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1.
Patterns (N Y) ; 4(5): 100733, 2023 May 12.
Article in English | MEDLINE | ID: mdl-37223265

ABSTRACT

Understanding a drug candidate's mechanism of action is crucial for its further development. However, kinetic schemes are often complex and multi-parametric, especially for proteins in oligomerization equilibria. Here, we demonstrate the use of particle swarm optimization (PSO) as a method to select between different sets of parameters that are too far apart in the parameter space to be found by conventional approaches. PSO is based upon the swarming of birds: each bird in the flock assesses multiple landing spots while at the same time sharing that information with its neighbors. We applied this approach to the kinetics of HSD17ß13 enzyme inhibitors, which displayed unusually large thermal shifts. Thermal shift data for HSD17ß13 indicated that the inhibitor shifted the oligomerization equilibrium toward the dimeric state. Validation of the PSO approach was provided by experimental mass photometry data. These results encourage further exploration of multi-parameter optimization algorithms as tools in drug discovery.

2.
Med Sci Sports Exerc ; 53(6): 1114-1124, 2021 06 01.
Article in English | MEDLINE | ID: mdl-33394901

ABSTRACT

PURPOSE: There is a lack of knowledge as to how different exercise-based cardiac rehabilitation programming affects skeletal muscle adaptations in coronary artery disease (CAD) patients. We first characterized the skeletal muscle from adults with CAD compared with a group of age- and sex-matched healthy adults. We then determined the effects of a traditional moderate-intensity continuous exercise program (TRAD) or a stair climbing-based high-intensity interval training program (STAIR) on skeletal muscle metabolism in CAD. METHODS: Sixteen adults (n = 16, 61 ± 7 yr), who had undergone recent treatment for CAD, were randomized to perform (3 d·wk-1) either TRAD (n = 7, 30 min at 60%-80% of peak heart rate) or STAIR (n = 9, 3 × 6 flights) for 12 wk. Muscle biopsies were collected at baseline in both CAD and healthy controls (n = 9), and at 4 and 12 wk after exercise training in CAD patients undertaking TRAD or STAIR. RESULTS: We found that CAD had a lower capillary-to-fiber ratio (C/Fi, 35% ± 25%, P = 0.06) and capillary-to-fiber perimeter exchange (CFPE) index (23% ± 29%, P = 0.034) in Type II fibers compared with healthy controls. However, 12 wk of cardiac rehabilitation with either TRAD or STAIR increased C/Fi (Type II, 23% ± 14%, P < 0.001) and CFPE (Type I, 10% ± 23%, P < 0.01; Type II, 18% ± 22%, P = 0.002). CONCLUSION: Cardiac rehabilitation via TRAD or STAIR exercise training improved the compromised skeletal muscle microvascular phenotype observed in CAD patients.


Subject(s)
Cardiac Rehabilitation/methods , Coronary Artery Disease/rehabilitation , High-Intensity Interval Training/methods , Muscle, Skeletal/physiology , Stair Climbing/physiology , Adaptation, Physiological , Aged , Coronary Artery Disease/blood , Coronary Artery Disease/surgery , Female , Humans , Male , Microcirculation , Middle Aged , Mitochondrial Proteins/blood , Muscle, Skeletal/blood supply , Nitric Oxide Synthase Type III/blood , Phosphorylation , Vascular Endothelial Growth Factor A/blood
3.
BMC Bioinformatics ; 21(Suppl 4): 247, 2020 Jul 06.
Article in English | MEDLINE | ID: mdl-32631332

ABSTRACT

BACKGROUND: Although there are many studies on the characteristics of miRNA-mRNA interactions using miRNA and mRNA sequencing data, the complexity of the change of the correlation coefficients and expression values of the miRNA-mRNA pairs between tumor and normal samples is still not resolved, and this hinders the potential clinical applications. There is an urgent need to develop innovative methodologies and tools that can characterize and visualize functional consequences of cancer risk gene and miRNA pairs while analyzing the tumor and normal samples simultaneously. RESULTS: We developed an innovative bioinformatics tool for visualizing functional annotation of miRNA-mRNA pairs in a network, known as MMiRNA-Viewer2. The tool takes mRNA and miRNA interaction pairs and visualizes mRNA and miRNA regulation network. Moreover, our MMiRNA-Viewer2 web server integrates and displays the mRNA and miRNA gene annotation information, signaling cascade pathways and direct cancer association between miRNAs and mRNAs. Functional annotation and gene regulatory information can be directly retrieved from our web server, which can help users quickly identify significant interaction sub-network and report possible disease or cancer association. The tool can identify pivotal miRNAs or mRNAs that contribute to the complexity of cancer, while engaging modern next-generation sequencing technology to analyze the tumor and normal samples concurrently. We compared our tools with other visualization tools. CONCLUSION: Our MMiRNA-Viewer2 serves as a multitasking platform in which users can identify significant interaction clusters and retrieve functional and cancer-associated information for miRNA-mRNA pairs between tumor and normal samples. Our tool is applicable across a range of diseases and cancers and has advantages over existing tools.


Subject(s)
Computational Biology/methods , MicroRNAs/genetics , RNA, Messenger/genetics , Humans
4.
Sci Data ; 6(1): 202, 2019 10 15.
Article in English | MEDLINE | ID: mdl-31615980

ABSTRACT

There is still limited information on the diversity of viruses co-circulating in humans and animals. Here, we report data obtained from a large field collection of enteric samples taken from humans, pigs, rodents and other mammal hosts in Vietnam between 2012 and 2016. Each of 2100 stool or rectal swab samples was subjected to virally-enriched agnostic metagenomic sequencing; the short read sequence data are accessible from the European Nucleotide Archive (ENA). We link the sequence data to metadata on host type and demography and geographic location, distinguishing hospital patients, members of a cohort identified as a high risk of zoonotic infections (e.g. abattoir workers, rat traders) and animals. These data are suitable for further studies of virus diversity and virus discovery in humans and animals from Vietnam and to identify viruses found in multiple hosts that are potentially zoonotic.


Subject(s)
Mammals/virology , Metagenome , Viruses/classification , Animals , Humans , Metadata , Rodentia , Swine , Vietnam
5.
J Infect ; 77(1): 60-67, 2018 07.
Article in English | MEDLINE | ID: mdl-29746945

ABSTRACT

OBJECTIVES: Typhoid fever caused by Salmonella Typhi remains a major burden worldwide. Gastrointestinal bleeding can be seen in up to 10 percent of patients and may be fatal. The coagulopathy, which may be the driver of this severe complication in patients with typhoid fever, however is ill defined. The aim of this study was to evaluate the activation of coagulation, anticoagulation, and fibrinolysis in patients with acute typhoid fever. METHODS: Parameters of coagulation and fibrinolysis were measured in 28 hospitalized patients with culture-confirmed or PCR-confirmed typhoid fever and compared to 38 age- and sex-matched healthy volunteers. RESULTS: Patients demonstrated activation of the coagulation system, as reflected by elevated in vitro thrombin generation and high plasma levels of fibrinogen, D-dimer and prothrombin fragment F1 + 2 in concert with consumption of coagulation factors resulting in a prolonged prothrombin-time and activated-partial-thromboplastin-time. Concurrently, the anticoagulant proteins, protein C and antithrombin, were significantly lower in comparison to healthy controls. Patients also demonstrated evidence of activation and inhibition of fibrinolysis and a marked activation of endothelial cells. The extent of coagulation activation was associated with the course of the disease, repeated testing during convalescence showed a return toward normal values. CONCLUSIONS: Activation of coagulation is an important clinical feature of typhoid fever and is associated with severity of disease.


Subject(s)
Blood Coagulation , Endothelium/pathology , Fibrinolysis , Typhoid Fever/blood , Typhoid Fever/complications , Adult , Anticoagulants , Bangladesh , Endothelial Cells/microbiology , Endothelial Cells/pathology , Endothelium/cytology , Endothelium/microbiology , Female , Fibrin Fibrinogen Degradation Products/analysis , Humans , Male , Middle Aged , Peptide Fragments/blood , Polymerase Chain Reaction , Prospective Studies , Prothrombin , Salmonella typhi/genetics , Salmonella typhi/isolation & purification , Severity of Illness Index , Thrombocytopenia , Typhoid Fever/pathology , Young Adult
6.
Front Neurol ; 8: 380, 2017.
Article in English | MEDLINE | ID: mdl-28824536

ABSTRACT

Intermittent theta burst stimulation (iTBS) is intended primarily to alter corticospinal excitability, creating an attractive opportunity to alter neural output following incomplete spinal cord injury (SCI). This study is the first to assess the effects of iTBS in SCI. Eight individuals with chronic incomplete SCI were studied. Sham or real iTBS was delivered (to each participant) over primary motor and somatosensory cortices in separate sessions. Motor-evoked potential (MEP) recruitment curves were obtained from the flexor carpi radialis muscle before and after iTBS. Results indicate similar responses for iTBS to both motor and somatosensory cortex and reduced MEPs in 56.25% and increased MEPs in 25% of instances. Sham stimulation exceeded real iTBS effects in the remaining 18.25%. It is our opinion that observing short-term neuroplasticity in corticospinal output in chronic SCI is an important advance and should be tested in future studies as an opportunity to improve function in this population. We emphasize the need to re-consider the importance of the direction of MEP change following a single session of iTBS since the relationship between MEP direction and motor function is unknown and multiple sessions of iTBS may yield very different directional results. Furthermore, we highlight the importance of including sham control in the experimental design. The fundamental point from this pilot research is that a single session of iTBS is often capable of creating short-term change in SCI. Future sham-controlled randomized trials may consider repeat iTBS sessions to promote long-term changes in corticospinal excitability.

7.
BMC Bioinformatics ; 17(Suppl 13): 336, 2016 Oct 06.
Article in English | MEDLINE | ID: mdl-27766936

ABSTRACT

BACKGROUND: MicroRNAs (miRNA) are short nucleotides that interact with their target genes through 3' untranslated regions (UTRs). The Cancer Genome Atlas (TCGA) harbors an increasing amount of cancer genome data for both tumor and normal samples. However, there are few visualization tools focusing on concurrently displaying important relationships and attributes between miRNAs and mRNAs of both cancer tumor and normal samples. Moreover, a deep investigation of miRNA-mRNA target and biological relationships across multiple cancer types by integrating web-based analysis has not been thoroughly conducted. RESULTS: We developed an interactive visualization tool called MMiRNA-Viewer that can concurrently present the co-relationships of expression between miRNA-mRNA pairs of both tumor and normal samples into a single graph. The input file of MMiRNA-Viewer contains the expression information including fold changes between normal and tumor samples for mRNAs and miRNAs, the correlation between mRNA and miRNA, and the predicted target relationship by a number of databases. Users can also load their own input data into MMiRNA-Viewer and visualize and compare detailed information about cancer-related gene expression changes, and also changes in the expression of transcription-regulating miRNAs. To validate the MMiRNA-Viewer, eight types of TCGA cancer datasets with both normal and control samples were selected in this study and three filter steps were applied subsequently. We performed Gene Ontology (GO) analysis for genes available in final selected 238 pairs and also for genes in the top 5 % (95 percentile) for each of eight cancer types to report a significant number of genes involved in various biological functions and pathways. We also calculated various centrality measurement matrices for the largest connected component(s) in each of eight cancers and reported top genes and miRNAs with high centrality measurements. CONCLUSIONS: With its user-friendly interface, dynamic visualization and advanced queries, we also believe MMiRNA-Viewer offers an intuitive approach for visualizing and elucidating co-relationships between miRNAs and mRNAs of both tumor and normal samples. We suggest that miRNA and mRNA pairs with opposite fold changes of their expression and with inverted correlation values between tumor and normal samples might be most relevant for explaining the decoupling of mRNAs and their targeting miRNAs in tumor samples for certain cancer types.


Subject(s)
Gene Expression Profiling/methods , Gene Expression Regulation, Neoplastic , MicroRNAs/genetics , Neoplasms/metabolism , RNA, Messenger/genetics , Software , 3' Untranslated Regions , Computational Biology/methods , Humans , MicroRNAs/metabolism , Neoplasms/genetics , RNA, Messenger/metabolism , Regulatory Sequences, Nucleic Acid , Sequence Analysis, RNA
8.
Genomics Proteomics Bioinformatics ; 13(3): 177-82, 2015 Jun.
Article in English | MEDLINE | ID: mdl-26169799

ABSTRACT

The Cancer Genome Atlas (TCGA) (http://cancergenome.nih.gov) is a valuable data resource focused on an increasing number of well-characterized cancer genomes. In part, TCGA provides detailed information about cancer-dependent gene expression changes, including changes in the expression of transcription-regulating microRNAs. We developed a web interface tool MMiRNA-Tar (http://bioinf1.indstate.edu/MMiRNA-Tar) that can calculate and plot the correlation of expression for mRNA-microRNA pairs across samples or over a time course for a list of pairs under different prediction confidence cutoff criteria. Prediction confidence was established by requiring that the proposed mRNA-microRNA pair appears in at least one of three target prediction databases: TargetProfiler, TargetScan, or miRanda. We have tested our MMiRNA-Tar tool through analyzing 53 tumor and 11 normal samples of bladder urothelial carcinoma (BLCA) datasets obtained from TCGA and identified 204 microRNAs. These microRNAs were correlated with the mRNAs of five previously-reported bladder cancer risk genes and these selected pairs exhibited correlations in opposite direction between the tumor and normal samples based on the customized cutoff criterion of prediction. Furthermore, we have identified additional 496 genes (830 pairs) potentially targeted by 79 significant microRNAs out of 204 using three cutoff criteria, i.e., false discovery rate (FDR)<0.1, opposite correlation coefficient between the tumor and normal samples, and predicted by at least one of three target prediction databases. Therefore, MMiRNA-Tar provides researchers a convenient tool to visualize the co-relationship between microRNAs and mRNAs and to predict their targeting relationship. We believe that correlating expression profiles for microRNAs and mRNAs offers a complementary approach for elucidating their interactions.


Subject(s)
Biomarkers, Tumor/genetics , Databases, Genetic , MicroRNAs/genetics , Urinary Bladder Neoplasms/genetics , Gene Expression Profiling , Genetic Markers/genetics , Genome , Humans , RNA, Messenger/genetics
9.
J Am Anim Hosp Assoc ; 50(3): 209-15, 2014.
Article in English | MEDLINE | ID: mdl-24659722

ABSTRACT

Two young dogs underwent surgical management of a persistent right aortic arch (PRAA) and developed chylothorax postoperatively. In both cases, the surgical procedure and anesthetic recovery were uncomplicated and routine. Following surgery, both patients appeared bright, alert, responsive, and previous signs of regurgitation had resolved. Dyspnea and tachypnea developed 1-2 days postoperatively in each patient, and chylous effusion was detected on thoracocentesis. For each case, a diagnosis of chylothorax was based on cytology and triglyceride concentrations of the aspirated pleural fluid. Similar protocols for monitoring were used in the treatment of each patient's chylothorax. The duration and volume of chylous effusion production were closely monitored via routine thoracostomy tube aspiration. Both dogs rapidly progressed to recovery with no additional complications. With diligent monitoring, chylothorax secondary to surgical trauma can resolve in a rapid, uncomplicated manner.


Subject(s)
Aortic Arch Syndromes/veterinary , Chylothorax/veterinary , Dog Diseases/surgery , Postoperative Complications/veterinary , Animals , Aortic Arch Syndromes/surgery , Diagnosis, Differential , Dogs , Thoracotomy/veterinary
12.
Article in English | MEDLINE | ID: mdl-22254444

ABSTRACT

In remote monitoring of Electrocardiogram (ECG), it is very important to ensure that the diagnostic integrity of signals is not compromised by sensing artifacts and channel errors. It is also important for the sensors to be extremely power efficient to enable wearable form factors and long battery life. We present an application of Compressive Sensing (CS) as an error mitigation scheme at the application layer for wearable, wireless sensors in diagnostic grade remote monitoring of ECG. In our previous work, we described an approach to mitigate errors due to packet losses by projecting ECG data to a random space and recovering a faithful representation using sparse reconstruction methods. Our contributions in this work are twofold. First, we present an efficient hardware implementation of random projection at the sensor. Second, we validate the diagnostic integrity of the reconstructed ECG after packet loss mitigation. We validate our approach on MIT and AHA databases comprising more than 250,000 normal and abnormal beats using EC57 protocols adopted by the Food and Drug Administration (FDA). We show that sensitivity and positive predictivity of a state-of-the-art ECG arrhythmia classifier is essentially invariant under CS based packet loss mitigation for both normal and abnormal beats even at high packet loss rates. In contrast, the performance degrades significantly in the absence of any error mitigation scheme, particularly for abnormal beats such as Ventricular Ectopic Beats (VEB).


Subject(s)
Arrhythmias, Cardiac/diagnosis , Artifacts , Electrocardiography, Ambulatory/instrumentation , Signal Processing, Computer-Assisted/instrumentation , Telemedicine/instrumentation , Telemetry/instrumentation , Equipment Design , Equipment Failure Analysis , Humans , Reproducibility of Results , Sensitivity and Specificity
13.
Infect Immun ; 76(7): 2950-7, 2008 Jul.
Article in English | MEDLINE | ID: mdl-18426874

ABSTRACT

SdrG is a surface-associated fibrinogen binding protein present in most strains of Staphylococcus epidermidis. Surface expression of SdrG was not detected by flow cytometry or immunofluorescence microscopy on S. epidermidis 0-47 grown in nutrient broth or in the presence of human serum. sdrG transcript levels increased 1 hour following a shift from growth in nutrient broth to growth in the bloodstream of a mouse and resulted in a concomitant increase in protein levels as detected by immunofluorescence microscopy. The environmental signal(s) resulting in the increase in expression is elusive, as growth under conditions known to mimic in vivo conditions (elevated CO(2), iron limitation, human serum, and citrated human blood) did not affect expression of SdrG. Immunizing mice with either the N1N2N3 (amino acids 50 to 597) or N2N3 (amino acids 273 to 597) subdomain of the N-terminal A domain of recombinant SdrG (rSdrG) elicited a robust antibody response; however, only mice vaccinated with rSdrG(N23) exhibited a significant reduction in 0-47 recovered after experimental infection. Since SdrG is expressed early during infection in response to specific host environmental cues present in the bloodstream and since antibodies to it are effective in reducing bacteremia, SdrG possesses attributes of a vaccine component effective against the pathogenic form of the ubiquitous human commensal S. epidermidis.


Subject(s)
Bacterial Proteins/metabolism , Blood/microbiology , Carrier Proteins/metabolism , Gene Expression Regulation, Bacterial , Staphylococcus epidermidis/pathogenicity , Animals , Antibodies, Bacterial/blood , Bacteremia/microbiology , Bacterial Proteins/administration & dosage , Bacterial Proteins/genetics , Bacterial Proteins/immunology , Carrier Proteins/administration & dosage , Carrier Proteins/genetics , Carrier Proteins/immunology , Culture Media , Disease Models, Animal , Enzyme-Linked Immunosorbent Assay , Female , Humans , Methicillin Resistance , Mice , Mice, Inbred BALB C , Rabbits , Recombinant Proteins/administration & dosage , Recombinant Proteins/genetics , Recombinant Proteins/immunology , Recombinant Proteins/metabolism , Staphylococcal Infections/microbiology , Staphylococcus epidermidis/drug effects , Staphylococcus epidermidis/growth & development , Vaccination
14.
Infect Immun ; 73(10): 6591-600, 2005 Oct.
Article in English | MEDLINE | ID: mdl-16177335

ABSTRACT

Staphylococcus epidermidis is a commensal of human skin and a leading cause of nosocomial bloodstream infections. Limited information is available about S. epidermidis proteins that are expressed upon transition to the bloodstream or those involved in host-pathogen interactions. A cell surface fraction from S. epidermidis 0-47 grown in rabbit serum to mimic environmental signals encountered during a bloodstream infection was separated by two-dimensional (2D) gel electrophoresis. Following 2D separation, the proteins were transferred to nitrocellulose and detected with either pooled sera generated in rabbits immunized with live S. epidermidis 0-47 or with biotin-labeled serum proteins eluted from the surface of bacteria grown in rabbit serum. Twenty-nine immunoreactive or serum binding proteins of S. epidermidis were identified by mass spectrometry. Twenty-seven of the corresponding genes were expressed in Escherichia coli, and the purified recombinant proteins were used to immunize mice. In a preliminary screen, 12 of the 27 recombinant proteins induced a response that reduced the number of bacteria recovered from the spleen or bloodstream of infected mice. In subsequent vaccination studies, 5 of the 12 proteins resulted in a statistically significant reduction in the number of bacteria. The identification of five candidate vaccine antigens from the initial screen of only 29 proteins demonstrates the utility of this approach.


Subject(s)
Antigens, Bacterial/blood , Antigens, Bacterial/immunology , Bacterial Proteins/blood , Bacterial Proteins/immunology , Carrier Proteins/immunology , Staphylococcus epidermidis/immunology , Animals , Antigens, Bacterial/genetics , Bacterial Proteins/genetics , Blood Proteins/metabolism , Carrier Proteins/blood , Carrier Proteins/genetics , Cell Wall/immunology , Electrophoresis, Gel, Two-Dimensional , Escherichia coli/genetics , Mass Spectrometry , Mice , Rabbits , Recombinant Proteins/genetics , Recombinant Proteins/immunology , Serum/immunology , Spleen/microbiology , Staphylococcus epidermidis/growth & development , Vaccination
15.
Vascular ; 13(6): 343-9, 2005.
Article in English | MEDLINE | ID: mdl-16390652

ABSTRACT

The purpose of this article is to report a single-center experience in treating thoracic aortic pathology with stent grafts. This is a retrospective review of cases done within a period of 30 months. Between January 2002 and May 2004, 12 patients were treated in our institution with thoracic stent grafts (n = 12) for various clinical conditions. There were seven men and five women. Three patients required emergency treatment (n = 3), two for aortic transection and one for iatrogenic injury during lung biopsy. Others were treated electively (n = 9). All patients were high risk for open surgery. There was one perioperative death, with a patient with multiple trauma succumbing to head injury 4 weeks after stent graft insertion. There was no incidence of paraplegia. Three patients underwent bypass surgery in the neck to achieve an adequate proximal seal zone prior to stent grafting. One patient with an aneurysm of the descending thoracic aorta required an extension limb below the original graft for an increase in sac size, possibly owing to endotension. Renal failure occurred in one patient and resolved without dialysis. One patient died 18 months after her procedure, possibly owing to aneurysm expansion. Stent grafts are a viable alternative to open surgery for thoracic aortic pathology in high-risk individuals. Visceral and spinal cord ischemia is less prevalent with stent grafts compared with open surgery. The short-term results are promising. Long-term follow-up is awaited. Stent grafts might have greater impact in the thoracic aorta than the abdominal aorta for which they were initially developed.


Subject(s)
Aortic Aneurysm, Thoracic/surgery , Aortic Rupture/surgery , Blood Vessel Prosthesis Implantation/methods , Stents , Adult , Aged , Aged, 80 and over , Aortic Dissection/diagnostic imaging , Aortic Dissection/surgery , Aorta, Thoracic/injuries , Aortic Aneurysm, Thoracic/diagnostic imaging , Aortic Rupture/diagnostic imaging , Emergencies , Epidemiologic Methods , Female , Humans , Male , Middle Aged , Tomography, X-Ray Computed
17.
Bioinformatics ; 18(1): 100-8, 2002 Jan.
Article in English | MEDLINE | ID: mdl-11836217

ABSTRACT

MOTIVATION: Most molecular phylogenies are based on sequence alignments. Consequently, they fail to account for modes of sequence evolution that involve frequent insertions or deletions. Here we present a method for generating accurate gene and species phylogenies from whole genome sequence that makes use of short character string matches not placed within explicit alignments. In this work, the singular value decomposition of a sparse tetrapeptide frequency matrix is used to represent the proteins of organisms uniquely and precisely as vectors in a high-dimensional space. Vectors of this kind can be used to calculate pairwise distance values based on the angle separating the vectors, and the resulting distance values can be used to generate phylogenetic trees. Protein trees so derived can be examined directly for homologous sequences. Alternatively, vectors defining each of the proteins within an organism can be summed to provide a vector representation of the organism, which is then used to generate species trees. RESULTS: Using a large mitochondrial genome dataset, we have produced species trees that are largely in agreement with previously published trees based on the analysis of identical datasets using different methods. These trees also agree well with currently accepted phylogenetic theory. In principle, our method could be used to compare much larger bacterial or nuclear genomes in full molecular detail, ultimately allowing accurate gene and species relationships to be derived from a comprehensive comparison of complete genomes. In contrast to phylogenetic methods based on alignments, sequences that evolve by relative insertion or deletion would tend to remain recognizably similar.


Subject(s)
Phylogeny , Proteins/genetics , Algorithms , Animals , Computational Biology , Databases, Protein , Genome , Mammals/classification , Mammals/genetics , Mitochondrial Proteins/genetics , Sequence Alignment/statistics & numerical data , Software , Species Specificity
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