Protein Subcellular Localization Prediction
نویسندگان
چکیده
ORGANIZATION. Section 1. We first provide the motivation for prediction of protein subcellular localization sites, as well as discuss changes being brought about by progress in proteomics. Section 2. After that, we describe the biology of protein subcellular location. In particular, we explain the principle of protein sorting signals. Section 3. Then we present several experimental techniques for determining protein subcellular localization sites. The techniques surveyed include traditional methods such as immunofluorescence microscopy, as well as large-scale methods such as green fluorescent protein. Section 4. Next we mention some of the general issues involved in predicting protein subcellular localization, such as what are the sites? how many sites per protein? how good are the predictions? and so on. We also discuss the distinction between features that reflect causal influences on localization versus features that merely reflect correlation with localization.
منابع مشابه
Predicting Protein Subcellular Localization Using Abstract Sequential Features
Determination of protein subcellular localization plays an important role in understanding protein function [1]. Knowledge of subcellular localization is also essential for genome annotation and drug discovery. Moreover, abnormal subcellular localization has been correlated with several diseases, such as cancer and Alzheimer’s disease. Experimental determination of protein subcellular localizat...
متن کاملEvidence for an association between Wnt-independent -catenin intracellular localization and ovarian apoptotic events in normal and PCO-induced rat ovary
The association of secreted frizzled related protein type 4 (Sfrp4) as an antagonist of Wnt mole-cules in apoptotic events has been reported previously. Moreover, its increased expression has been reported in the ovary of women with polycystic ovary (PCO). We have demonstrated in-creased Sfrp4 in PCO-induced rat ovary related to an increased number of apoptotic follicles showing nuclear ?cateni...
متن کاملGoing from where to why—interpretable prediction of protein subcellular localization
MOTIVATION Protein subcellular localization is pivotal in understanding a protein's function. Computational prediction of subcellular localization has become a viable alternative to experimental approaches. While current machine learning-based methods yield good prediction accuracy, most of them suffer from two key problems: lack of interpretability and dealing with multiple locations. RESULT...
متن کاملSupport vector machine approach for protein subcellular localization prediction
MOTIVATION Subcellular localization is a key functional characteristic of proteins. A fully automatic and reliable prediction system for protein subcellular localization is needed, especially for the analysis of large-scale genome sequences. RESULTS In this paper, Support Vector Machine has been introduced to predict the subcellular localization of proteins from their amino acid compositions....
متن کاملMolecular Characterization of the Epstein-Barr Virus BGLF2 Gene, its Expression, and Subcellular Localization
Background: Epstein–Barr virus (EBV) is a universal herpes virus which can cause a life-long and largely asymptomatic infection in the human population. However, the exact pathogenesis of the EBV infection is not well known.Objective: A comprehensive bioinformatics prediction was carried out for investigating the molecular properties of the BGLF2 and to a...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2008