Review




Structured Review

Johns Hopkins HealthCare deep sequencing microarray
Analysis of global gene expression in Krt16-null footpad lesions and comparison to human PC cases. (A) Volcano plot depicting differentially expressed genes in Krt16-null paw skin lesions relative to WT controls. (B) Top 10 genes differentially regulated in Krt16-null paw skin from established paw lesions compared to WT littermate controls. (C) Validation of downregulated genes identified by <t>microarray</t> analysis by RT-qPCR in Krt16-null paw skin lesions. N = 4 mice/genotype. Error bars are SEM. *P < 0.05, **P < 0.01. (D) Overlap in the significantly changed genes that are upregulated between Krt16-null paw skin lesions and KRT16 human cases. (E) Overlap in the significantly changed genes that are downregulated between Krt16-null paw skin lesions and KRT16 human cases. (F) Overlap in the significantly changed genes that are upregulated between Krt16-null paw skin lesions and KRT6 human cases. (G) Overlap in the significantly changed genes that are downregulated between Krt16-null paw skin lesions and KRT6 human cases. Boxes for (D)–(G) list common genes between mouse and human data sets (listed in alphabetical order).
Deep Sequencing Microarray, supplied by Johns Hopkins HealthCare, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/deep+sequencing/deep+sequencing+and+microarray+core/pmc06602407-531-41-39
Average 90 stars, based on 1 article reviews
deep sequencing microarray - by Bioz Stars, 2026-09
90/100 stars

Images

1) Product Images from "Altered keratinocyte differentiation is an early driver of keratin mutation-based palmoplantar keratoderma"

Article Title: Altered keratinocyte differentiation is an early driver of keratin mutation-based palmoplantar keratoderma

Journal: Human Molecular Genetics

doi: 10.1093/hmg/ddz050

Analysis of global gene expression in Krt16-null footpad lesions and comparison to human PC cases. (A) Volcano plot depicting differentially expressed genes in Krt16-null paw skin lesions relative to WT controls. (B) Top 10 genes differentially regulated in Krt16-null paw skin from established paw lesions compared to WT littermate controls. (C) Validation of downregulated genes identified by microarray analysis by RT-qPCR in Krt16-null paw skin lesions. N = 4 mice/genotype. Error bars are SEM. *P < 0.05, **P < 0.01. (D) Overlap in the significantly changed genes that are upregulated between Krt16-null paw skin lesions and KRT16 human cases. (E) Overlap in the significantly changed genes that are downregulated between Krt16-null paw skin lesions and KRT16 human cases. (F) Overlap in the significantly changed genes that are upregulated between Krt16-null paw skin lesions and KRT6 human cases. (G) Overlap in the significantly changed genes that are downregulated between Krt16-null paw skin lesions and KRT6 human cases. Boxes for (D)–(G) list common genes between mouse and human data sets (listed in alphabetical order).
Figure Legend Snippet: Analysis of global gene expression in Krt16-null footpad lesions and comparison to human PC cases. (A) Volcano plot depicting differentially expressed genes in Krt16-null paw skin lesions relative to WT controls. (B) Top 10 genes differentially regulated in Krt16-null paw skin from established paw lesions compared to WT littermate controls. (C) Validation of downregulated genes identified by microarray analysis by RT-qPCR in Krt16-null paw skin lesions. N = 4 mice/genotype. Error bars are SEM. *P < 0.05, **P < 0.01. (D) Overlap in the significantly changed genes that are upregulated between Krt16-null paw skin lesions and KRT16 human cases. (E) Overlap in the significantly changed genes that are downregulated between Krt16-null paw skin lesions and KRT16 human cases. (F) Overlap in the significantly changed genes that are upregulated between Krt16-null paw skin lesions and KRT6 human cases. (G) Overlap in the significantly changed genes that are downregulated between Krt16-null paw skin lesions and KRT6 human cases. Boxes for (D)–(G) list common genes between mouse and human data sets (listed in alphabetical order).

Techniques Used: Gene Expression, Comparison, Biomarker Discovery, Microarray, Quantitative RT-PCR

Related Articles

Sequencing:

Article Title: An evolutionarily conserved olfactory receptor is required for sex differences in blood pressure
Article Snippet: .. Sequencing was performed by the Johns Hopkins Transcriptomics and Deep Sequencing Core and analyzed by Resphera Biosciences as previously ( ). ..

Article Title: Three-dimensional chromatin reorganization regulates B cell development during ageing.
Article Snippet: .. Fan and S. De at the NIA Computational Biology and Genomics Core, C. Sherman-Baust in the Laboratory of Molecular Biology and Immunology (LMBI) at NIA, and L. Orzolek at the Transcriptomics and Deep Sequencing Core in Johns Hopkins Medicine for their support with Illumina sequencing. ..

Article Title: A combination treatment based on drug repurposing demonstrates mutation-agnostic efficacy in pre-clinical retinopathy models.
Article Snippet: On-column DNAase digestion (Qiagen RNase-Free DNase; cat # 79254) was used to remove any genomic DNA contamination from the sample. .. RNA samples were sent to the Deep Sequencing and Microarray Core (Johns Hopkins University, USA) for quality control, library preparation, and sequencing. .. Briefly, polyadenylated RNA was selected from the total RNA samples using OligodT conjugated magnetic beads and prepared for sequencing according to the Illumina TruSeq RNA Sample Preparation Kit v2 (# RS-1222001, Illumina).

Article Title: Hypoxia induces ROS-resistant memory upon reoxygenation in vivo promoting metastasis in part via MUC1-C.
Article Snippet: We are grateful for being selected for the 2018 Core Coins grant program offered by the Johns Hopkins Experimental and Computational Genomics Core (ECGC). .. We thank Linda Orzolek of the Johns Hopkins Medical Institutions Deep Sequencing and Microarray Core Facility for technical assistance. ..

Transcriptomics:

Article Title: An evolutionarily conserved olfactory receptor is required for sex differences in blood pressure
Article Snippet: .. Sequencing was performed by the Johns Hopkins Transcriptomics and Deep Sequencing Core and analyzed by Resphera Biosciences as previously ( ). ..

Article Title: Three-dimensional chromatin reorganization regulates B cell development during ageing.
Article Snippet: .. Fan and S. De at the NIA Computational Biology and Genomics Core, C. Sherman-Baust in the Laboratory of Molecular Biology and Immunology (LMBI) at NIA, and L. Orzolek at the Transcriptomics and Deep Sequencing Core in Johns Hopkins Medicine for their support with Illumina sequencing. ..

Article Title: Activity-regulated gene expression across cell types of the mouse hippocampus.
Article Snippet: .. We thank the Johns Hopkins University Sidney Kimmel Comprehensive Cancer Center (SKCCC) Flow Cytometry Core and the Johns Hopkins University Single Cell and Transcriptomics Core for supporting snRNA-seq experiments. .. This project was supported by the Lieber Institute for Brain Development, National Institutes of Health awards R21MH118725 (KM), R01MH105592 (KM), and Chan Zuckerberg Initiative DAF, an advised fund of Silicon Valley Community Foundation CZF2019-002443 (Stephanie C. Hicks).

other:

Article Title: Single-cell RNA sequencing reveals dysregulated POSTN+WNT5A+ fibroblast subclusters in prurigo nodularis.
Article Snippet: Jay R. Patel, MD, Marina Z. Joel, BS, Kevin K. Lee, BS, Anusha Kambala, BS, Hannah Cornman, BS, Olusola Oladipo, PHD, Matthew Taylor, Brenda Umenita Imo, MS, Emily Z. Ma, BS, Jaya Manjunath, BS, Alexander L. Kollhoff, MD, June Deng, Varsha Parthasarathy, MD, Karen Cravero, Melika Marani, Mindy Szeto, Ryan Zhao, Sreenidhi Sankararaman, Ruixiang Li, Shanae Henry, Thomas Pritchard, MS, Vito Rebecca, Madan M. Kwatra, MD, Won Jin Ho, MD, Xinzhong Dong, Sewon Kang, Shawn G. Kwatra, MD

Article Title: FOXM1 cooperates with ERα to regulate functional β-cell mass.
Article Snippet: The transcription factor forkhead box (FOX)M1 regulates b-cell proliferation and insulin secretion.. Our previous work demonstrates that expressing a constitutively active form of FOXM1 (FOXM1 ) in b-cells increases b-cell function, proliferation, and mass in male mice.. However, in contrast to what is observed in males, we demonstrate here that in female mice expression of FOXM1 in b-cells does not affect b-cell proliferation or glucose tolerance.

Article Title: DNA polymerase θ protects leukemia cells from metabolically induced DNA damage.
Article Snippet: Key Points Abstract Introduction Methods Results Discussion Acknowledgments Authorship References Author notes Advertisement intended for health care professionals 4/24/25, 4:37 AM DNA polymerase θ protects leukemia cells from metabolically induced DNA damage | Blood | American Society of Hematology https://ashpublications.org/blood/article/141/19/2372/493945/DNA-polymerase-protects-leukemia-cells-from 3/41 Skip to Main Content Subjects: Leukemia cells accumulate DNA damage, but altered DNA repair mechanisms protect them from apoptosis.. We showed here that formaldehyde generated by serine/1-carbon cycle metabolism contributed to the accumulation of toxic DNA-protein crosslinks (DPCs) in leukemia cells, especially in driver clones harboring oncogenic tyrosine kinases (OTKs: FLT3(internal tandem duplication [ITD]), JAK2(V617F), BCR-ABL1).. To counteract this e ect, OTKs enhanced the expression of DNA polymerase theta (POLθ) via ERK1/2 serine/threonine kinase-dependent inhibition of c-CBL E3 ligase-mediated ubiquitination of POLθ and its proteasomal degradation.

Microarray:

Article Title: A combination treatment based on drug repurposing demonstrates mutation-agnostic efficacy in pre-clinical retinopathy models.
Article Snippet: On-column DNAase digestion (Qiagen RNase-Free DNase; cat # 79254) was used to remove any genomic DNA contamination from the sample. .. RNA samples were sent to the Deep Sequencing and Microarray Core (Johns Hopkins University, USA) for quality control, library preparation, and sequencing. .. Briefly, polyadenylated RNA was selected from the total RNA samples using OligodT conjugated magnetic beads and prepared for sequencing according to the Illumina TruSeq RNA Sample Preparation Kit v2 (# RS-1222001, Illumina).

Article Title: Hypoxia induces ROS-resistant memory upon reoxygenation in vivo promoting metastasis in part via MUC1-C.
Article Snippet: We are grateful for being selected for the 2018 Core Coins grant program offered by the Johns Hopkins Experimental and Computational Genomics Core (ECGC). .. We thank Linda Orzolek of the Johns Hopkins Medical Institutions Deep Sequencing and Microarray Core Facility for technical assistance. ..

Control:

Article Title: A combination treatment based on drug repurposing demonstrates mutation-agnostic efficacy in pre-clinical retinopathy models.
Article Snippet: On-column DNAase digestion (Qiagen RNase-Free DNase; cat # 79254) was used to remove any genomic DNA contamination from the sample. .. RNA samples were sent to the Deep Sequencing and Microarray Core (Johns Hopkins University, USA) for quality control, library preparation, and sequencing. .. Briefly, polyadenylated RNA was selected from the total RNA samples using OligodT conjugated magnetic beads and prepared for sequencing according to the Illumina TruSeq RNA Sample Preparation Kit v2 (# RS-1222001, Illumina).

Flow Cytometry:

Article Title: Activity-regulated gene expression across cell types of the mouse hippocampus.
Article Snippet: .. We thank the Johns Hopkins University Sidney Kimmel Comprehensive Cancer Center (SKCCC) Flow Cytometry Core and the Johns Hopkins University Single Cell and Transcriptomics Core for supporting snRNA-seq experiments. .. This project was supported by the Lieber Institute for Brain Development, National Institutes of Health awards R21MH118725 (KM), R01MH105592 (KM), and Chan Zuckerberg Initiative DAF, an advised fund of Silicon Valley Community Foundation CZF2019-002443 (Stephanie C. Hicks).

Single Cell:

Article Title: Activity-regulated gene expression across cell types of the mouse hippocampus.
Article Snippet: .. We thank the Johns Hopkins University Sidney Kimmel Comprehensive Cancer Center (SKCCC) Flow Cytometry Core and the Johns Hopkins University Single Cell and Transcriptomics Core for supporting snRNA-seq experiments. .. This project was supported by the Lieber Institute for Brain Development, National Institutes of Health awards R21MH118725 (KM), R01MH105592 (KM), and Chan Zuckerberg Initiative DAF, an advised fund of Silicon Valley Community Foundation CZF2019-002443 (Stephanie C. Hicks).



Similar Products

86
Annoroad Gene Technology Co Ltd deep dna sequencing
Deep Dna Sequencing, supplied by Annoroad Gene Technology Co Ltd, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/deep+sequencing/sequencing/pm42280751-280-17-6
Average 86 stars, based on 1 article reviews
deep dna sequencing - by Bioz Stars, 2026-09
86/100 stars
  Buy from Supplier

86
Adaptive Biotechnologies Corp bulk deep sequencing
Bulk Deep Sequencing, supplied by Adaptive Biotechnologies Corp, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/deep+sequencing/cell+cell+clones+deep+g12d+kras+receptor+sequencing+specific+sup+sup+t+t+tcr+v%CE%B2/pm42249801-193-0-19
Average 86 stars, based on 1 article reviews
bulk deep sequencing - by Bioz Stars, 2026-09
86/100 stars
  Buy from Supplier

86
Novo Nordisk raddim pacbio revio deep sequencing data analysis
<t>RADDIM</t> creates random duplications or deletions at one random position within a circular DNA molecule. ( A ) Illustration of the RADDIM workflow when starting from a plasmid template. Illustration created with BioRender.com . ( B ) An ExoChase-treated pUC19 plasmid (Fig. ) containing a CcdB toxin gene was nicked on the forward DNA-strand by the site-specific nickase Nt.BbvCI. The resulting double-nicked plasmids were incubated with Bst DNAP, with or without either the 5′–3′ single-strand-specific RecJ exonuclease, or the 3′–5′ single-strand-specific Thermolabile Exonuclease I, to determine if single-strand exonucleases could remove unwanted DNA-amplifications during a convergent nick-translation reaction. ( C ) Characterization of the DNA-ends that were created by a convergent nick-translation reaction using Bst DNAP and either RecJ or Thermolabile Exo I (Fig. ). ConNickTra linearized plasmids were purified and T7 DNAP was used to repair all DNA-ends. Next, T4 DNA ligase was used to re-circularize the linear plasmids, which were transformed into CcdB-sensitive E. coli cells. This selected for plasmids with a mutation in the ccdB toxin gene. The ccdB gene of 40 successfully sequenced plasmids from the RecJ library ( n = 40), and 39 successfully sequenced plasmids from the Thermolabile Exo I library ( n = 39) were sequenced by single-colony Sanger <t>sequencing.</t> ( D ) A synthetic 196 bp dsDNA fragment was incubated together with Bst DNAP alone, and/or Thermolabile Exo I, for 3 h with or without 1 mM MnCl 2 , to evaluate if manganese could reprogram the Bst DNAP and/or ExoI to degrade the ends of linear DNA molecules. ( E ) A pUC19 plasmid containing a CcdB toxin gene was randomly linearized by a ConNickTra reaction using Bst DNAP and ExoI, followed by an addition of 1 mM MnCl 2 for 10–30 min. After a T7 DNAP-mediated DNA end-repair, and a T4 DNA ligase-mediated re-circularization, plasmids were transformed into CcdB-sensitive E. coli cells. ( F ) The ccdB gene of 25 successfully sequenced plasmids from the 10 min library ( n = 25), 21 plasmids from the 20 min library ( n = 21), and 22 successfully sequenced plasmids from the 30 min library ( n = 22) were analyzed by single-colony Sanger sequencing.
Raddim Pacbio Revio Deep Sequencing Data Analysis, supplied by Novo Nordisk, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/deep+sequencing/rna+sequencing/pmc13010153-354-1-26
Average 86 stars, based on 1 article reviews
raddim pacbio revio deep sequencing data analysis - by Bioz Stars, 2026-09
86/100 stars
  Buy from Supplier

86
Novogene deep sequencing
Profiling of ovarian senescence-associated miRNA expression by transcriptome <t>sequencing</t> across multiple laying ages (350–700 d). (A) PCA revealed a distinct separation among the three groups, n = 3. (B) Heatmap of top 30 DEMs across the period, n = 3. (C-E) Volcano plot depicted DEMs in pairwise comparisons among the 350 d, 500 d, and 700 d groups, n = 3.
Deep Sequencing, supplied by Novogene, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/deep+sequencing/sequencing/pmc12906189-53-42-47
Average 86 stars, based on 1 article reviews
deep sequencing - by Bioz Stars, 2026-09
86/100 stars
  Buy from Supplier

86
Azenta read deep sequencing
Profiling of ovarian senescence-associated miRNA expression by transcriptome <t>sequencing</t> across multiple laying ages (350–700 d). (A) PCA revealed a distinct separation among the three groups, n = 3. (B) Heatmap of top 30 DEMs across the period, n = 3. (C-E) Volcano plot depicted DEMs in pairwise comparisons among the 350 d, 500 d, and 700 d groups, n = 3.
Read Deep Sequencing, supplied by Azenta, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/deep+sequencing/analysis+deep+sequencing/pm41501077-224-19-22
Average 86 stars, based on 1 article reviews
read deep sequencing - by Bioz Stars, 2026-09
86/100 stars
  Buy from Supplier

86
Azenta ampliconez targeted amplicon deep sequencing
Profiling of ovarian senescence-associated miRNA expression by transcriptome <t>sequencing</t> across multiple laying ages (350–700 d). (A) PCA revealed a distinct separation among the three groups, n = 3. (B) Heatmap of top 30 DEMs across the period, n = 3. (C-E) Volcano plot depicted DEMs in pairwise comparisons among the 350 d, 500 d, and 700 d groups, n = 3.
Ampliconez Targeted Amplicon Deep Sequencing, supplied by Azenta, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/deep+sequencing/amplicon+sequencing/pmc12948676-228-4-9
Average 86 stars, based on 1 article reviews
ampliconez targeted amplicon deep sequencing - by Bioz Stars, 2026-09
86/100 stars
  Buy from Supplier

86
Adaptive Biotechnologies Corp immunoseq mmtcrb deep sequencing platform
Profiling of ovarian senescence-associated miRNA expression by transcriptome <t>sequencing</t> across multiple laying ages (350–700 d). (A) PCA revealed a distinct separation among the three groups, n = 3. (B) Heatmap of top 30 DEMs across the period, n = 3. (C-E) Volcano plot depicted DEMs in pairwise comparisons among the 350 d, 500 d, and 700 d groups, n = 3.
Immunoseq Mmtcrb Deep Sequencing Platform, supplied by Adaptive Biotechnologies Corp, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/deep+sequencing/immunoseq+platform/pmc12893904-317-24-29
Average 86 stars, based on 1 article reviews
immunoseq mmtcrb deep sequencing platform - by Bioz Stars, 2026-09
86/100 stars
  Buy from Supplier

86
Azenta deep sequencing
Profiling of ovarian senescence-associated miRNA expression by transcriptome <t>sequencing</t> across multiple laying ages (350–700 d). (A) PCA revealed a distinct separation among the three groups, n = 3. (B) Heatmap of top 30 DEMs across the period, n = 3. (C-E) Volcano plot depicted DEMs in pairwise comparisons among the 350 d, 500 d, and 700 d groups, n = 3.
Deep Sequencing, supplied by Azenta, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/deep+sequencing/analysis+deep+sequencing/pm41402316-468-54-58
Average 86 stars, based on 1 article reviews
deep sequencing - by Bioz Stars, 2026-09
86/100 stars
  Buy from Supplier

Image Search Results


RADDIM creates random duplications or deletions at one random position within a circular DNA molecule. ( A ) Illustration of the RADDIM workflow when starting from a plasmid template. Illustration created with BioRender.com . ( B ) An ExoChase-treated pUC19 plasmid (Fig. ) containing a CcdB toxin gene was nicked on the forward DNA-strand by the site-specific nickase Nt.BbvCI. The resulting double-nicked plasmids were incubated with Bst DNAP, with or without either the 5′–3′ single-strand-specific RecJ exonuclease, or the 3′–5′ single-strand-specific Thermolabile Exonuclease I, to determine if single-strand exonucleases could remove unwanted DNA-amplifications during a convergent nick-translation reaction. ( C ) Characterization of the DNA-ends that were created by a convergent nick-translation reaction using Bst DNAP and either RecJ or Thermolabile Exo I (Fig. ). ConNickTra linearized plasmids were purified and T7 DNAP was used to repair all DNA-ends. Next, T4 DNA ligase was used to re-circularize the linear plasmids, which were transformed into CcdB-sensitive E. coli cells. This selected for plasmids with a mutation in the ccdB toxin gene. The ccdB gene of 40 successfully sequenced plasmids from the RecJ library ( n = 40), and 39 successfully sequenced plasmids from the Thermolabile Exo I library ( n = 39) were sequenced by single-colony Sanger sequencing. ( D ) A synthetic 196 bp dsDNA fragment was incubated together with Bst DNAP alone, and/or Thermolabile Exo I, for 3 h with or without 1 mM MnCl 2 , to evaluate if manganese could reprogram the Bst DNAP and/or ExoI to degrade the ends of linear DNA molecules. ( E ) A pUC19 plasmid containing a CcdB toxin gene was randomly linearized by a ConNickTra reaction using Bst DNAP and ExoI, followed by an addition of 1 mM MnCl 2 for 10–30 min. After a T7 DNAP-mediated DNA end-repair, and a T4 DNA ligase-mediated re-circularization, plasmids were transformed into CcdB-sensitive E. coli cells. ( F ) The ccdB gene of 25 successfully sequenced plasmids from the 10 min library ( n = 25), 21 plasmids from the 20 min library ( n = 21), and 22 successfully sequenced plasmids from the 30 min library ( n = 22) were analyzed by single-colony Sanger sequencing.

Journal: Nucleic Acids Research

Article Title: High-throughput methods enabling random duplications, deletions, or nucleotide-constrained mutagenesis of entire DNA motifs

doi: 10.1093/nar/gkag236

Figure Lengend Snippet: RADDIM creates random duplications or deletions at one random position within a circular DNA molecule. ( A ) Illustration of the RADDIM workflow when starting from a plasmid template. Illustration created with BioRender.com . ( B ) An ExoChase-treated pUC19 plasmid (Fig. ) containing a CcdB toxin gene was nicked on the forward DNA-strand by the site-specific nickase Nt.BbvCI. The resulting double-nicked plasmids were incubated with Bst DNAP, with or without either the 5′–3′ single-strand-specific RecJ exonuclease, or the 3′–5′ single-strand-specific Thermolabile Exonuclease I, to determine if single-strand exonucleases could remove unwanted DNA-amplifications during a convergent nick-translation reaction. ( C ) Characterization of the DNA-ends that were created by a convergent nick-translation reaction using Bst DNAP and either RecJ or Thermolabile Exo I (Fig. ). ConNickTra linearized plasmids were purified and T7 DNAP was used to repair all DNA-ends. Next, T4 DNA ligase was used to re-circularize the linear plasmids, which were transformed into CcdB-sensitive E. coli cells. This selected for plasmids with a mutation in the ccdB toxin gene. The ccdB gene of 40 successfully sequenced plasmids from the RecJ library ( n = 40), and 39 successfully sequenced plasmids from the Thermolabile Exo I library ( n = 39) were sequenced by single-colony Sanger sequencing. ( D ) A synthetic 196 bp dsDNA fragment was incubated together with Bst DNAP alone, and/or Thermolabile Exo I, for 3 h with or without 1 mM MnCl 2 , to evaluate if manganese could reprogram the Bst DNAP and/or ExoI to degrade the ends of linear DNA molecules. ( E ) A pUC19 plasmid containing a CcdB toxin gene was randomly linearized by a ConNickTra reaction using Bst DNAP and ExoI, followed by an addition of 1 mM MnCl 2 for 10–30 min. After a T7 DNAP-mediated DNA end-repair, and a T4 DNA ligase-mediated re-circularization, plasmids were transformed into CcdB-sensitive E. coli cells. ( F ) The ccdB gene of 25 successfully sequenced plasmids from the 10 min library ( n = 25), 21 plasmids from the 20 min library ( n = 21), and 22 successfully sequenced plasmids from the 30 min library ( n = 22) were analyzed by single-colony Sanger sequencing.

Article Snippet: The RADDIM PacBio Revio deep sequencing data analysis and the Python scripts used to calculate the theoretical mutational landscapes possible with NSM are available from the Novo Nordisk Foundation Center for Biosustainability (DTU Biosustain) GitHub for this project ( https://github.com/biosustain/raddim ) and on Zenodo ( https://doi.org/10.5281/zenodo.18863538 ).

Techniques: Plasmid Preparation, Incubation, Nick Translation, Purification, Transformation Assay, Mutagenesis, Sequencing

RADDIM allows for in-frame and multi-residue InDels enabling functional protein structure modifications. ( A ) Illustration of an alternative RADDIM workflow to insert random DNA sequences into a RADDIM library by ligating a random DNA sequence oligo library to ConNickTra linearized plasmids, followed by a T7 DNAP-mediated DNA-end-repair/fill-in. Illustration created with BioRender.com . ( B ) Representative β-lactamase compensatory mutations able to restore phenotypic ampicillin resistance of the enzymatically inactivated (A40P and R41W) TEM-1 protein, superimposed onto the wild-type TEM-1 protein structure (PDB: 1ZG4). Red spheres = original inactivating mutations (A40P and R41W), Green spheres = compensatory AA substitutions. Purple marking = site of multi-residue compensatory deletion. Brown marking = site of multi-residue compensatory insertions.

Journal: Nucleic Acids Research

Article Title: High-throughput methods enabling random duplications, deletions, or nucleotide-constrained mutagenesis of entire DNA motifs

doi: 10.1093/nar/gkag236

Figure Lengend Snippet: RADDIM allows for in-frame and multi-residue InDels enabling functional protein structure modifications. ( A ) Illustration of an alternative RADDIM workflow to insert random DNA sequences into a RADDIM library by ligating a random DNA sequence oligo library to ConNickTra linearized plasmids, followed by a T7 DNAP-mediated DNA-end-repair/fill-in. Illustration created with BioRender.com . ( B ) Representative β-lactamase compensatory mutations able to restore phenotypic ampicillin resistance of the enzymatically inactivated (A40P and R41W) TEM-1 protein, superimposed onto the wild-type TEM-1 protein structure (PDB: 1ZG4). Red spheres = original inactivating mutations (A40P and R41W), Green spheres = compensatory AA substitutions. Purple marking = site of multi-residue compensatory deletion. Brown marking = site of multi-residue compensatory insertions.

Article Snippet: The RADDIM PacBio Revio deep sequencing data analysis and the Python scripts used to calculate the theoretical mutational landscapes possible with NSM are available from the Novo Nordisk Foundation Center for Biosustainability (DTU Biosustain) GitHub for this project ( https://github.com/biosustain/raddim ) and on Zenodo ( https://doi.org/10.5281/zenodo.18863538 ).

Techniques: Residue, Functional Assay, Sequencing

Deep sequencing confirms the diversity of RADDIM-generated InDel libraries. ( A ) Size distribution of insertions and deletions across a RADDIM plasmid library and the location of all variants (insertions and deletions) that are 1 nt and >1 nt in length. InDels are shown by their start position in the 5′–3′ direction in the plasmid sequence. Positive values represent insertions and negative values represent deletions. CAT = chloramphenicol acetyltransferase, tCYC1 = transcriptional terminator of iso-1-cytochrome c from S. cerevisiae , ori = pUC19 origin-of-replication, BLA* = inactivated (A40P and R41W) β-lactamase (TEM-1), CcdB = bacterial DNA gyrase toxin, CcdA* = inactivated cognate immunity protein of CcdB. ( B ) Illustration of the plasmid linearization mechanisms attained by combining the ExoChase and ConNickTra methods, enabling random and singular double-stranded DNA-breaks to be enriched within only one half of a plasmid molecule, down-stream of the site-specific DNA-nick. Illustration created with BioRender.com . ( C ) Quantification of all identified deletions ranging from 1 to 30 nt in length. ( D ) Quantification of all identified insertions ranging from 1 to 30 nt in length. ( E ) The number of identified mismatches for all insertions ranging from 2 to 30 nt in length.

Journal: Nucleic Acids Research

Article Title: High-throughput methods enabling random duplications, deletions, or nucleotide-constrained mutagenesis of entire DNA motifs

doi: 10.1093/nar/gkag236

Figure Lengend Snippet: Deep sequencing confirms the diversity of RADDIM-generated InDel libraries. ( A ) Size distribution of insertions and deletions across a RADDIM plasmid library and the location of all variants (insertions and deletions) that are 1 nt and >1 nt in length. InDels are shown by their start position in the 5′–3′ direction in the plasmid sequence. Positive values represent insertions and negative values represent deletions. CAT = chloramphenicol acetyltransferase, tCYC1 = transcriptional terminator of iso-1-cytochrome c from S. cerevisiae , ori = pUC19 origin-of-replication, BLA* = inactivated (A40P and R41W) β-lactamase (TEM-1), CcdB = bacterial DNA gyrase toxin, CcdA* = inactivated cognate immunity protein of CcdB. ( B ) Illustration of the plasmid linearization mechanisms attained by combining the ExoChase and ConNickTra methods, enabling random and singular double-stranded DNA-breaks to be enriched within only one half of a plasmid molecule, down-stream of the site-specific DNA-nick. Illustration created with BioRender.com . ( C ) Quantification of all identified deletions ranging from 1 to 30 nt in length. ( D ) Quantification of all identified insertions ranging from 1 to 30 nt in length. ( E ) The number of identified mismatches for all insertions ranging from 2 to 30 nt in length.

Article Snippet: The RADDIM PacBio Revio deep sequencing data analysis and the Python scripts used to calculate the theoretical mutational landscapes possible with NSM are available from the Novo Nordisk Foundation Center for Biosustainability (DTU Biosustain) GitHub for this project ( https://github.com/biosustain/raddim ) and on Zenodo ( https://doi.org/10.5281/zenodo.18863538 ).

Techniques: Sequencing, Generated, Plasmid Preparation

RADDIM enables a random duplication or deletion of entire regulatory DNA motifs. ( A ) Illustration of the last steps in the RADDIM workflow when starting from a linear PCR-product (Fig. ). Illustration created with BioRender.com . Relative mNeonGreen fluorescent protein expression by S. cerevisiae cells transformed with RADDIM-mutated ( B ) pACT1 ( n = 90) or ( C ) pTEF1 promoter variants ( n = 86) following a FACS of top 1% of fluorescent cells. ( D ) Relative mNeonGreen fluorescent protein expression by reconstituted pACT1 and pTEF1 promoter variants ( n = 3). Statistical significance was calculated by two-way ANOVA with ns: P > 0.05, *: P ≤ 0.05, **: P ≤ 0.005, ***: P ≤ 0.0005, and ****: P ≤ 0.0001. ( E) Relative mNeonGreen fluorescent protein expression by wild-type pACT1 and pTEF1 promoters ( n = 3). Statistical significance was calculated by unpaired t -test with ns: P > 0.05 and *: P ≤ 0.0001.

Journal: Nucleic Acids Research

Article Title: High-throughput methods enabling random duplications, deletions, or nucleotide-constrained mutagenesis of entire DNA motifs

doi: 10.1093/nar/gkag236

Figure Lengend Snippet: RADDIM enables a random duplication or deletion of entire regulatory DNA motifs. ( A ) Illustration of the last steps in the RADDIM workflow when starting from a linear PCR-product (Fig. ). Illustration created with BioRender.com . Relative mNeonGreen fluorescent protein expression by S. cerevisiae cells transformed with RADDIM-mutated ( B ) pACT1 ( n = 90) or ( C ) pTEF1 promoter variants ( n = 86) following a FACS of top 1% of fluorescent cells. ( D ) Relative mNeonGreen fluorescent protein expression by reconstituted pACT1 and pTEF1 promoter variants ( n = 3). Statistical significance was calculated by two-way ANOVA with ns: P > 0.05, *: P ≤ 0.05, **: P ≤ 0.005, ***: P ≤ 0.0005, and ****: P ≤ 0.0001. ( E) Relative mNeonGreen fluorescent protein expression by wild-type pACT1 and pTEF1 promoters ( n = 3). Statistical significance was calculated by unpaired t -test with ns: P > 0.05 and *: P ≤ 0.0001.

Article Snippet: The RADDIM PacBio Revio deep sequencing data analysis and the Python scripts used to calculate the theoretical mutational landscapes possible with NSM are available from the Novo Nordisk Foundation Center for Biosustainability (DTU Biosustain) GitHub for this project ( https://github.com/biosustain/raddim ) and on Zenodo ( https://doi.org/10.5281/zenodo.18863538 ).

Techniques: Expressing, Transformation Assay

Profiling of ovarian senescence-associated miRNA expression by transcriptome sequencing across multiple laying ages (350–700 d). (A) PCA revealed a distinct separation among the three groups, n = 3. (B) Heatmap of top 30 DEMs across the period, n = 3. (C-E) Volcano plot depicted DEMs in pairwise comparisons among the 350 d, 500 d, and 700 d groups, n = 3.

Journal: Poultry Science

Article Title: miRNA profiling reveals that gga-let-7i/COL1A2 axis induces cell cycle arrest and triggers cellular senescence to accelerate ovarian aging in laying hens by suppressing the PI3K/AKT/MDM2 pathway

doi: 10.1016/j.psj.2026.106542

Figure Lengend Snippet: Profiling of ovarian senescence-associated miRNA expression by transcriptome sequencing across multiple laying ages (350–700 d). (A) PCA revealed a distinct separation among the three groups, n = 3. (B) Heatmap of top 30 DEMs across the period, n = 3. (C-E) Volcano plot depicted DEMs in pairwise comparisons among the 350 d, 500 d, and 700 d groups, n = 3.

Article Snippet: Gene Ontology ( GO ) enrichment and Kyoto Encyclopedia of Genes and Genomes ( KEGG ) pathway analysis were conducted on the target gene candidates of DEMs through ClusterProfile (for GO analysis) and KOBAS (for KEGG analysis) software. miRNA library construction and deep sequencing were performed by Novogene (Beijing, China).

Techniques: Expressing, Sequencing