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     <title><![CDATA[NUST Institutions Library Catalogue Search for 'kw,wrdl: (su-br:&quot;Genetic engineering.&quot;)']]></title>
     <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?idx=kw&amp;q=%28su-br%3A%22Genetic%20engineering.%22%29&amp;format=rss</link>
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     <description><![CDATA[ Search results for 'kw,wrdl: (su-br:&quot;Genetic engineering.&quot;)' at NUST Institutions Library Catalogue]]></description>
     <opensearch:totalResults>18</opensearch:totalResults>
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       <opensearch:itemsPerPage>50</opensearch:itemsPerPage>
     
	 
     <atom:link rel="search" type="application/opensearchdescription+xml" href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?&amp;sort_by=&amp;format=opensearchdescription"/>
     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Microbiology /






</title>
       <dc:identifier>ISBN:0070492581 (hardcover) | 9780070492585 (hardcover)</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=7</link>
        
       <description><![CDATA[









	   <p>By Pelczar, Michael J.. 
	   [S.l.] : McGraw-Hill Companies, 1993
                        . 1 p. ;
                        
                         28 cm.. 
                         0070492581 (hardcover) | 9780070492585 (hardcover)
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=7">Place Hold on <em>Microbiology /</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=7</guid>
     </item>
	 
     <atom:link rel="search" type="application/opensearchdescription+xml" href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?&amp;sort_by=&amp;format=opensearchdescription"/>
     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Intelligent Engineering Systems and Computational Cybernetics /






</title>
       <dc:identifier>ISBN:9781402086779</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=31934</link>
        
       <description><![CDATA[









	   <p>By Machado, J. A. Tenreiro.. 
	   
                        
                        
                        
                         9781402086779
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=31934">Place Hold on <em>Intelligent Engineering Systems and Computational Cybernetics /</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=31934</guid>
     </item>
	 
     <atom:link rel="search" type="application/opensearchdescription+xml" href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?&amp;sort_by=&amp;format=opensearchdescription"/>
     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Bio-Inspired Self-Organizing Robotic Systems /






</title>
       <dc:identifier>ISBN:9783642207594</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=33090</link>
        
       <description><![CDATA[









	   <p>By Meng, Yan.. 
	   
                        
                        
                        
                         9783642207594
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=33090">Place Hold on <em>Bio-Inspired Self-Organizing Robotic Systems /</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=33090</guid>
     </item>
	 
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     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Recent Advances in Biomedical Engineering (E-Book)






</title>
       <dc:identifier>ISBN:</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=192329</link>
        
       <description><![CDATA[









	   <p>By Dr Ganesh R Naik. 
	   India In-Teh 2009
                        . xii,660 P;
                        
                        
                        
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=192329">Place Hold on <em>Recent Advances in Biomedical Engineering (E-Book)</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=192329</guid>
     </item>
	 
     <atom:link rel="search" type="application/opensearchdescription+xml" href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?&amp;sort_by=&amp;format=opensearchdescription"/>
     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Virus-insect-plant interactions /






</title>
       <dc:identifier>ISBN:0123276810</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=233687</link>
        
       <description><![CDATA[









	   <p>
	   San Diego, Calif. : Academic, 2001
                        . xx, 376 p., [2] leaves of plates :
                        
                         24 cm.. 
                         0123276810
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=233687">Place Hold on <em>Virus-insect-plant interactions /</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=233687</guid>
     </item>
	 
     <atom:link rel="search" type="application/opensearchdescription+xml" href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?&amp;sort_by=&amp;format=opensearchdescription"/>
     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    The lake house :


    a novel /





</title>
       <dc:identifier>ISBN:9780755300280</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=234209</link>
        
       <description><![CDATA[









	   <p>By Patterson, James,. 
	   Boston : Little, Brown, 2003
                        . 401 p. ;
                        , Sequel to: When the wind blows.
                         25 cm.. 
                         9780755300280
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=234209">Place Hold on <em>The lake house :</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=234209</guid>
     </item>
	 
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     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Introduction to biofuels /






</title>
       <dc:identifier>ISBN:9781439812075 (hardcover : alk. paper) | 1439812071 (hardcover : alk. paper)</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=234536</link>
        
       <description><![CDATA[









	   <p>By Mousdale, David M.. 
	   Boca Raton, FL : CRC Press, 2010
                        . xxvi, 429 p. ;
                        
                         25 cm.. 
                         9781439812075 (hardcover : alk. paper) | 1439812071 (hardcover : alk. paper)
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=234536">Place Hold on <em>Introduction to biofuels /</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=234536</guid>
     </item>
	 
     <atom:link rel="search" type="application/opensearchdescription+xml" href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?&amp;sort_by=&amp;format=opensearchdescription"/>
     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Principles of ecotoxicology /






</title>
       <dc:identifier>ISBN:9781439862667 (pbk.)</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=330215</link>
        
       <description><![CDATA[









	   <p>By Walker, C. H.. 
	   Boca Raton, FL : CRC Press, 2012
                        . xxv, 360 p. :
                        , Rev. ed. of: Principles of ecotoxicology / C.H. Walker ... [et al.]. c2006.
                         26 cm.. 
                         9781439862667 (pbk.)
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=330215">Place Hold on <em>Principles of ecotoxicology /</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=330215</guid>
     </item>
	 
     <atom:link rel="search" type="application/opensearchdescription+xml" href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?&amp;sort_by=&amp;format=opensearchdescription"/>
     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Computer science :


    an overview /





</title>
       <dc:identifier>ISBN:0805309004 | 9780805309003</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=344826</link>
        
       <description><![CDATA[









	   <p>By Brookshear, J.Glenn.. 
	   [S.l.] : Benjamin-Cummings Publishing Co.,Subs. of Addison Wesley Longman,US, 1985
                        . 453 p. ;
                        , Paperback.
                         23 cm.. 
                         0805309004 | 9780805309003
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=344826">Place Hold on <em>Computer science :</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=344826</guid>
     </item>
	 
     <atom:link rel="search" type="application/opensearchdescription+xml" href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?&amp;sort_by=&amp;format=opensearchdescription"/>
     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Introduction to biofuels /






</title>
       <dc:identifier>ISBN:9781439812075  | 1439812071 </dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=355214</link>
        
       <description><![CDATA[









	   <p>By Mousdale, David M.. 
	   Boca Raton, FL : CRC Press, 2010
                        . xxvi, 429 p. ;
                        
                         25 cm.. 
                         9781439812075  | 1439812071 
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=355214">Place Hold on <em>Introduction to biofuels /</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=355214</guid>
     </item>
	 
     <atom:link rel="search" type="application/opensearchdescription+xml" href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?&amp;sort_by=&amp;format=opensearchdescription"/>
     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Engineering optimization :


    theory and practice /





</title>
       <dc:identifier>ISBN:0471550345 (acidfree paper)</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=355698</link>
        
       <description><![CDATA[









	   <p>By Rao, S. S.. 
	   New York : Wiley, 1996
                        . xxii, 903 p. :
                        , &quot;A Wiley-Interscience publication.&quot;
                         24 cm.. 
                         0471550345 (acidfree paper)
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=355698">Place Hold on <em>Engineering optimization :</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=355698</guid>
     </item>
	 
     <atom:link rel="search" type="application/opensearchdescription+xml" href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?&amp;sort_by=&amp;format=opensearchdescription"/>
     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    How innovation works :


    and why it flourishes in freedom 





</title>
       <dc:identifier>ISBN:9780062916594 | 0062916599</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=590533</link>
        
       <description><![CDATA[









	   <p>By Ridley, Matt,. 
	   New York, NY : Harper, an imprint of HarperCollinsPublishers, 2020
                        . 406 pages ;
                        , &quot;Originally published as How innovation works: serendipity, energy and the saving of time in Great Britain in 2020 by 4th Estate, an imprint of HarperCollinsPublishers&quot;--Title page verso
                         24 cm. 
                         9780062916594 | 0062916599
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=590533">Place Hold on <em>How innovation works :</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=590533</guid>
     </item>
	 
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     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    SOM structural engineering /






</title>
       <dc:identifier>ISBN:9783955532239 | 3955532232</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=607965</link>
        
       <description><![CDATA[









	   <p>
	   Munich: GMbH &amp; Co; 2016
                        . 144 pages :
                        
                         31 cm.. 
                         9783955532239 | 3955532232
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=607965">Place Hold on <em>SOM structural engineering /</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=607965</guid>
     </item>
	 
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     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Automated Karyotyping: Segmentation and Classification /






</title>
       <dc:identifier>ISBN:</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=615311</link>
        
       <description><![CDATA[









	   <p>By Umbreen, Neelam. 
	   
                        . 130p.
                        , Karyotyping continues to be the bedrock of cytogenetic diagnosis, providing key information
on chromosomal abnormalities causative of a broad range of genetic disorders, developmental
abnormalities, and cancers. But standard karyotyping is time-consuming, requires extensive
specialist interpretation, and is vulnerable to human mistake and inefficiency, especially in
high-volume clinical settings. Despite advances in medical image analysis, the automation of
karyotyping faces persistent challenges, including the lack of large-scale annotated datasets,
difficulties in segmenting overlapping chromosomes, and variability in chromosome
morphology and staining. These challenges define a significant research gap in developing
scalable, accurate, and clinically deployable deep learning models for automated chromosome
analysis.
In order to overcome this gap, we first present a large-scale, clinically annotated cytogenetic
database, built from 1,311 patients and consisting of 10,057 karyograms with 514,949
manually annotated chromosome singlets. Furthermore, 3,935 metaphase images are annotated
at the instance level in COCO format. This data set reflects true-world diversity, ranging from
normal and abnormal karyotypes to different Giemsa (G-banding) staining intensities,
structural abnormalities, and overlapping difficult cases, and thus presents a solid basis for the
creation and testing of deep learning models within automated cytogenetics.
Based on this work, we create two primary methodologies aimed at the fundamental tasks of
karyotyping. For segmentation of chromosomes, we introduce a variant Mask R-CNN model
involving an Attention-based Feature Pyramid Network (AttFPN), spatial attention, and a
LastLevelMaxPool component to improve multi-scale feature representation and contextual
perception. It enhances performance in difficult situations, including overlapping
chromosomes and weak banding patterns, and gains considerable improvements in mean
Average Precision (mAP) compared to standard baselines.
For chromosome classification, we present the Dual Attention Multiscale Pyramid Network
(DAMP), a specifically designed model that combines channel and spatial attention
mechanisms to concentrate on discriminative features, as well as a multiscale pyramid
architecture to cope with size, orientation, and quality variation in chromosomes. DAMP's
highest classification accuracy is 96.76% on both public and commercial datasets, performingxv
better than state-of-the-art models like ResNet-50, Vision Transformers, and Siamese
Networks.
Overall, this thesis provides interpretable and scalable deep learning models for automating
chromosome classification and segmentation. Through the closure of key gaps in dataset
quality, model resilience, and clinical utility, the work facilitates the insertion of clever
decision-support systems into cytogenetic pipelines, ultimately leading to improved diagnostic
reliability and efficiency in the face of chromosomal disorders.
                         30cm. 
                        
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=615311">Place Hold on <em>Automated Karyotyping: Segmentation and Classification /</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=615311</guid>
     </item>
	 
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     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Plant Bioinformatics :


    Decoding the Phyta /





</title>
       <dc:identifier>ISBN:9783319671567</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=615753</link>
        
       <description><![CDATA[









	   <p>
	   
                        . 1 online resource (XIV, 459 pages 50 illustrations, 49 illustrations in color.)
                        
                        
                         9783319671567
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=615753">Place Hold on <em>Plant Bioinformatics :</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=615753</guid>
     </item>
	 
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     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Omics technologies and bio-engineering :


    towards improving quality of life /





</title>
       <dc:identifier>ISBN:9780128046593 | 0128046597</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=615755</link>
        
       <description><![CDATA[









	   <p>
	   
                        . xvii, 625 pages :
                        
                         25 cm. 
                         9780128046593 | 0128046597
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=615755">Place Hold on <em>Omics technologies and bio-engineering :</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=615755</guid>
     </item>
	 
     <atom:link rel="search" type="application/opensearchdescription+xml" href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-search.pl?&amp;sort_by=&amp;format=opensearchdescription"/>
     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Omics technologies and bio-engineering :


    towards improving quality of life /





</title>
       <dc:identifier>ISBN:9780128046593 | 0128046597</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=615756</link>
        
       <description><![CDATA[









	   <p>
	   
                        . xvii, 625 pages :
                        
                         25 cm. 
                         9780128046593 | 0128046597
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=615756">Place Hold on <em>Omics technologies and bio-engineering :</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=615756</guid>
     </item>
	 
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     <opensearch:Query role="request" searchTerms="" startPage="" />
     <item>
       <title>
    Legume Nitrogen Fixation in Soils with Low Phosphorus Availability :


    Adaptation and Regulatory Implication /





</title>
       <dc:identifier>ISBN:9783319557298</dc:identifier>
        
        <link>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=615758</link>
        
       <description><![CDATA[









	   <p>
	   
                        . 1 online resource (XIII, 287 pages 41 illustrations, 38 illustrations in color.)
                        
                        
                         9783319557298
       </p>

<p><a href="http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-reserve.pl?biblionumber=615758">Place Hold on <em>Legume Nitrogen Fixation in Soils with Low Phosphorus Availability :</em></a></p>

						]]></description>
       <guid>http://catalogue.nust.edu.pk:8081/cgi-bin/koha/opac-detail.pl?biblionumber=615758</guid>
     </item>
	 
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