings with temporal correlation in our case report. As SARS is a contagious, rapidly progressive and potentially fatal condition, early diagnosis is crucial for prompt management and isolation of patients. Recognition of chest radiographic findings aids in the early diagnosis and containment of SARS.


Subject(s)
Lung/diagnostic imaging , Severe Acute Respiratory Syndrome/diagnostic imaging , Adult , Female , Humans , Population Surveillance , Radiography , Severe Acute Respiratory Syndrome/epidemiology
7.
Singapore Med J ; 42(2): 89-91, 2001 Feb.
Article in English | MEDLINE | ID: mdl-11358200

ABSTRACT

A 36-year-old Korean man presented with a history of epilepsy. MR imaging of the brain revealed multiple conglomerated round nodules that were hypointense on both T1-and-T2 weighted images. These were located at the left temporal and occipital lobes and had surrounding encephalomalacia. CT scan confirmed the presence of large calcified nodules in the corresponding regions. These imaging findings were typical of chronic cerebral paragonimiasis. The clinical, CT and MR features of cerebral paragonimiasis are reviewed.


Subject(s)
Central Nervous System Parasitic Infections/diagnosis , Magnetic Resonance Imaging , Paragonimiasis/diagnosis , Tomography, X-Ray Computed , Adult , Central Nervous System Parasitic Infections/complications , Chronic Disease , Coma/parasitology , Diagnosis, Differential , Electroencephalography , Humans , Male , Paragonimiasis/complications
8.
Ann Acad Med Singap ; 28(4): 481-7, 1999 Jul.
Article in English | MEDLINE | ID: mdl-10561757

ABSTRACT

A prospective study of 211 central venous catheters consecutively placed in 186 patients under radiological guidance was conducted over an 18-month period. The majority (64%) of our patients were at risk for acute complications or failure. These risks included bleeding tendency, distorted anatomy, or previous complicated lines and failed "blind" percutaneous attempts. We employed the subtraction angiographic technique for venous mapping or ultrasound localisation to guide our initial puncture. The accumulated catheter experience was 15,295 days and the median catheter survival time was 166 days. The success rate was 100%. Our acute complications included 1 case of arterial puncture (0.5%), 2 pneumothoraces (1.0%), and 13 patients (6.1%) with haematoma or prolonged oozing at the puncture site. The calculated infection rate was 0.25 episodes per 100 catheter days at risk. These results are comparable to those reported in the literature. We conclude that central venous catheterisation using imaging guidance is accurate and safe, and should be the method of choice especially in high-risk patients.


Subject(s)
Catheterization, Central Venous/methods , Radiography, Interventional/methods , Adolescent , Adult , Aged , Aged, 80 and over , Catheterization, Central Venous/adverse effects , Catheterization, Central Venous/statistics & numerical data , Child , Feasibility Studies , Female , Follow-Up Studies , Humans , Male , Middle Aged , Prospective Studies , Radiography, Interventional/adverse effects , Radiography, Interventional/statistics & numerical data , Risk Factors , Time Factors , Treatment Outcome
9.
J Telemed Telecare ; 3 Suppl 1: 54-5, 1997.
Article in English | MEDLINE | ID: mdl-9218384

ABSTRACT

A teleradiology link was established between Singapore General Hospital in Singapore and Stanford University in California, USA. Over eight months, a total of 28 cases (involving 27 magnetic resonance investigations and three computerized tomography scans) were transmitted by ISDN to California. Our initial experience with teleradiology for remote consultation was encouraging, although the data transmission cost was higher than we anticipated. however, costs could be reduced by using data compression. Long-distance telecommunication charges continue to fall, so intercontinental teleradiology of this type may be financially viable in future.


Subject(s)
Hospitals, General , Remote Consultation , Teleradiology , Humans , Magnetic Resonance Imaging , Singapore , Tomography, X-Ray Computed
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