{"id":106,"date":"2019-06-24T20:53:36","date_gmt":"2019-06-24T20:53:36","guid":{"rendered":"https:\/\/cugbf.scienceweb.wpengine.com\/?page_id=106"},"modified":"2026-05-18T20:15:56","modified_gmt":"2026-05-18T20:15:56","slug":"bioinformatics-services","status":"publish","type":"page","link":"https:\/\/scienceweb.clemson.edu\/cugbf\/bioinformatics-services\/","title":{"rendered":"Bioinformatics Services"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Center Aligned Text &#8221; _builder_version=&#8221;4.16&#8243; background_color=&#8221;#f8fbfe&#8221; use_background_color_gradient=&#8221;on&#8221; background_color_gradient_direction=&#8221;135deg&#8221; background_color_gradient_stops=&#8221;#f66733 0%|#522d80 100%&#8221; background_color_gradient_start=&#8221;#f66733&#8243; background_color_gradient_end=&#8221;#522d80&#8243; background_image=&#8221;https:\/\/cugbf.scienceweb.wpengine.com\/wp-content\/uploads\/sites\/2\/2019\/06\/geometric-bg-overlay-01.jpg&#8221; background_blend=&#8221;overlay&#8221; custom_padding=&#8221;2.3%|0px|1.8%|0px||&#8221; animation_style=&#8221;zoom&#8221; animation_direction=&#8221;bottom&#8221; animation_intensity_zoom=&#8221;8%&#8221; animation_starting_opacity=&#8221;100%&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.16&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.16&#8243; text_font=&#8221;Nunito Sans||||||||&#8221; text_text_color=&#8221;#ffffff&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.8em&#8221; header_font=&#8221;Nunito Sans|700|||||||&#8221; header_font_size=&#8221;56px&#8221; header_line_height=&#8221;1.3em&#8221; header_2_font=&#8221;||||||||&#8221; text_orientation=&#8221;center&#8221; background_layout=&#8221;dark&#8221; max_width=&#8221;700px&#8221; module_alignment=&#8221;center&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h1>Bioinformatics Services<\/h1>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Features CTA Section&#8221; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;1px|0px|3px|0px||&#8221; saved_tabs=&#8221;all&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row admin_label=&#8221;Left Sided Image&#8221; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;60px|0px|60px|0px&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.16&#8243; text_font=&#8221;Nunito Sans|600|||||||&#8221; text_text_color=&#8221;#522d80&#8243; text_font_size=&#8221;21px&#8221; text_line_height=&#8221;1.8em&#8221; header_font=&#8221;||||||||&#8221; header_text_align=&#8221;left&#8221; header_2_font=&#8221;Nunito Sans|700|||||||&#8221; header_2_text_color=&#8221;#535b7c&#8221; header_2_font_size=&#8221;35px&#8221; header_2_line_height=&#8221;1.3em&#8221; max_width=&#8221;700px&#8221; module_alignment=&#8221;center&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p style=\"text-align: center\">We provide training and service opportunities across a variety of bioinformatics techniques. We work with genomes and transcriptomes, including, but not limited to de novo assemblies, resequencing, differential gene expression analyses, differential peak calling, variant discovery, and annotation. Custom services available on a case-by-case basis.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;2_5,3_5&#8243; admin_label=&#8221;Left Sided Image&#8221; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;60px|0px|60px|0px&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;2_5&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_image src=&#8221;https:\/\/scienceweb.clemson.edu\/cugbf\/wp-content\/uploads\/sites\/2\/2019\/08\/Website_bioinformatics_genome_circos_plot.jpg&#8221; _builder_version=&#8221;4.27.6&#8243; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; alt=&#8221;Whole genomes circle illustration that has gray lines throughout going to different points on the circle. Left is red, right is green.&#8221; sticky_enabled=&#8221;0&#8243;][\/et_pb_image][\/et_pb_column][et_pb_column type=&#8221;3_5&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.16&#8243; text_font=&#8221;Nunito Sans||||||||&#8221; text_text_color=&#8221;#959baf&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.8em&#8221; header_font=&#8221;||||||||&#8221; header_text_align=&#8221;left&#8221; header_2_font=&#8221;Nunito Sans|700|||||||&#8221; header_2_text_color=&#8221;#535b7c&#8221; header_2_font_size=&#8221;35px&#8221; header_2_line_height=&#8221;1.3em&#8221; max_width=&#8221;700px&#8221; module_alignment=&#8221;center&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2><strong>Whole genomes<\/strong><\/h2>\n<p><span style=\"color: #000000\">Experienced in de novo assemblies and resequencing, using next-generation sequencing long and\/or short read technologies. We move datasets from raw reads through assemblies\/alignments, gene and functional annotation, pathway analysis, variant discovery (single nucleotide polymorphisms, insertions\/deletions, breakpoints, rearrangements, inversions, and copy-number variation), and selective sweeps.<\/span><\/p>\n<p><span style=\"color: #000000\">We also have experience in comparative genomics using various techniques, such as genome-wide association studies and comparisons of other variant discovery methods mentioned above.<\/span><\/p>\n<p><span style=\"color: #000000\">Finally, we have used methods to examine the subset of the genome known as the exome including single samples, family trios, and matched tumor\/normal pairs<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;3_5,2_5&#8243; admin_label=&#8221;Left Sided Image&#8221; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;60px|0px|99px|0px||&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;3_5&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.16&#8243; text_font=&#8221;Nunito Sans||||||||&#8221; text_text_color=&#8221;#959baf&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.8em&#8221; header_font=&#8221;||||||||&#8221; header_text_align=&#8221;left&#8221; header_2_font=&#8221;Nunito Sans|700|||||||&#8221; header_2_text_color=&#8221;#535b7c&#8221; header_2_font_size=&#8221;35px&#8221; header_2_line_height=&#8221;1.3em&#8221; max_width=&#8221;700px&#8221; module_alignment=&#8221;center&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2><strong>Transcriptomics<\/strong> \u201ccommon analyses\u201d<\/h2>\n<p><span style=\"color: #000000\">We have completed projects with RNAseq, including small RNA profiling, differential gene expression (DGE) studies using <em>de novo<\/em> assembled transcriptomes and available reference sequences, and gene co-expression network construction. Gene identification and functional annotation are done for <em>de novo<\/em> assemblies. Results from DGE studies include gene ontology terms, pathway enrichment and information from the KEGG pathway database.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;2_5&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_image src=&#8221;https:\/\/scienceweb.clemson.edu\/cugbf\/wp-content\/uploads\/sites\/2\/2019\/08\/Website_bioinformatics_RNAseq_heatmap.jpg&#8221; _builder_version=&#8221;4.27.6&#8243; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; alt=&#8221;Heatmap cluster graphic with red and green rectangles and black lines. Heatmap Clustering text at top.&#8221; sticky_enabled=&#8221;0&#8243;][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row admin_label=&#8221;Left Sided Image&#8221; _builder_version=&#8221;4.27.6&#8243; custom_padding=&#8221;60px|0px|60px|0px&#8221; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.20.2&#8243; text_font=&#8221;Nunito Sans||||||||&#8221; text_text_color=&#8221;#959baf&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.8em&#8221; header_font=&#8221;||||||||&#8221; header_text_align=&#8221;left&#8221; header_2_font=&#8221;Nunito Sans|700|||||||&#8221; header_2_text_color=&#8221;#535b7c&#8221; header_2_font_size=&#8221;35px&#8221; header_2_line_height=&#8221;1.3em&#8221; max_width=&#8221;1009px&#8221; module_alignment=&#8221;center&#8221; custom_padding=&#8221;||0px|0px||&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2><strong>Microbiomics<\/strong><\/h2>\n<p><span style=\"color: #000000\">We perform the taxonomic and functional profiling of both host associated and environmental microbial communities based on amplicon sequencing and multi-omics approaches.<\/span><\/p>\n<p><span style=\"color: #000000\">Our barcoding methods (16S and ITS) describe the composition of the community structure, its alpha and beta diversity, and associated multivariate analysis.<\/span><\/p>\n<p><span style=\"color: #000000\">Additionally, we can profile the taxonomic composition and metabolic potential of microbiomes through genome-resolved metagenomics, metagenomics, and metatranscriptomics. By combining these approaches and applying well established and customized databases and pipelines, we can describe the communities at different levels. Examples: read and ORF\/CDS\/transcript abundances, recovery of Metagenome Assembled Genomes (MAGs), differential expression, and more.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_2,1_2&#8243; admin_label=&#8221;Left Sided Image&#8221; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;60px|0px|3px|0px||&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_image src=&#8221;https:\/\/scienceweb.clemson.edu\/cugbf\/wp-content\/uploads\/sites\/2\/2020\/03\/Bioinformatician_working_at_computer_RGB.jpg&#8221; align=&#8221;right&#8221; _builder_version=&#8221;4.27.6&#8243; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; alt=&#8221;Woman looking at colorful chart on computer screen.&#8221; sticky_enabled=&#8221;0&#8243;][\/et_pb_image][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.16&#8243; text_font=&#8221;Nunito Sans||||||||&#8221; text_text_color=&#8221;#959baf&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.8em&#8221; header_font=&#8221;||||||||&#8221; header_text_align=&#8221;left&#8221; header_2_font=&#8221;Nunito Sans|700|||||||&#8221; header_2_text_color=&#8221;#535b7c&#8221; header_2_font_size=&#8221;35px&#8221; header_2_line_height=&#8221;1.3em&#8221; max_width=&#8221;840px&#8221; module_alignment=&#8221;center&#8221; custom_margin=&#8221;|||-64px||&#8221; custom_padding=&#8221;|3px||0px||&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2><strong>Looking for analyses not mentioned?<\/strong><\/h2>\n<p><strong><span style=\"color: #000000\">Please<\/span> <a href=\"https:\/\/scienceweb.clemson.edu\/cugbf\/contact-us\/\">contact us<\/a> <span style=\"color: #000000\">for a consultation.<\/span><\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;60px||2px|||&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.20.2&#8243; custom_padding=&#8221;3px|||||&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;||0px|||&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2><strong>Palmetto Resources<\/strong><\/h2>\n<p><span style=\"color: #000000; font-size: medium;\">CUGBF currently owns one high memory node and a 75 terabyte (TB) file system on Clemson University\u2019s Palmetto cluster, which is supported by the research computing and data (RCD) team. Our node is equipped with 80 cores and 1.5 TB of random-access memory (RAM).<\/span><\/p>\n<p><span style=\"color: #000000; font-size: medium;\">Our facility maintains hundreds of software programs for most types of bioinformatics analyses. A list grouped by categories can be found <span style=\"color: #522d80;\"><strong><a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1Lkb-eCjtToZMjwwHxNkc22ct6W5ZFxzqEuXQ-kdFqg0\/edit?usp=sharing\" style=\"color: #522d80;\">here<\/a><\/strong><\/span>, and a full list (with version numbers) is available <span style=\"color: #522d80;\"><a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1ZFiXp16V_olHhUgdGIvkjeKzei0w-k-DvzEnMKSCkB0\/edit?usp=sharing\" style=\"color: #522d80;\"><strong>here<\/strong><\/a><\/span>.<\/span><\/p>\n<p><span style=\"color: #000000; font-size: medium;\">The software we maintain is accessible through modules on the Palmetto cluster. In order to use these programs, you must have a Palmetto account. If you need to apply for one (free to all Clemson faculty, staff, and students), please follow <span style=\"color: #522d80;\"><a href=\"https:\/\/www.palmetto.clemson.edu\/palmetto\/basic\/new\/\" style=\"color: #522d80;\"><strong>this link<\/strong><\/a><\/span>.<\/span><\/p>\n<p><span style=\"color: #000000; font-size: medium;\">RCD also provides introductory and advanced training throughout the year, and their workshops are <span style=\"color: #522d80;\"><a href=\"https:\/\/www.palmetto.clemson.edu\/palmetto\/training\/schedule\/\" title=\"Clemson CITI Training Schedule\" style=\"color: #522d80;\"><strong>available here<\/strong><\/a><\/span>.<\/span><\/p>\n<blockquote><\/blockquote>\n<p><span style=\"color: #000000; font-size: medium;\">A great resource with additional information on the Palmetto cluster is their <a href=\"https:\/\/ccit.clemson.edu\/research\/palmetto-guide\/\" style=\"color: #000000;\"><strong><span style=\"color: #522d80;\">online user guide<\/span><\/strong><\/a>.<\/span><br \/><span style=\"color: #000000; font-size: medium;\">Once you have a Palmetto account, please agree to and sign our acknowledgement agreement in order to be given access to our software modules.<\/span><\/p>\n<p><strong><span style=\"font-size: medium;\">Contact us for a copy of our acknowledgment agreement.<\/span><\/strong><span style=\"color: #000000; font-size: medium;\"><\/span><\/p>\n<p>[\/et_pb_text][et_pb_button button_url=&#8221;\/cugbf\/genomics-services\/&#8221; button_text=&#8221;Genomics Services&#8221; button_alignment=&#8221;right&#8221; _builder_version=&#8221;4.16&#8243; custom_button=&#8221;on&#8221; button_font=&#8221;||||||||&#8221; button_icon=&#8221;&#x39;||divi||400&#8243; button_icon_color=&#8221;#522d80&#8243; button_on_hover=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Testimonial&#8221; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;79px|0px|100px|0px||&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row admin_label=&#8221;Testimonial Row&#8221; _builder_version=&#8221;4.16&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_blurb title=&#8221;\u201cWe had an excellent experience with the facility and service. We will come back to you in the future.\u201d &#8221; admin_label=&#8221;Testimonial&#8221; _builder_version=&#8221;4.16&#8243; header_level=&#8221;h2&#8243; header_font=&#8221;Nunito Sans|700|||||||&#8221; header_text_color=&#8221;#535b7c&#8221; header_font_size=&#8221;22px&#8221; header_line_height=&#8221;1.4em&#8221; body_font=&#8221;Nunito Sans|600|||||||&#8221; body_text_color=&#8221;#959baf&#8221; body_font_size=&#8221;16px&#8221; background_image=&#8221;https:\/\/cugbf.scienceweb.wpengine.com\/wp-content\/uploads\/sites\/2\/2019\/06\/quote-bg.png&#8221; background_size=&#8221;initial&#8221; text_orientation=&#8221;center&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><strong><span style=\"color: #000000\">\u2014 Dr. Venugopal Mendu <\/span><\/strong><br \/><strong><span style=\"color: #000000\">Department of Plant and Soil Science <\/span><\/strong><br \/><strong><span style=\"color: #000000\">Texas Tech University<\/span><\/strong><\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; 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