small rna library construction Search Results


nebnext multiplex small rna library prep set  (New England Biolabs)
96
New England Biolabs nebnext multiplex small rna library prep set
Nebnext Multiplex Small Rna Library Prep Set, supplied by New England Biolabs, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/small+rna+library+construction/pmc12994464-185-10-10?v=New+England+Biolabs
Average 96 stars, based on 1 article reviews
nebnext multiplex small rna library prep set - by Bioz Stars, 2026-07
96/100 stars
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vahts stranded mrna seq v3 library prepkit for illumina  (Vazyme Biotech Co)
96
Vazyme Biotech Co vahts stranded mrna seq v3 library prepkit for illumina
Vahts Stranded Mrna Seq V3 Library Prepkit For Illumina, supplied by Vazyme Biotech Co, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/small+rna+library+construction/pm39856098-266-20-28?v=Vazyme+Biotech+Co
Average 96 stars, based on 1 article reviews
vahts stranded mrna seq v3 library prepkit for illumina - by Bioz Stars, 2026-07
96/100 stars
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truseq small rna library prep kit  (Illumina Inc)
96
Illumina Inc truseq small rna library prep kit
Truseq Small Rna Library Prep Kit, supplied by Illumina Inc, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/small+rna+library+construction/pmc12950558-104-19-29?v=Illumina+Inc
Average 96 stars, based on 1 article reviews
truseq small rna library prep kit - by Bioz Stars, 2026-07
96/100 stars
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truseq small rna sample prep kits  (Illumina Inc)
96
Illumina Inc truseq small rna sample prep kits
Truseq Small Rna Sample Prep Kits, supplied by Illumina Inc, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/small+rna+library+construction/pmc10279498-112-17-26?v=Illumina+Inc
Average 96 stars, based on 1 article reviews
truseq small rna sample prep kits - by Bioz Stars, 2026-07
96/100 stars
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nebnext small rna library  (New England Biolabs)
97
New England Biolabs nebnext small rna library
Nebnext Small Rna Library, supplied by New England Biolabs, used in various techniques. Bioz Stars score: 97/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/small+rna+library+construction/us10724078-478-22-22?v=New+England+Biolabs
Average 97 stars, based on 1 article reviews
nebnext small rna library - by Bioz Stars, 2026-07
97/100 stars
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small rna truseq kit  (Illumina Inc)
96
Illumina Inc small rna truseq kit
Small Rna Truseq Kit, supplied by Illumina Inc, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/small+rna+library+construction/pmc05838960__12864_2018_4496_MOESM2_ESM-13-2-7?v=Illumina+Inc
Average 96 stars, based on 1 article reviews
small rna truseq kit - by Bioz Stars, 2026-07
96/100 stars
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preparation kit v2 illumina cat  (Illumina Inc)
96
Illumina Inc preparation kit v2 illumina cat
Preparation Kit V2 Illumina Cat, supplied by Illumina Inc, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/small+rna+library+construction/pm30784600-205-61-64?v=Illumina+Inc
Average 96 stars, based on 1 article reviews
preparation kit v2 illumina cat - by Bioz Stars, 2026-07
96/100 stars
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transcription stoppage sites  (New England Biolabs)
96
New England Biolabs transcription stoppage sites
A. A DNA library of 1 million templates that contain 100% of all possible 11-mers is used as input for pooled in vitro <t>transcription</t> (IVT) using different manufacturing processes to create eight IVT-RNA pools. B. Oxford Nanopore Technology Sequencing is used to quantify full-length, (untruncated) DNA and IVT-RNA templates (3 and 8 pools, respectively). The sequencing depths generated are used to calculate a pseudoyield (PY), representative of the amount of full-length (untruncated) IVT-RNA produced per DNA template. C. PY values from the 1M DNA library are used to train, validate and test a Multi-scale Attention Projection Network (MAP-Net), that accurately predicts the PY of unknown DNA templates. MAP-Net is then used within a Genetic Algorithm that generates new synonymously mutated templates with different predicted PY for any DNA template. D. The MAP-Net-based genetic algorithm is used on DNA templates for two real-world mRNA products, hSpCas9 and XBB.8 Spike, generating for each 4 synonymous templates with predicted PYs higher (2) and lower (2) than the starting template. Yields measured for full-length transcripts in individual IVT experiments validate MAP-Net PY predictions. E . The same Genetic Algorithm is now used with MAP-Net and RiboNN as fitness functions to co-optimize the Wuhan Spike sequence for translatability and manufacturability, and results are compared with commercial SARS-COV-2 vaccine sequences.
Transcription Stoppage Sites, supplied by New England Biolabs, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/small+rna+library+construction/bio_rxiv__64898__2026__03__09__710039-194-10-17?v=New+England+Biolabs
Average 96 stars, based on 1 article reviews
transcription stoppage sites - by Bioz Stars, 2026-07
96/100 stars
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nebnext multiplex small rna library prep kit  (New England Biolabs)
95
New England Biolabs nebnext multiplex small rna library prep kit
A. A DNA library of 1 million templates that contain 100% of all possible 11-mers is used as input for pooled in vitro <t>transcription</t> (IVT) using different manufacturing processes to create eight IVT-RNA pools. B. Oxford Nanopore Technology Sequencing is used to quantify full-length, (untruncated) DNA and IVT-RNA templates (3 and 8 pools, respectively). The sequencing depths generated are used to calculate a pseudoyield (PY), representative of the amount of full-length (untruncated) IVT-RNA produced per DNA template. C. PY values from the 1M DNA library are used to train, validate and test a Multi-scale Attention Projection Network (MAP-Net), that accurately predicts the PY of unknown DNA templates. MAP-Net is then used within a Genetic Algorithm that generates new synonymously mutated templates with different predicted PY for any DNA template. D. The MAP-Net-based genetic algorithm is used on DNA templates for two real-world mRNA products, hSpCas9 and XBB.8 Spike, generating for each 4 synonymous templates with predicted PYs higher (2) and lower (2) than the starting template. Yields measured for full-length transcripts in individual IVT experiments validate MAP-Net PY predictions. E . The same Genetic Algorithm is now used with MAP-Net and RiboNN as fitness functions to co-optimize the Wuhan Spike sequence for translatability and manufacturability, and results are compared with commercial SARS-COV-2 vaccine sequences.
Nebnext Multiplex Small Rna Library Prep Kit, supplied by New England Biolabs, used in various techniques. Bioz Stars score: 95/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/small+rna+library+construction/pm41828681-317-7-14?v=New+England+Biolabs
Average 95 stars, based on 1 article reviews
nebnext multiplex small rna library prep kit - by Bioz Stars, 2026-07
95/100 stars
  Buy from Supplier
nebnext multiplex small rna library prep set for illuminar  (New England Biolabs)
96
New England Biolabs nebnext multiplex small rna library prep set for illuminar
A. A DNA library of 1 million templates that contain 100% of all possible 11-mers is used as input for pooled in vitro <t>transcription</t> (IVT) using different manufacturing processes to create eight IVT-RNA pools. B. Oxford Nanopore Technology Sequencing is used to quantify full-length, (untruncated) DNA and IVT-RNA templates (3 and 8 pools, respectively). The sequencing depths generated are used to calculate a pseudoyield (PY), representative of the amount of full-length (untruncated) IVT-RNA produced per DNA template. C. PY values from the 1M DNA library are used to train, validate and test a Multi-scale Attention Projection Network (MAP-Net), that accurately predicts the PY of unknown DNA templates. MAP-Net is then used within a Genetic Algorithm that generates new synonymously mutated templates with different predicted PY for any DNA template. D. The MAP-Net-based genetic algorithm is used on DNA templates for two real-world mRNA products, hSpCas9 and XBB.8 Spike, generating for each 4 synonymous templates with predicted PYs higher (2) and lower (2) than the starting template. Yields measured for full-length transcripts in individual IVT experiments validate MAP-Net PY predictions. E . The same Genetic Algorithm is now used with MAP-Net and RiboNN as fitness functions to co-optimize the Wuhan Spike sequence for translatability and manufacturability, and results are compared with commercial SARS-COV-2 vaccine sequences.
Nebnext Multiplex Small Rna Library Prep Set For Illuminar, supplied by New England Biolabs, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/small+rna+library+construction/pmc08631197-142-5-15?v=New+England+Biolabs
Average 96 stars, based on 1 article reviews
nebnext multiplex small rna library prep set for illuminar - by Bioz Stars, 2026-07
96/100 stars
  Buy from Supplier

Image Search Results


A. A DNA library of 1 million templates that contain 100% of all possible 11-mers is used as input for pooled in vitro transcription (IVT) using different manufacturing processes to create eight IVT-RNA pools. B. Oxford Nanopore Technology Sequencing is used to quantify full-length, (untruncated) DNA and IVT-RNA templates (3 and 8 pools, respectively). The sequencing depths generated are used to calculate a pseudoyield (PY), representative of the amount of full-length (untruncated) IVT-RNA produced per DNA template. C. PY values from the 1M DNA library are used to train, validate and test a Multi-scale Attention Projection Network (MAP-Net), that accurately predicts the PY of unknown DNA templates. MAP-Net is then used within a Genetic Algorithm that generates new synonymously mutated templates with different predicted PY for any DNA template. D. The MAP-Net-based genetic algorithm is used on DNA templates for two real-world mRNA products, hSpCas9 and XBB.8 Spike, generating for each 4 synonymous templates with predicted PYs higher (2) and lower (2) than the starting template. Yields measured for full-length transcripts in individual IVT experiments validate MAP-Net PY predictions. E . The same Genetic Algorithm is now used with MAP-Net and RiboNN as fitness functions to co-optimize the Wuhan Spike sequence for translatability and manufacturability, and results are compared with commercial SARS-COV-2 vaccine sequences.

Journal: bioRxiv

Article Title: A Universal, AI-based Design Framework for Efficient Manufacturing of mRNA Therapeutics

doi: 10.64898/2026.03.09.710039

Figure Lengend Snippet: A. A DNA library of 1 million templates that contain 100% of all possible 11-mers is used as input for pooled in vitro transcription (IVT) using different manufacturing processes to create eight IVT-RNA pools. B. Oxford Nanopore Technology Sequencing is used to quantify full-length, (untruncated) DNA and IVT-RNA templates (3 and 8 pools, respectively). The sequencing depths generated are used to calculate a pseudoyield (PY), representative of the amount of full-length (untruncated) IVT-RNA produced per DNA template. C. PY values from the 1M DNA library are used to train, validate and test a Multi-scale Attention Projection Network (MAP-Net), that accurately predicts the PY of unknown DNA templates. MAP-Net is then used within a Genetic Algorithm that generates new synonymously mutated templates with different predicted PY for any DNA template. D. The MAP-Net-based genetic algorithm is used on DNA templates for two real-world mRNA products, hSpCas9 and XBB.8 Spike, generating for each 4 synonymous templates with predicted PYs higher (2) and lower (2) than the starting template. Yields measured for full-length transcripts in individual IVT experiments validate MAP-Net PY predictions. E . The same Genetic Algorithm is now used with MAP-Net and RiboNN as fitness functions to co-optimize the Wuhan Spike sequence for translatability and manufacturability, and results are compared with commercial SARS-COV-2 vaccine sequences.

Article Snippet: To prepare libraries for Illumina sequencing in order to determine transcription stoppage sites, a modified version of NEB small RNA library preparation (E7330) protocol was adopted.

Techniques: In Vitro, Sequencing, Generated, Produced

A : GO term enrichment of the 100 primary transcripts in the human transcriptome with the lowest manufacturability score; shown are the 4 terms with the most significant p-values. B, C : distribution of transcription initiation rates (b) or transcription elongation rates (c) for primary human transcripts with top or bottom 10% predicted PY. D : Predicted PY and TE in the human transcriptome for 19761 primary transcripts from the ENSEMBL database; dotted lines delimit low-medium-high manufacturability (gray) and translatability (orange); numbers in each cell indicate the corresponding number of human transcripts. E : Predicted PY and TE for different codon optimizations of the Spike protein CDS from the SARS-CoV-2 Wuhan-Hu-1strain; wild type sequence (black), codon-optimized sequences using seven commercial software products (grey, see Methods 10.4), BioNTech (orange) and Moderna (blue) commercial vaccine sequences, co-optimized sequences using a genetic algorithm based on MAP-Net and RiboNN (green).

Journal: bioRxiv

Article Title: A Universal, AI-based Design Framework for Efficient Manufacturing of mRNA Therapeutics

doi: 10.64898/2026.03.09.710039

Figure Lengend Snippet: A : GO term enrichment of the 100 primary transcripts in the human transcriptome with the lowest manufacturability score; shown are the 4 terms with the most significant p-values. B, C : distribution of transcription initiation rates (b) or transcription elongation rates (c) for primary human transcripts with top or bottom 10% predicted PY. D : Predicted PY and TE in the human transcriptome for 19761 primary transcripts from the ENSEMBL database; dotted lines delimit low-medium-high manufacturability (gray) and translatability (orange); numbers in each cell indicate the corresponding number of human transcripts. E : Predicted PY and TE for different codon optimizations of the Spike protein CDS from the SARS-CoV-2 Wuhan-Hu-1strain; wild type sequence (black), codon-optimized sequences using seven commercial software products (grey, see Methods 10.4), BioNTech (orange) and Moderna (blue) commercial vaccine sequences, co-optimized sequences using a genetic algorithm based on MAP-Net and RiboNN (green).

Article Snippet: To prepare libraries for Illumina sequencing in order to determine transcription stoppage sites, a modified version of NEB small RNA library preparation (E7330) protocol was adopted.

Techniques: Sequencing, Software