{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,16]],"date-time":"2025-10-16T00:54:51Z","timestamp":1760576091997,"version":"build-2065373602"},"reference-count":13,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2005,4,13]],"date-time":"2005-04-13T00:00:00Z","timestamp":1113350400000},"content-version":"vor","delay-in-days":4485,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Electrophoresis"],"published-print":{"date-parts":[[1993,1]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Twenty area processing filters and filter combinations were evaluated in an effort to optimize presentation of two\u2010dimensional electrophoretic profiles to the Laplacian spot finder for maximal spot detection sensitivity. Images of electrophoresis gels were obtained by digitizing polyacrylamide gels at 1024 \u00d7 1024 picture elements (pixels) resolution with 256 grey scale levels using the charge coupled device (CCD) camera of the Millipore Bio Image 110S computerized imaging system. The images were imported into an Apple Macintosh microcomputer and selectively enhanced by applying various area processing filters. Previously described least squares fit, low\u2010pass, Gaussian and median filters were used to reduce noise in the digitized images. These filters differ in that during the summation process the least squares template weighs the immediately adjacent pixels more heavily than the Gaussian template. The low\u2010pass filters weigh all neighboring pixels equally. Median filters replace the pixel of interest with the middle (median) value of the pixel neighborhood. An analysis of convolution filter sizes indicated that a 7 \u00d7 7 matrix was optimal for 22 cm \u00d7 22 cm gels. When using the median area processing procedure, however, the 3 \u00d7 3 filter was found to be superior to the 7 \u00d7 7 filter. The 7 \u00d7 7 least squares filter significantly improved detection of low abundance polypeptides while having only minimal effects on the high abundance polypeptides. The 7 \u00d7 7 Gaussian and 3 \u00d7 3 median filters also improved detection of low abundance polypeptides but reduced the integrated areas of the high abundance polypeptides and thus their integrated optical densities as well. The 7 \u00d7 7 least squares and the 3 \u00d7 3 median filters effectively increased spot detection, and reduced noise with minimal alteration in the modal distribution of spot areas and integrated optical densities in the image. They also preserved image quality (minimal blurring). The practical consequence of using the 7 \u00d7 7 least squares, 3 \u00d7 3 median or 7 \u00d7 7 Gaussian filters is an 8\u2010fold increase in sensitivity due to noise reduction, resulting in the detection of 60\u201365% more polypeptides in a typical silver stained gel.<\/jats:p>","DOI":"10.1002\/elps.11501401101","type":"journal-article","created":{"date-parts":[[2005,5,28]],"date-time":"2005-05-28T09:32:37Z","timestamp":1117272757000},"page":"650-658","source":"Crossref","is-referenced-by-count":9,"title":["Enhancing spot detection and reducing noise from digitized electrophoretic gel images using area processing filters"],"prefix":"10.1002","volume":"14","author":[{"given":"Wayne F.","family":"Patton","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Paul","family":"Tempst","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2005,4,13]]},"reference":[{"key":"e_1_2_1_2_2","first-page":"181","volume":"3","author":"Miller M.","year":"1989","journal-title":"Adv. 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