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Molecular Biology Software links
BS-Botany 3rd(M) 
 Name: Mudassar Iqbal 
 Subject: Introduction to Computer 
 Roll No: 1047 
 University of Education Okara Campus
Introduction 
 The identification of genetically homogeneous groups of individuals is a long 
standing issue in population genetics. A recent Bayesian algorithm 
implemented in the software structure allows the identification of such groups. 
However, the ability of this algorithm to detect the true number of clusters (K) 
in a sample of individuals when patterns of dispersal among populations are 
not homogeneous has not been tested. The goal of this study is to carry out 
such tests, using various dispersal scenarios from data generated with an 
individual-based model. We found that in most cases the estimated ‘log 
probability of data’ does not provide a correct estimation of the number of 
clusters, K. However, using an ad hoc statistic ΔK based on the rate of change 
in the log probability of data between successive K values, we found that 
structure accurately detects the uppermost hierarchical level of structure for 
the scenarios we tested. As might be expected, the results are sensitive to the 
type of genetic marker used (AFLP vs. microsatellite), the number of loci 
scored, the number of populations sampled, and the number of individuals 
typed in each sample.
Related Data 
 DAMBE (data analysis in molecular biology and 
evolution) is an integrated software package for 
converting, manipulating, statistically and graphically 
describing, and analyzing molecular sequence data 
with a user-friendly Windows 95/98/2000/NT 
interface. DAMBE is free and can be downloaded from 
http://web.hku.hk/~xxia/software/software.htm. The 
current version is 4.0.36.
Links of Molecular Biology 
Software 
 1. Serial Cloner 
Serial Cloner is fantastic all-in-one workbench; import and manipulate 
sequences, construct plasmid and restriction site maps, determine 
%GC and fragment TM, extract and ligate fragments, perform virtual 
PCR… and lots more, all in one window using a very intuitive graphical 
interface. 
 2. Artemis 
Artemis is a very user friendly DNA sequence viewer and annotation 
tool released by the Sanger center. It is the main tool used by the guys 
at the Sanger Centre for sequence annotation… and they do A LOT of 
sequence annotation 
 3. Molecular Weight Calculator 
This free molecular weight calculator from the NCRR allows easy 
calculation of molecular weights from formulae and amino acid 
sequences, and does some other pretty useful stuff too.
4. SeqVerter 
A convenient sequence format converter application that can be used for… you've 
guessed it… converting sequences between formats. A free part of the 
commercial Gene Studio package. 
5. Geneious 
Geneious is a software package of genome & proteome research tools for protein, 
DNA or molecular visualization, literature searching and storage…and more. The 
Pro version does LOTS more. 
6. Foxit Reader 
Foxit Reader is a PDF viewer, reader and annotator. In terms of file size it is an 
amazing 10 times smaller than Adobe Acrobat (2 MB compared to Acrobat's 
20M), but it is packed with many more features. I especially love the annotation 
capability that allows you to add typed notes, highlight text or add graphics. Use 
it, save paper and save the rainforests!
7. Fast PCR 
Fast PCR is a really nice piece of software for primer design and in silico PCR. 
Free for academic and non-commercial use only. 
8. ApE 
ApE is an all-in-one plasmid and sequence workbench. Sequences can be 
uploaded to ApE manually, direct from the NCBI database or from ABI 
chromatogram traces. ApE can be used for sequence annotation, restriction 
mapping, primer design and sequence alignment. A great all round tool. 
9. Cn3D 
Cn3D… say it out loud… "see in 3D". This great piece of software from NCBI is a 
sequence viewer with a difference. Not only does it perform 2D alignments, it 
also allows the user to see the position residues in the 3D protein sequence. 
Great for mutagenesis studies. 
10. BioToolKit 
This is one packed toolkit! Primer design, antibody design, microarray analysis, 
calculators for molecular weight, molar concentration and OD, centrifguation 
speed converter, label printing templates… and much more! Phew!
Conclusion 
 The ability to analyze information about nucleic acids from a 
variety of biological and chemical perspectives. You learn from 
course and laboratory experiences how to apply biological and 
chemical models, how to develop your own hypothesis, how to 
evaluate conclusions based on evidence, and how to relate your 
conclusions to biological and chemical properties of DNA. 
 Reference: 
 1>online.library.wiley.com 
 2>www.ncbi.nlm.nih.gov 
 3>bitesizebio.com

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Molecular Biology Software Links

  • 2. BS-Botany 3rd(M)  Name: Mudassar Iqbal  Subject: Introduction to Computer  Roll No: 1047  University of Education Okara Campus
  • 3. Introduction  The identification of genetically homogeneous groups of individuals is a long standing issue in population genetics. A recent Bayesian algorithm implemented in the software structure allows the identification of such groups. However, the ability of this algorithm to detect the true number of clusters (K) in a sample of individuals when patterns of dispersal among populations are not homogeneous has not been tested. The goal of this study is to carry out such tests, using various dispersal scenarios from data generated with an individual-based model. We found that in most cases the estimated ‘log probability of data’ does not provide a correct estimation of the number of clusters, K. However, using an ad hoc statistic ΔK based on the rate of change in the log probability of data between successive K values, we found that structure accurately detects the uppermost hierarchical level of structure for the scenarios we tested. As might be expected, the results are sensitive to the type of genetic marker used (AFLP vs. microsatellite), the number of loci scored, the number of populations sampled, and the number of individuals typed in each sample.
  • 4. Related Data  DAMBE (data analysis in molecular biology and evolution) is an integrated software package for converting, manipulating, statistically and graphically describing, and analyzing molecular sequence data with a user-friendly Windows 95/98/2000/NT interface. DAMBE is free and can be downloaded from http://web.hku.hk/~xxia/software/software.htm. The current version is 4.0.36.
  • 5. Links of Molecular Biology Software  1. Serial Cloner Serial Cloner is fantastic all-in-one workbench; import and manipulate sequences, construct plasmid and restriction site maps, determine %GC and fragment TM, extract and ligate fragments, perform virtual PCR… and lots more, all in one window using a very intuitive graphical interface.  2. Artemis Artemis is a very user friendly DNA sequence viewer and annotation tool released by the Sanger center. It is the main tool used by the guys at the Sanger Centre for sequence annotation… and they do A LOT of sequence annotation  3. Molecular Weight Calculator This free molecular weight calculator from the NCRR allows easy calculation of molecular weights from formulae and amino acid sequences, and does some other pretty useful stuff too.
  • 6. 4. SeqVerter A convenient sequence format converter application that can be used for… you've guessed it… converting sequences between formats. A free part of the commercial Gene Studio package. 5. Geneious Geneious is a software package of genome & proteome research tools for protein, DNA or molecular visualization, literature searching and storage…and more. The Pro version does LOTS more. 6. Foxit Reader Foxit Reader is a PDF viewer, reader and annotator. In terms of file size it is an amazing 10 times smaller than Adobe Acrobat (2 MB compared to Acrobat's 20M), but it is packed with many more features. I especially love the annotation capability that allows you to add typed notes, highlight text or add graphics. Use it, save paper and save the rainforests!
  • 7. 7. Fast PCR Fast PCR is a really nice piece of software for primer design and in silico PCR. Free for academic and non-commercial use only. 8. ApE ApE is an all-in-one plasmid and sequence workbench. Sequences can be uploaded to ApE manually, direct from the NCBI database or from ABI chromatogram traces. ApE can be used for sequence annotation, restriction mapping, primer design and sequence alignment. A great all round tool. 9. Cn3D Cn3D… say it out loud… "see in 3D". This great piece of software from NCBI is a sequence viewer with a difference. Not only does it perform 2D alignments, it also allows the user to see the position residues in the 3D protein sequence. Great for mutagenesis studies. 10. BioToolKit This is one packed toolkit! Primer design, antibody design, microarray analysis, calculators for molecular weight, molar concentration and OD, centrifguation speed converter, label printing templates… and much more! Phew!
  • 8. Conclusion  The ability to analyze information about nucleic acids from a variety of biological and chemical perspectives. You learn from course and laboratory experiences how to apply biological and chemical models, how to develop your own hypothesis, how to evaluate conclusions based on evidence, and how to relate your conclusions to biological and chemical properties of DNA.  Reference:  1>online.library.wiley.com  2>www.ncbi.nlm.nih.gov  3>bitesizebio.com