Saliency and semantic processing: Extracting forest cover from historical topographic maps

A multi-step recognition process is developed for extracting compound forest cover information from manually produced scanned historical topographic maps of the 19th century. This information is a unique data source for GIS-based land cover change modeling. Based on salient features in the image the steps to be carried out are character recognition, line detection and structural analysis of forest symbols. Semantic expansion implying the meanings of objects is applied for final forest cover extraction. The procedure resulted in high accuracies of 94% indicating a potential for automatic and robust extraction of forest cover from larger areas.     

Chromosomal evolution and zoogeographic origin of southeast Asian shrews (genus Crocidura)

Genome scanning is a technique designed to uncover a net genetic difference between otherwise identical DNA samples. As such, it can be used to directly identify the site of a gene mutation, facilitating the cloning of DNA fragments from that site. Unlike other conventional positional cloning methods, one-dimensional genome scanning does not require prior knowledge of the location of the gene or mutation nor does it require closely linked markers. Rather, this method can directly identify the site of a net genomic change, such as a deletion or duplication caused by a mutation. Thus, the genome scanning method can be used in place of classic positional cloning strategies because prior positioning or mapping of the objective gene is unnecessary. By using this approach, we have identified and cloned a DNA fragment duplicated in the p(un) mutation of the mouse pink-eyed dilution locus (Brilliant et al., Science 1991, 252, 566-569). However, no other similar attempt using one-dimensional genome scanning has been reported so far, in spite of the simplicity of the procedure and its success in identifying and ultimately characterizing the pink-eyed dilution gene of the mouse. The lack of other reports of its success are perhaps not because of the practical difficulties of this method, but may be due to the false presumption that the probability for directly identifying the mutation site using genome scanning is extremely low. The theoretical probability was calculated and is presented here.(ABSTRACT TRUNCATED AT 250 WORDS)     

Identification of proteins in single-cell capillary electrophoresis fingerprints based on comigration with standard proteins

In the previous paper in this Journal, we reported the use of capillary sieving electrophoresis to characterize proteins expressed by single cancer cells at specific phases in the cell cycle. Analysis of the data revealed one component with cell cycle-dependent changes in expression at the 99% confidence limit. However, the amount of protein present in a single cell is far too small to allow its direct identification by mass spectrometry. In this paper, we report a method by which such proteins can be tentatively identified. We perform standard SDS-PAGE electrophoresis of the proteins contained within a homogenate prepared from an HT29 cell culture. Proteins extracted from bands in the gel are identified by mass spectrometry. The proteins also provide a set of standards that can be used to spike the sample before capillary sieving electrophoresis (CSE) separation; comigration is taken as evidence for the identity of the target protein. In a proof-of-principle experiment, a single band migrating at approximately 47 kDa was isolated from the SDS-PAGE gel generated from the HT29 cell line. Proteins extracted from this band were used to spike a CSE separation of the same extract. This band comigrated with a cell cycle-dependent component identified from single-cell analysis. In-gel digestion and LC/MS/MS were used to identify five proteins, including cytokeratin 18, which is the product of the most highly expressed gene in this cell line.     

Peptide electroextraction for direct coupling of in-gel digests with capillary LC-MS/MS for protein identification and sequencing

An electrophoretic method has been developed for the extraction of peptides following in-gel digests of SDS-PAGE separated proteins. During electroextraction, the peptides are trapped on a strong cation-exchange microcartridge, before analysis by capillary LC--ESI-tandem mass spectrometry. The spectra obtained by tandem mass spectrometry are searched directly against a protein database for identification of the protein from which the peptide originated. By minimizing surface exposure of the peptides during electroextraction, a reduction of the detection limits for protein identification is realized. The performance of the peptide electroextraction was compared directly with the standard extraction method for in-gel protein digests, using a standard dilution series of phosphorylase B and carbonic anhydrase, separated by SDS-PAGE. The lowest gel loading in which phosphorylase B was identified using the standard extraction method was 2.5 ng or 25 fmol, and the lowest gel loading in which phosphorylase B was identified using electroextraction was 1.25 ng or 12.5 fmol. The design of the microextraction cartridge allows for direct interfacing with capillary LC, which is crucial for maintaining low detection limits. Furthermore, this method can be used for high-throughput proteomics since it can be easily multiplexed and requires only voltage control and low pressures (approximately 15 psi) for operation. We believe that peptide electroextraction is a significant advance for identification of proteins separated by one-dimensional or two-dimensional gel electrophoresis, as it can be easily automated and requires less protein than conventional methods.     

Using data-independent,high-resolution mass spectrometry in protein biomarker research: Perspectives and clinical applications

In medicine, there is an urgent need for protein biomarkers in a range of applications that includes diagnostics, disease stratification, and therapeutic decisions. One of the main technologies to address this need is MS, used for protein biomarker discovery and, increasingly, also for protein biomarker validation. Currently, data-dependent analysis (also referred to as shotgun proteomics) and targeted MS, exemplified by SRM, are the most frequently used mass spectrometric methods. Recently developed data-independent acquisition techniques combine the strength of shotgun and targeted proteomics, while avoiding some of the limitations of the respective methods. They provide high-throughput, accurate quantification, and reproducible measurements within a single experimental setup. Here, we describe and review data-independent acquisition strategies and their recent use in clinically oriented studies. In addition, we also provide a detailed guide for the implementation of SWATH-MS (where SWATH is sequential window acquisition of all theoretical mass spectra)—one of the data-independent strategies that have gained wide application of late.     

Sharp DNA bends as landmarks of protein-binding sites on straightened DNA

We have developed a fluorescence-based method for mapping single or multiple protein-binding sites on straightened, large-size DNA molecules (> 5 kbp). In the described method, protein-DNA complexes were straightened and immobilized on a flat surface using surface tension. A fraction of the immobilized complexes displayed a sharp DNA bend with two DNA segments extending from the apex. The presence of DNA-binding proteins at the apex was verified by atomic force microscopy. The position of protein binding relative to the ends of the DNA molecule was determined by measuring the length of two DNA segments using fluorescence microscopy. We demonstrate the potential of the fluorescence-based method to localize protein-binding sites on the DNA template and to evaluate relative binding affinity. The proposed protein-binding-site mapping technique is simple and easy to perform. Practical applications include screening for DNA-binding proteins and the localization of protein-binding sites on large segments of DNA.     

Spin-stretching of DNA and protein molecules for detection by fluorescence and atomic force microscopy

We have developed a rapid and efficient way of stretching DNA and denatured protein molecules for detection by fluorescence microscopy and atomic force microscopy (AFM). In the described method, a viscous drag created by transient rotational flow stretches randomly coiled DNA molecules or denatured proteins. Stretching is achieved by dispensing a droplet of sample solution containing DNA or denatured protein on a MgCl2-soaked mica surface. We present fluorescent images of straightened lambdaDNA molecules and AFM images of stress-shared, reduced von Willebrand factor as well as straightened lambdaDNA. The described quick and reliable spin-stretching technique will find wide applications in the analysis of single biopolymer molecules.     

Forest delineation of aerial images with Gabor wavelets

Clearly delineated forest boundaries are important for sustainable forest management. Interpreting aerial images for forest boundary delineation is a necessary, but labour-intensive process. The results are partly subjective and may include inconsistencies. In this article, we present an automatic approach to delineating forest boundaries in natural colour aerial images from the Swiss National Forest Inventory (NFI). This method is based on JSEG (J-measure-based Segmentation) image segmentation and can be used to obtain forest delineations using the green vegetation index (GVI) feature, Gabor wavelet texture features as well as curvature features from airborne laser scanning (ALS). This approach is compared with the commonly used method of supervised classification, nearest neighbour (NN), which requires local training, and is found to work well in several different landscape types after establishing thresholds. Although we tested the method in a variety of different landscape types, further development and testing are required to cope with complex terrain topography, for example, in regions at the upper tree line in the Alps.     

Quantitative proteomic analysis using a MALDI quadrupole time-of-flight mass spectrometer

We describe an approach to the quantitative analysis of complex protein mixtures using a MALDI quadrupole time-of-flight (MALDI QqTOF) mass spectrometer and isotope coded affinity tag reagents (Gygi, S. P.; et al. Nat. Biotechnol. 1999, 17, 994-9.). Proteins in mixtures are first labeled on cysteinyl residues using an isotope coded affinity tag reagent, the proteins are enzymatically digested, and the labeled peptides are purified using a multidimensional separation procedure, with the last step being the elution of the labeled peptides from a microcapillary reversed-phase liquid chromatography column directly onto a MALDI sample target. After addition of matrix, the sample spots are analyzed using a MALDI QqTOF mass spectrometer, by first obtaining a mass spectrum of the peptides in each sample spot in order to quantify the ratio of abundance of pairs of isotopically tagged peptides, followed by tandem mass spectrometric analysis to ascertain the sequence of selected peptides for protein identification. The effectiveness of this approach is demonstrated in the quantification and identification of peptides from a control mixture of proteins of known relative concentrations and also in the comparative analysis of protein expression in Saccharomyces cerevisiae grown on two different carbon sources.     

Investigation of neutral loss during collision-induced dissociation of peptide ions

MS/MS fragmentation of peptides is dominated by overlapping b and y ion series. However, alternative fragmentation possibilities exist, including neutral loss. A database was generated containing 8400 MS/MS spectra of tryptic peptides assigned with high probability to an amino acid sequence (true positives) and a set of certified false (true negative) assignments for analysis of the amino terminus. A similar database was created for analysis of neutral loss at the carboxy termini using a data set of chymotryptic peptides. The analysis demonstrated that the presence of an internal basic residue, limiting proton mobility, has a profound effect on neutral loss. Peptides with fully mobile protons demonstrated minimal neutral loss, with the exception of amide bonds with proline on the carboxy terminal side, which created an intense neutral loss peak. In contrast, peptides with partial proton mobility contained many amino acids on either side of the amide bond associated with a strong neutral loss peak. Most notable among these was proline on the carboxy terminal side of an amide bond and aspartic acid on the amino terminal side of a bond. All results were found to be consistent for doubly and triply charged peptides and after adjustment for pairings across the amide bonds with particularly labile residues. The carboxy terminal of chymotryptic peptides also demonstrated significant neutral loss events associated with numerous amino acid residues. Clarification of the rules that govern neutral loss, when incorporated into analysis software, will improve our ability to correctly assign spectra to peptide sequences.