{"id":26013,"date":"2021-09-27T00:48:32","date_gmt":"2021-09-27T07:48:32","guid":{"rendered":"https:\/\/www.novogene.com\/us-en\/?post_type=resources&#038;p=26013"},"modified":"2025-06-10T03:10:36","modified_gmt":"2025-06-10T10:10:36","slug":"utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data","status":"publish","type":"resources","link":"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/","title":{"rendered":"Utilising QIIME 2 pipeline: a current and future golden standard platform to analyze Amplicon-Seq data"},"content":{"rendered":"<p>&nbsp;<\/p>\n<h3>Amplicon Analysis<\/h3>\n<p>QIIME 2 is nowadays used as a next-generation microbiome bioinformatics platform that is extensible, free, open source, and community developed. As a powerful, scalable and decentralized microbiome analysis resource, it emphasizes transparency in data analysis of <strong>Amplicon-Seq data (e.g 16S rRNA gene)<\/strong>, and pays more attention to interactive and visual image display. As it provides its users with an end-to-end pipeline to analyze <strong>Amplicon Sequencing data<\/strong>, QIIME 2 represents the golden standard for future microbiome analysis methods.<\/p>\n<p>The microbiome field has undergone a shift from clustering-based methods of <strong>operational taxonomic unit (OTU)<\/strong> designation based on sequence similarity (Uparse) to denoising algorithms (DADA2 and Deblur) that identify exact <strong>amplicon sequence variants (ASVs).<\/strong><\/p>\n<p>At present, DADA2, Unoise3 and Deblur are three widely used noise reduction analysis tools. Unoise3 was developed by Robert Edgar to make up for 97% out clustering defects. Another novel method to obtain OTU without clustering is deblur published in 2016. This method has been used to process the global data obtained by the earth microbiome program, which was published in Nature in November 2017. DADA2 can only operate on mixed samples. Deblur&#8217;s advantage is that it can operate not only on mixed samples, but also on a single sample. Deblur resolution can also achieve single nucleotide accuracy.<\/p>\n<h3>Novogene QIIME 2<\/h3>\n<p>Novogene has developed the whole-process QIIME2 analysis, including ASVs analysis and species annotation, \u03b1-diversity, \u03b2-diversity, species difference and symbol species analysis, as well as functional prediction.<\/p>\n<p><strong>1.Accurate Annotation<\/strong><\/p>\n<p>Errors in Illumina-sequenced amplicon data are currently addressed by quality filtering and the construction of operational taxonomic units (OTUs). DADA2 infers sample sequences exactly and resolves differences of as little as 1 nucleotide. Each de-duplicated sequence generated after noise reduction using DADA2 is called ASVs (Amplicon Sequence Variants).<\/p>\n<p>Comparison of QIIME 2 vs QIIME 1<\/p>\n<div class=\"table-responsive\" style=\"padding-left: 0px;padding-top: 0px;padding-right: 20px\">\n<table class=\"sf_table table text-center mt-3 four-td mb-0\" dir=\"ltr\" style=\"width: 100%;text-align: center\" border=\"1\" cellspacing=\"0\" cellpadding=\"0\">\n<colgroup>\n<col style=\"width: 30%\" \/>\n<col style=\"width: 160px\" \/><\/colgroup>\n<tbody>\n<tr>\n<td>ASV (QIIME 2)<\/td>\n<td colspan=\"4\" rowspan=\"1\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Illumina Novaseq 6000&quot;}\">OTU (QIIME 1)<\/td>\n<\/tr>\n<tr>\n<td data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Read Length&quot;}\">Compare sequence similarity (~99%)<\/td>\n<td colspan=\"4\" rowspan=\"1\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Paired-end 150 bp&quot;}\">Clustering at 97% similarity<\/td>\n<\/tr>\n<tr>\n<td class=\"bg-white\" colspan=\"1\" rowspan=\"2\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Recommended Sequencing Depth &quot;}\">\n<div>Taxonomy annotation on exact sequence<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td class=\"bg-white\" colspan=\"4\" rowspan=\"1\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;For tumor sample: effective sequencing depth above 100\u00d7 (12G)&quot;}\">Taxonomy annotation on representative sequence<\/td>\n<\/tr>\n<tr>\n<td class=\"bg-light-grey\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Standard Data Analysis\\t&quot;}\">Higher microbial diversity resolution (Up to species level)<\/td>\n<td class=\"bg-light-grey\" colspan=\"4\" rowspan=\"1\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Data quality control\\n\\nAlignment with reference genome\\n\\nSNP and InDel detection\\n\\nSomatic SNP\/InDel\/CNV detection (paired tumor samples)&quot;}\">Lower microbial diversity resolution<\/td>\n<\/tr>\n<tr>\n<td class=\"bg-light-grey\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Standard Data Analysis\\t&quot;}\">Read quality has higher impact on downstream analysis<\/td>\n<td class=\"bg-light-grey\" colspan=\"4\" rowspan=\"1\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Data quality control\\n\\nAlignment with reference genome\\n\\nSNP and InDel detection\\n\\nSomatic SNP\/InDel\/CNV detection (paired tumor samples)&quot;}\">Read quality has lower impact on downstream analysis<\/td>\n<\/tr>\n<tr>\n<td class=\"bg-light-grey\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Standard Data Analysis\\t&quot;}\">Readily compared between studies<\/td>\n<td class=\"bg-light-grey\" colspan=\"4\" rowspan=\"1\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Data quality control\\n\\nAlignment with reference genome\\n\\nSNP and InDel detection\\n\\nSomatic SNP\/InDel\/CNV detection (paired tumor samples)&quot;}\">Reanalysis is required if new data is added<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><strong>2.Traceable and Repeatable Results with Reproducibility<\/strong><\/p>\n<p>Automatically track your analyses with decentralized data provenance \u2014 no more guesswork on what commands were run! QIIME2 iteratively records data provenance, ensuring bioinformatics reproducibility. You can also easily share results with your team, even those members without QIIME 2 installed.<\/p>\n<p><strong>3. Interactive Visualization<\/strong><\/p>\n<p>Modify your data diagrams with variable parameters that provide new perspectives.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.novogene.com\/us-en\/wp-content\/uploads\/sites\/4\/2021\/09\/blog1.png\" alt=\"\" \/><br \/>\n<strong>4. Plugin-based System \u2014 multiple microbiome analysis all in one<\/strong><\/p>\n<p>QIIME2 has more than 20 kinds of plugins, and is still under development, in order to provide more perfect services.<\/p>\n<p><strong>5. Data Combination of Different Batches<\/strong><\/p>\n<p>QIIME2 analyze bases on the exact sequence, merge analysis without re clustering, directly merge the feature sequence abundance table to carry out the follow-up standard analysis. Therefore, different batches of data can be directly combined for analysis.<\/p>\n<p>Novogene has rich experience with Amplicon sequencing projects and Amplicon sequencing services can help retain a great level of flexibility in the experimental design to get analysis and clustering by both OTU (operational taxonomic units) and ASV (DADA2) pipelines. At Novogene, customized analysis can also be available on the online QIIME 2 platform based on your own needs.<\/p>\n<p>In case you are interested in your next <a href=\"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/\">microbiome\u00a0analysis<\/a> journey, please refer to the for additional information or <a href=\"https:\/\/www.novogene.com\/us-en\/contact-us\">contact<\/a> us here.<\/p>\n<p><strong>Reference:<\/strong><\/p>\n<ol>\n<li>Bolyen, E., Rideout, J.R., Dillon, M.R.\u00a0et al.\u00a0Reproducible, interactive, scalable and extensible microbiome data science using QIIME 2.\u00a0Nat Biotechnol\u00a037,\u00a0852\u2013857 (2019).<a href=\"https:\/\/doi.org\/10.1038\/s41587-019-0209-9\">https:\/\/doi.org\/10.1038\/s41587-019-0209-9<\/a><\/li>\n<li>Edgar R C. UPARSE: highly accurate OTU sequences from microbial amplicon reads[J]. Nature Methods, 2013, 10(10):996.<\/li>\n<li>Callahan, B., McMurdie, P., Rosen, M.\u00a0et al.\u00a0DADA2: High-resolution sample inference from Illumina amplicon data.\u00a0Nat Methods\u00a013,\u00a0581\u2013583 (2016). <a href=\"https:\/\/doi.org\/10.1038\/nmeth.3869\">https:\/\/doi.org\/10.1038\/nmeth.3869<\/a><\/li>\n<li>Edgar,R.C.(2016) UNOISE2: improved error-correction for Illumina 16S and ITS amplicon sequencing.doi:<a href=\"http:\/\/dx.doi.org\/10.1101\/081257\">http:\/\/dx.doi.org\/10.1101\/081257<\/a><\/li>\n<li>Moossavi S , Sepehri S , Robertson B , et al. Composition and Variation of the Human Milk Microbiota Are Influenced by Maternal and Early-Life Factors[J]. Cell Host &amp; Microbe, 2019, 25(2):324-335.e4.<\/li>\n<\/ol>\n","protected":false},"featured_media":0,"parent":0,"template":"","yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.8 (Yoast SEO v20.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Utilising QIIME 2 pipeline: a current and future golden standard platform to analyze Amplicon-Seq data - Novogene<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Utilising QIIME 2 pipeline: a current and future golden standard platform to analyze Amplicon-Seq data\" \/>\n<meta property=\"og:description\" content=\"&nbsp; Amplicon Analysis QIIME 2 is nowadays used as a next-generation microbiome bioinformatics platform that is extensible, free, open source, and community developed. As a powerful, scalable and decentralized microbiome analysis resource, it emphasizes transparency in data analysis of Amplicon-Seq data (e.g 16S rRNA gene), and pays more attention to interactive and visual image display.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/\" \/>\n<meta property=\"og:site_name\" content=\"Novogene\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/NovogeneAmerica\/\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-10T10:10:36+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.novogene.com\/us-en\/wp-content\/uploads\/sites\/4\/2021\/09\/blog1.png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@Novogene_Global\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/\",\"url\":\"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/\",\"name\":\"Utilising QIIME 2 pipeline: a current and future golden standard platform to analyze Amplicon-Seq data - Novogene\",\"isPartOf\":{\"@id\":\"https:\/\/www.novogene.com\/us-en\/#website\"},\"datePublished\":\"2021-09-27T07:48:32+00:00\",\"dateModified\":\"2025-06-10T10:10:36+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.novogene.com\/us-en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Resources\",\"item\":\"https:\/\/www.novogene.com\/us-en\/resources\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Utilising QIIME 2 pipeline: a current and future golden standard platform to analyze Amplicon-Seq data\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.novogene.com\/us-en\/#website\",\"url\":\"https:\/\/www.novogene.com\/us-en\/\",\"name\":\"Novogene\",\"description\":\"USA Based Lab Guaranteed Data Security\",\"publisher\":{\"@id\":\"https:\/\/www.novogene.com\/us-en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.novogene.com\/us-en\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.novogene.com\/us-en\/#organization\",\"name\":\"Novogene\",\"url\":\"https:\/\/www.novogene.com\/us-en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.novogene.com\/us-en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.novogene.com\/us-en\/wp-content\/uploads\/sites\/4\/2020\/05\/20200506113246.png\",\"contentUrl\":\"https:\/\/www.novogene.com\/us-en\/wp-content\/uploads\/sites\/4\/2020\/05\/20200506113246.png\",\"width\":941,\"height\":269,\"caption\":\"Novogene\"},\"image\":{\"@id\":\"https:\/\/www.novogene.com\/us-en\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/NovogeneAmerica\/\",\"https:\/\/twitter.com\/Novogene_Global\",\"https:\/\/www.linkedin.com\/company\/novogene\/\",\"https:\/\/www.youtube.com\/c\/NovogeneGlobal\"]}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Utilising QIIME 2 pipeline: a current and future golden standard platform to analyze Amplicon-Seq data - Novogene","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/","og_locale":"en_US","og_type":"article","og_title":"Utilising QIIME 2 pipeline: a current and future golden standard platform to analyze Amplicon-Seq data","og_description":"&nbsp; Amplicon Analysis QIIME 2 is nowadays used as a next-generation microbiome bioinformatics platform that is extensible, free, open source, and community developed. As a powerful, scalable and decentralized microbiome analysis resource, it emphasizes transparency in data analysis of Amplicon-Seq data (e.g 16S rRNA gene), and pays more attention to interactive and visual image display.","og_url":"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/","og_site_name":"Novogene","article_publisher":"https:\/\/www.facebook.com\/NovogeneAmerica\/","article_modified_time":"2025-06-10T10:10:36+00:00","og_image":[{"url":"https:\/\/www.novogene.com\/us-en\/wp-content\/uploads\/sites\/4\/2021\/09\/blog1.png"}],"twitter_card":"summary_large_image","twitter_site":"@Novogene_Global","twitter_misc":{"Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/","url":"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/","name":"Utilising QIIME 2 pipeline: a current and future golden standard platform to analyze Amplicon-Seq data - Novogene","isPartOf":{"@id":"https:\/\/www.novogene.com\/us-en\/#website"},"datePublished":"2021-09-27T07:48:32+00:00","dateModified":"2025-06-10T10:10:36+00:00","breadcrumb":{"@id":"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.novogene.com\/us-en\/resources\/blog\/utilising-qiime-2-pipeline-a-current-and-future-golden-standard-platform-to-analyze-amplicon-seq-data\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.novogene.com\/us-en\/"},{"@type":"ListItem","position":2,"name":"Resources","item":"https:\/\/www.novogene.com\/us-en\/resources\/"},{"@type":"ListItem","position":3,"name":"Utilising QIIME 2 pipeline: a current and future golden standard platform to analyze Amplicon-Seq data"}]},{"@type":"WebSite","@id":"https:\/\/www.novogene.com\/us-en\/#website","url":"https:\/\/www.novogene.com\/us-en\/","name":"Novogene","description":"USA Based Lab Guaranteed Data Security","publisher":{"@id":"https:\/\/www.novogene.com\/us-en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.novogene.com\/us-en\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.novogene.com\/us-en\/#organization","name":"Novogene","url":"https:\/\/www.novogene.com\/us-en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.novogene.com\/us-en\/#\/schema\/logo\/image\/","url":"https:\/\/www.novogene.com\/us-en\/wp-content\/uploads\/sites\/4\/2020\/05\/20200506113246.png","contentUrl":"https:\/\/www.novogene.com\/us-en\/wp-content\/uploads\/sites\/4\/2020\/05\/20200506113246.png","width":941,"height":269,"caption":"Novogene"},"image":{"@id":"https:\/\/www.novogene.com\/us-en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/NovogeneAmerica\/","https:\/\/twitter.com\/Novogene_Global","https:\/\/www.linkedin.com\/company\/novogene\/","https:\/\/www.youtube.com\/c\/NovogeneGlobal"]}]}},"acf":[],"_links":{"self":[{"href":"https:\/\/www.novogene.com\/us-en\/wp-json\/wp\/v2\/resources\/26013"}],"collection":[{"href":"https:\/\/www.novogene.com\/us-en\/wp-json\/wp\/v2\/resources"}],"about":[{"href":"https:\/\/www.novogene.com\/us-en\/wp-json\/wp\/v2\/types\/resources"}],"wp:attachment":[{"href":"https:\/\/www.novogene.com\/us-en\/wp-json\/wp\/v2\/media?parent=26013"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}