114 results about "Disease prognosis" patented technology

The present invention relates to a new skin gene card for genetic test, a method for acquiring DNA and RNA and performing various genetic tests using the same, and practical applications thereof. More specifically, the inventors of the present invention have developed a skin gene card capable of acquiring samples from human skin, hair or mucosa simply, safely and quickly and enabling stable long-term storage and transport of DNA and RNA included in the acquired sample at room temperature. Various genetic tests may performed using the acquired DNA and RNA, including polymerase chain reaction (PCR), reverse transcription (RT)-PCR, real-time PCR, sequencing, hybridization, DNA chip analysis, single-nucleotide polymorphism (SNP) assay, gene mutation assay, promoter methylation assay, gene expression assay, etc. The genetic skin test result may be utilized for disease prognosis, nutrigenomic test, pharmacogenomic test, forensic test such as personal identification, diagnosis of genetic diseases, diagnosis of skin diseases, or the like. In addition, through an objective evaluation of the skin or hair condition, a personalized cosmetic and skin care system may be established for practical application in beauty care, cosmetology, dermatology, and clinical practice.

A change in viral tropism occurs in many HIV positive individuals over time and may be indicated by a shift in coreceptor use from CCR5 to CXCR4. The shift in coreceptor use to CXCR4 has been shown to correlate with increased disease progression. In patients undergoing HAART, the predominant populations of virus may be shifted back to CCR5-mediated entry soon after the CXCR4-specific strains have emerged. The present invention relates to a diagnostic method to monitor coreceptor use in the treatment and clinical management of human immunodeficiency virus (HIV) infection. The present invention further relates to a diagnostic method applied to HIV-positive individuals undergoing HAART to monitor the suppression of CCR5- or CXCR4-specific strains. The diagnostic methods may be used to assist in selecting antiretroviral therapy and to improve predictions of disease prognosis over time. The methods of the invention include cell-based methods, including cell fusion assays, and molecular-based methods, including heteroduplex tracking assay, to both quantitatively and qualitatively analyze patient-derived HIV for coreceptor usage.

Methods for classifying samples are based on alterations in network modularity. The methods are useful for the diagnosis, prognosis and monitoring of a biological state such as a disease state. In certain embodiments, methods for diagnosing disease or evaluating the prognosis of disease or identification of a disease state are computer-implemented.

A medical imaging system that processes input data (imaging and / or non imaging) having high dimensionality and few samples to learn from, by using multiple ranks of machine learning modules each dealing with a separate portion of the clinical data. The outputs of the individual machine learning modules are the combined to provide a result reflective of the complete image data set.