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PubMed2006

Relaxed phylogenetics and dating with confidence.

In phylogenetics, the unrooted model of phylogeny and the strict molecular clock model are two extremes of a continuum. Despite their dominance in phylogenetic inference, it is evident that both are biologically unrealistic and that the real evolutionary process lies between these two extremes. Fortunately, intermediate models employing relaxed molecular clocks have been described. These models open the gate to a new field of "relaxed phylogenetics." Here we introduce a new approach to performing relaxed phylogenetic analysis. We describe how it can be used to estimate phylogenies and divergence times in the face of uncertainty in evolutionary rates and calibration times. Our approach also provides a means for measuring the clocklikeness of datasets and comparing this measure between different genes and phylogenies. We find no significant rate autocorrelation among branches in three large datasets, suggesting that autocorrelated models are not necessarily suitable for these data. In addition, we place these datasets on the continuum of clocklikeness between a strict molecular clock and the alternative unrooted extreme. Finally, we present analyses of 102 bacterial, 106 yeast, 61 plant, 99 metazoan, and 500 primate alignments. From these we conclude that our method is phylogenetically more accurate and precise than the traditional unrooted model while adding the ability to infer a timescale to evolution.

Animals↗

PubMed1999

Hidden Markov models that use predicted secondary structures for fold recognition.

There are many proteins that share the same fold but have no clear sequence similarity. To predict the structure of these proteins, so called "protein fold recognition methods" have been developed. During the last few years, improvements of protein fold recognition methods have been achieved through the use of predicted secondary structures (Rice and Eisenberg, J Mol Biol 1997;267:1026-1038), as well as by using multiple sequence alignments in the form of hidden Markov models (HMM) (Karplus et al., Proteins Suppl 1997;1:134-139). To test the performance of different fold recognition methods, we have developed a rigorous benchmark where representatives for all proteins of known structure are matched against each other. Using this benchmark, we have compared the performance of automatically-created hidden Markov models with standard-sequence-search methods. Further, we combine the use of predicted secondary structures and multiple sequence alignments into a combined method that performs better than methods that do not use this combination of information. Using only single sequences, the correct fold of a protein was detected for 10% of the test cases in our benchmark. Including multiple sequence information increased this number to 16%, and when predicted secondary structure information was included as well, the fold was correctly identified in 20% of the cases. Moreover, if the correct secondary structure was used, 27% of the proteins could be correctly matched to a fold. For comparison, blast2, fasta, and ssearch identifies the fold correctly in 13-17% of the cases. Thus, standard pairwise sequence search methods perform almost as well as hidden Markov models in our benchmark. This is probably because the automatically-created multiple sequence alignments used in this study do not contain enough diversity and because the current generation of hidden Markov models do not perform very well when built from a few sequences.

Amino Acid Sequence↗

PubMed2003

Interaction of antimicrobial peptides with lipopolysaccharides.

We study the interaction of antimicrobial peptides with lipopolysaccharide (LPS) bilayers to understand how antimicrobial peptides interact with the LPS monolayer on the outer membrane of Gram-negative bacteria. LPS in water spontaneously forms a multilamellar structure composed of symmetric bilayers. We performed X-ray lamellar diffraction and wide-angle in-plane scattering to study the physical characteristics of LPS multilayers. The multilayer alignment of LPS is comparable to phospholipids. Thus, it is suitable for the application of oriented circular dichroism (OCD) to study the state of peptides in LPS bilayers. At high hydration levels, the chain melting temperature in multilamella detected by X-ray diffraction is the same as that of LPS aqueous dispersions, as measured by calorimetry. LPS has a strong CD, but with a careful subtraction of the lipid background, the OCD of peptides in LPS is measurable. The method was tested successfully with melittin. It was then applied to two representative antimicrobial peptides, magainin and protegrin. At peptide concentrations comparable to the physiological conditions, both peptides penetrate transmembrane in LPS bilayers. The results imply that antimicrobial peptides readily penetrate the LPS monolayer of the outer membrane.

Antimicrobial Cationic Peptides↗

PubMed1992

Primary structure of a Thomsen-Friedenreich-antigen-specific lectin, jacalin [Artocarpus integrifolia (jack fruit) agglutinin]. Evidence for the presence of an internal repeat.

Jacalin [Artocarpus integrifolia (jack fruit) agglutinin] is made up of two types of chains, heavy and light, with M(r) values of 16,200 +/- 1200 and 2090 +/- 300 respectively (on the basis of gel-permeation chromatography under denaturing conditions). Its complete amino acid sequence was determined by manual degradation using a 4-dimethylaminoazobenzene 4'-isothiocyanate double-coupling method. Peptide fragments for sequence analysis were obtained by chemical cleavages of the heavy chain with CNBr, hydroxylamine hydrochloride and iodosobenzoic acid and enzymic cleavage with Staphylococcus aureus proteinase. The peptides were purified by a combination gel-permeation and reverse-phase chromatography. The light chains, being only 20 residues long, could be sequenced without fragmentation. Amino acid analyses and carboxypeptidase-Y-digestion C-terminal analyses of the subunits provided supportive evidence for their sequence. Computer-assisted alignment of the jacalin heavy-chain sequence failed to show sequence similarity to that of any lectin for which the complete sequence is known. Analyses of the sequence showed the presence of an internal repeat spanning residues 7-64 and 76-130. The internal repeat was found to be statistically significant.

Amino Acid Sequence↗

PubMed1986

Human complement component C1s. Partial sequence determination of the heavy chain and identification of the peptide bond cleaved during activation.

Human C1s proenzyme (Mr 83 000) was isolated by a rapid two-stage method involving affinity chromatography of C1 on IgG-Sepharose and isolation of subcomponent C1s by ion-exchange chromatography on DEAE-Sephacel. Single-chain C1s proenzyme was activated to two-chain C1s with self-activated C1r. After reduction and S-carboxamidomethylation the heavy chain of C1s (Mr 57 000) was isolated by ion exchange chromatography on DEAE-Sephacel. Cleavage of C1s heavy chain with CNBr yielded five fragments whose N-terminal sequences were determined. The alignment of the fragments within the heavy chain was established by tryptic peptides containing methionine. C1s heavy chain comprises about 470 amino acid residues and 42% of its sequence was determined. An intrachain sequence homology and a homology to the alpha 2 chain of human haptoglobin were identified. The C-terminal CNBr fragment comprising 44 amino acid residues was completely sequenced. From BNPS-skatole cleavage of reduced and alkylated C1s proenzyme a fragment was isolated which overlaps the C1s heavy and light chain parts and which contains the peptide bond cleaved during activation. The results show that this is an Arg-Ile bond and that under standard conditions of activation no peptide material is liberated from this portion of the molecule. The sequence data and homology to two-chain serine proteases indicate a single interchain disulfide bond in C1s.

Amino Acid Sequence↗

PubMed1992

Cloning and developmental expression of the alpha 3 chain of chicken type IX collagen.

Fibrous and nonfibrous collagens comprise two major groups within the collagen family and both groups are found in a diverse variety of tissue fabrics. Type IX collagen is in the nonfibrous group; three different subunits of type IX collagen have been identified and the alpha 1 and alpha 2 subunits have been cloned. Using molecular cloning methods we have isolated, from an embryonic chicken cartilage library, cDNA clones which code for the entire alpha 3 chain of chicken type IX collagen. The cDNA clones encompass 2416 base pairs which have a conceptual open reading frame for a protein containing 675 amino acids including 193 Gly-X-Y repeats. These collagen repeats are in three separate domains which are interspersed with four major noncollagen domains. The collagen repeats also have four minor interruptions. This chain organization directly aligns with both the alpha 1 and alpha 2 chains of chicken type IX collagen. Comparison of the deduced amino acid sequence with peptide sequences of type IX collagens shows identity with 95 of the 96 known residues of the chicken alpha 3 chain and 81 of the 98 known residues of the bovine alpha 3 chain. The identical residues match those in five peptide fragments, two from the bovine protein and three from the chicken protein. The chicken and bovine alpha 3 chains have conserved cross-linking sites, separated by 137 residues which span 40 nm, the length of the hole zone in a collagen fibril. The NC3 domain of the chicken alpha 3 chain contains a repeat Cys-Pro motif which is present in both vertebrate and invertebrate nonfibrillar collagens. Northern blot hybridization exhibits a major mRNA of about 3.3 kilobases; this transcript is found in cartilaginous tissues in the embryo, including the developing limb and is not detected in other tissues or in the precondensation stage of limb development. The composite data delineate the primary structure of the alpha 3 chain of chicken type IX collagen, show its close relationship to the alpha 1 and alpha 2 chains, demonstrate its mRNA transcript, and show the appearance of that transcript in tissues of the developing chick embryo.

Amino Acid Sequence↗

PubMed2005

Revealing molecular targets for enterovirus type 71 detection by profile hidden Markov models.

The enterovirus infection in 1998 claimed 78 deaths in Taiwan, with an average of 40 fatalities each year after. Traditional serum-based diagnostic methods often fail to detect enteroviruses due to antigenic changes. As a result, many isolates remain untyped and are absent from the enterovirus surveillance and epidemiological investigations. We present a profile hidden Markov model (HMM) method for molecular typing of enterovirus 71 (EV71). Based on the enteroviral sequences retrieved from GenBank, we build a nucleotide-based and an amino acid-based profile HMM for each EV71 gene using the package HMMER. HMMER bit score-based Z-scores for EV71 and non-EV71 sequences are calculated for each of these profile HMMs. In a genome-wide analysis, we find that the distribution of the EV71 Z-scores and that of the non-EV71 Z-scores have disjoint support for nucleotide-based VP1 profile HMM if the sequence is longer than 150 bases; a VP1-based molecular typing method for EV71 is thus proposed. We also report VP4 an alternative molecular target for detecting EV71, while the two UTRs and all the genes coding the internal proteins cannot be used for such purpose. To demonstrate the performance of the nucleotide-based EV71 VP1 profile HMM, 330 enterovirus VP1 nucleotide sequences newly reported to GenBank are typed with this method. All the EV71 sequences are detected with no error.

Amino Acid Sequence↗

PubMed2005

A real-time Taqman method for hepatitis C virus genotyping.

BACKGROUND: There is the need for a rapid, inexpensive method for genotyping hepatitis C virus (HCV) to support clinical practice. OBJECTIVES: To develop a real-time (Rotor-Gene 3000) Taqman assay for HCV genotyping in a single tube. STUDY DESIGN: Seven type-specific probes, two for genotypes 1-3 and one for genotype 4 were designed around genotype-specific motifs in the 5' non-coding (NC) region to create two panels of probes. The first panel included two probes for genotype 1 detection and a single probe each for genotypes 2 and 3. The second panel had two probes for confirmation of genotypes 2 and 3 and a first line probe for genotype 4 detection. A comparative analysis of the Taqman assay against our in-house sequence-based method using 154 consecutive clinical samples, from HCV carriers in Cambridge, and four samples from the Quality Control for Molecular Diagnostics (QCMD) System was undertaken. RESULTS: 158 samples were analysed by conventional sequencing: 49% (n=78) were genotype 1, 11% (n=18) genotype 2, 30% (n=47) genotype 3 and 6% (n=10) genotype 4. For two samples, the sequence data was heterogeneous and difficult to analyse, suggesting mixed infection and for three samples, the viral load was insufficient for sequencing. Concordant results were obtained with the novel Taqman assay for 77/78 (99%) of genotype 1 isolates (positive with both genotype 1 probes), 17/18 (94%) of genotype 2 isolates, 43/47 (91%) of genotype 3 isolates and 10/10 (100%) genotype 4 isolates. One isolate, untypeable with sequencing was genotyped with the Taqman assay. CONCLUSIONS: The Taqman assay was sensitive, specific and reliable over a wide range of viral loads and could identify mixed infections. These results highlight the potential of the Taqman assay as a fast, accurate and convenient method for routine HCV genotyping.

5' Untranslated Regions↗

PubMed2003

Using guide trees to construct multiple-sequence evolutionary HMMs.

MOTIVATION: Score-based progressive alignment algorithms do dynamic programming on successive branches of a guide tree. The analogous probabilistic construct is an Evolutionary HMM. This is a multiple-sequence hidden Markov model (HMM) made by combining transducers (conditionally normalised Pair HMMs) on the branches of a phylogenetic tree. METHODS: We present general algorithms for constructing an Evolutionary HMM from any Pair HMM and for doing dynamic programming to any Multiple-sequence HMM. RESULTS: Our prototype implementation, Handel, is based on the Thorne-Kishino-Felsenstein evolutionary model and is benchmarked using structural reference alignments.

Algorithms↗

PubMed2003

A "Long Indel" model for evolutionary sequence alignment.

We present a new probabilistic model of sequence evolution, allowing indels of arbitrary length, and give sequence alignment algorithms for our model. Previously implemented evolutionary models have allowed (at most) single-residue indels or have introduced artifacts such as the existence of indivisible "fragments." We compare our algorithm to these previous methods by applying it to the structural homology dataset HOMSTRAD, evaluating the accuracy of (1) alignments and (2) evolutionary time estimates. With our method, it is possible (for the first time) to integrate probabilistic sequence alignment, with reliability indicators and arbitrary gap penalties, in the same framework as phylogenetic reconstruction. Our alignment algorithm requires that we evaluate the likelihood of any specific path of mutation events in a continuous-time Markov model, with the event times integrated out. To this effect, we introduce a "trajectory likelihood" algorithm (Appendix A). We anticipate that this algorithm will be useful in more general contexts, such as Markov Chain Monte Carlo simulations.

Algorithms↗

PubMed2001

Identification of the porcine cytomegalovirus major capsid protein gene.

A major capsid protein (MCP) gene homologue of porcine cytomegalovirus (PCMV) was identified. Sequence analysis indicated that the PCMV MCP gene is 4,026 nucleotides in length encoding a protein of 1,341 amino acid residues. The predicted molecular weight of the PCMV MCP is 151,456 Da, equivalent to those of other herpesvirus MCP counterparts. Phylogenetic analysis using herpesviral MCP gene sequences confirmed that PCMV is a betaherpesvirus with higher homology with human herpesvirus-6 and -7 than human and mouse cytomegaloviruses. The serum of pig experimentally infected with PCMV did not react with bacterially expressed MCP, suggesting that the PCMV MCP may not be related to the humoral immune response in the course of PCMV infection. Also, we established polymerase chain reaction (PCR) protocols using primers corresponding to MCP gene sequences for detection of PCMV infection. The PCR protocol would be effective for the diagnosis of slow-growing PCMV infection, for which traditional methods involving virus-isolation are not useful.

Amino Acid Sequence↗

PubMedDate not supplied

[A distinctive scheme of amino acid replacement was evolved for the generation of diversity, among hypervariable positions (author's transl)].

The diversity of amino acid residues, at a same position when comparing several aligned polypeptide sequences, may be translated as follows. The way along which a given amino acid, A, is replaced--in average--by another amino acid, B, is characterized by a coefficient linked with the pair A-B. Thus, one given amino acid is given a "set" of 19 coefficients, and the 20 different such sets may be analyzed. This method applies to the analysis of the diversity, among different sequences VH and VL of the variable regions of immunoglobulin heavy chains and light chains. From an observation of the alterations of those different sets, according to the sample of positions from which they were derived, it is possible to reach to the following conclusions. A) In the first approximation, all the amino acids present the same behaviour, whichever the sample. The frequency of replacement of an amino acid, A, by another amino acid B, is mainly a function of the proportion of B in the sample. B) In the second approximation, a more elaborate scheme of replacement is apparent, and is linked with an equivalent scheme in the genetic code; it is shown that hypervariable positions as well as random positions in VH and VL obey to this scheme. C) In the third approximation, a complementary structure is observed, which only pertains to the sample of hypervariable positions, and which might constitute a peculiar aspect of a selective process: this complementary structure is quite diverging from the genetic code. This analysis brings a strong argument against somatic theories, for the generation of diversity.

Amino Acid Sequence↗

PubMed1998

Specific identification of Penicillium marneffei by a polymerase chain reaction/hybridization technique.

Penicillium marneffei has been described recently as a cause of an emerging mycotic infection in HIV-infected patients. A PCR/hybridization assay was developed to rapidly identify this pathogen. The nucleotide sequence of the 631-bp region of 18S ribosomal DNA of P. marneffei was determined using the standard dideoxy chain termination method. An oligonucleotide probe was designed on the basis of the analysed sequences of P. marneffei and 18S rDNA sequences of other fungi in the GenBank database. A 631-bp PCR product was amplified using primers RRF1 and RRH1 from P. marneffei and seven other fungi, Penicillium spp., Aspergillus fumigatus, A. flavus, Histoplasma capsulatum, Cryptococcus neoformans, Candida albicans and C. krusei. A 15 oligonucleotide segment (Pm3) which was specific for P. marneffei was synthesized and used as a probe. Only the PCR products of P. marneffei isolates hybridized with the Pm3 oligonucleotide probe. The sensitivity of the assay was approximately 0.5 pg/microl and 0.1 pg/microl of DNA by PCR and Southern hybridization, respectively. The usefulness of this method as a diagnostic tool will require further studies.

AIDS-Related Opportunistic Infections↗

PubMed2025

Hierarchical integration of mNGS, PCR, and other conventional methods for precision TB diagnostics.

UNLABELLED: This study systematically compared the diagnostic accuracy of seven assays for detecting the Mycobacterium tuberculosis complex, including metagenomic next-generation sequencing (mNGS), droplet digital polymerase chain reaction, real-time quantitative polymerase chain reaction, EasyNAT MTC, GeneXpert MTB/RIF, interferon-gamma release assay (IGRA), and acid‒fast staining (AFS). We try to select appropriate combinations of tuberculosis (TB) detection methods for regions with varying levels of medical resources, based on sensitivity, cost-effectiveness, and operational feasibility. A retrospective analysis was conducted on 141 samples collected from patients with suspected active TB at The First Affiliated Hospital of Sun Yat-sen University between April 2022 and April 2024. Among these samples, there were 100 cases assigned to the case group and 41 cases to the control group, based on the tuberculosis diagnostic criteria. Historical data for Xpert, IGRA, and AFS were collected, and parallel experiments using mNGS, droplet digital PCR (ddPCR), real-time quantitative polymerase chain reaction (RT-qPCR), and EasyNAT were conducted on all samples. Diagnostic performance was evaluated by comparing it with the final clinical diagnoses. Sensitivity, specificity, positive predictive value, negative predictive value, and receiver operating characteristic (ROC) curve analysis were conducted, along with DeLong tests for statistical comparison. Compared with the final clinical diagnosis, mNGS demonstrated the highest sensitivity (100%), followed by IGRA (79.2%), EasyNAT (79.1%), RT-qPCR (78.0%), ddPCR (75.8%), Xpert (75.3%), and AFS (16.7%). The specificity was 100% for both Xpert and AFS, followed by ddPCR (97.6%), RT-qPCR (95.1%), EasyNAT (92.7%), IGRA (72.7%), and mNGS (75.6%). ROC analysis revealed a significantly greater area under the ROC curve for mNGS (0.878) than for ddPCR (0.817, P = 0.031). DeLong tests revealed statistically significant differences in diagnostic performance between mNGS and ddPCR (P < 0.05) and between IGRA and AFS (P < 0.01). mNGS uniquely identified the pathogens involved in co-infection and quantified pathogen-specific sequencing reads. Through a comprehensive evaluation of the diagnostic efficacy, cost-effectiveness, and timeliness of tuberculosis detection methods, we propose corresponding combinations of TB testing approaches for regions with different healthcare resources. For undeveloped regions with limited resources, a combination of AFS +EasyNAT + chest X-ray is recommended. Primary care facilities may additionally employ IGRA + RT-qPCR. Intermediate-level hospitals can incorporate Xpert MTB/RIF for drug resistance testing, while tertiary hospitals or specialized centers should, on the basis of these fundamental tests, utilize mNGS for diagnosis and ddPCR for therapeutic monitoring in patients with complex mixed infections. IMPORTANCE: This study is the first to comprehensively evaluate the diagnostic efficacy, cost-effectiveness, and timeliness of seven TB detection methods in a single-center cohort. Our findings provide actionable solutions for optimizing TB diagnostics in diverse healthcare ecosystems, aligning with the WHO's End TB Strategy to ensure equitable access to rapid diagnostics.

Humans↗

PubMed2000

Sequence and phylogenetic analysis of squid myosin-V: a vesicle motor in nerve cells.

We have shown that vesicles in the axoplasm of the squid giant axon move on actin filaments and that movement is inhibited by myosin V-specific antibodies [Tabb et al., 1998]. In the study reported in this article, experiments were performed to clone and sequence the cDNA for squid brain myosin V. Five proteolytic fragments of purified squid brain myosin V were analyzed by direct protein sequencing [Tabb et al., 1998]. Based on this sequence information, degenerate primers were constructed and used to isolate cDNA clones by PCR. Five clones, representing overlapping segments of the gene, were sequenced. The sequence data and the previous biochemical characterization of the molecule support the classification of this vesicle-associated myosin as a member of the class V myosins. Motif analysis of the head, neck, and tail domains revealed that squid MyoV has consensus sequences for all the motifs found in vertebrate members of the myosin V family of motor proteins. A phylogenetic tree was constructed from a sequence alignment by the neighbor-joining method, using Megalign (DNAStar, Madison, WI); the resulting phylogenetic tree showed that squid MyoV is more closely related to vertebrate MyoV (mouse dilute, chicken dilute, rat myr6, and human myo5a) than Drosophila and yeast (myo2, and myo4) myosins V. These new data on the phylogenetic relationships of squid myosin V to vertebrate myosin V strengthens the argument that myosin V functions as a vesicle motor in vertebrate neurons.

Amino Acid Motifs↗

PubMed1993

Protein modelling using a chimera reference protein derived from exons.

Bovine pancreatic beta-trypsin (PDB ID-code: 1TPO) which is registered in the Brookhaven Protein Data Bank (PDB) consists of four exons. The results of homology searches for each exon in the PDB showed that homologous proteins were tonin (PDB ID-code: 1TON), rat mast cell protease (PDB ID-code: 3RP2__A), kallikrein A (PDB ID-code: 2PKA__B) and kallikrein A (2PKA__B) respectively. Thus, for the three-dimensional structure prediction of 1TPO, a chimera protein was constructed from the three proteins mentioned above and the 3-D structure prediction was performed using this chimera reference protein. The modelled structure of 1TPO was energetically optimized by molecular mechanics and molecular dynamics simulation and was compared with its X-ray crystal structure registered in the PDB. The root mean square deviations (r.m.s.d.) of main chain atoms and the neighbouring active site (5 A sphere from His57, Asp102 and Ser195) between the modelled structure and the X-ray structure were 1.66 and 0.94 A respectively. Porcine pancreatic elastase (PDB ID-code: 3EST) which is registered in the PDB was used as the reference protein and the modelled structure from 3EST was also compared with the X-ray data. The r.m.s.d. of main chain atoms and that of the active site were 2.14 and 1.18 A respectively. These results clearly support the propriety of this method using the chimera reference protein.

Algorithms↗

PubMed1993

Rapid identification of flavivirus using the polymerase chain reaction.

A rapid and accurate detection and identification system was developed for flaviviruses that makes use of reverse transcription-polymerase chain reaction (RT-PCR). A primer pair (YF-1 and YF-3), which corresponds to the highly conserved sequence at 3' noncoding region among flaviviruses, was useful for identification of mosquito-borne flaviviruses. Nine sets of species specific primer pairs were also selected to identify and distinguish species, i.e., yellow fever, West Nile, Murray Valley encephalitis, Japanese encephalitis, St. Louis encephalitis and dengue type 1 to 4 viruses. This method required only two hours for completion using infected culture fluid, thus facilitating rapid identification of mosquito-borne flavivirus species.

Animals↗

PubMed2005

Development of real-time PCR using Minor Groove Binding probe to monitor the biological control agent Candida oleophila (strain O).

A real-time PCR assay using a 3'-Minor Groove Binding (MGB) probe was developed for specific detection and monitoring of Candida oleophila (strain O), a biocontrol agent against Botrytis cinerea and Penicillium expansum, on harvested apples. The application of the RAPD technique on C. oleophila strains followed by reproducible sequence characterized amplified region (SCAR) amplifications allowed the identification of a semi-specific fragment of 244 bp, observed in the profiles of strain O and three other C. oleophila strains. After sequencing, polymorphisms (3%) were observed between the strain O sequence and the three other sequences. A 3'-Minor Groove Binding probe was designed to specifically match a region of the strain O sequence and was able to discriminate a single base mutation or a two-base difference in the corresponding sequences of the non-target strains. This specific detection method was applied to monitor strain O population, recovered by a washing buffer, from harvested apples. Population densities were calculated using an external standard curve consisting in a serial dilution of strain O cells in the washing buffer from untreated apples. Linearity in the standard curve was kept between 1.64 x 10(2) and 1.64 x 10(5) cfu cm(-2) of apple surface. During a first practical experiment, the calculated population densities were similar to those obtained by plating on semi-selective media. This new real-time PCR method is a promising tool to monitor quickly and specifically strain O population on apple surface in middle- or large-scale experiments.

Candida↗