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TranScrip Partners single-cell transcription
Single Cell Transcription, supplied by TranScrip Partners, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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Cell Culture:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


Gene Expression:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


Mouse Assay:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


In Vitro:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


Cell Differentiation:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


Flow Cytometry:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


Adoptive Transfer Assay:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


Isolation:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


Ex Vivo:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


RNA Sequencing:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


Real-time Polymerase Chain Reaction:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


Selection:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD


Control:

Article Title: Dissecting endometriosis by single-cell transcriptomic and genomic analysis.
Article Snippet: It is unfortunately commonplace for patients with endometriosis (ectopic growth of endometrium-like tissue, typically in the ovaries or abdominal cavity) to suffer for years with symptoms such as chronic pelvic pain and infertility before they get a diagnosis.. Therapeutic options are limited, and they generally aim to suppress lesion activity rather than eradicate the lesions altogether, which has implications for future fertility and symptom persistence or recurrence.. The scarcity of genome-wide molecular datasets means that endometriosis ranks as one of the most poorly characterized diseases molecularly, which has undoubtedly hindered the development of new ways to shorten the time to diagnosis and treat the disease more effectively.

Article Title: Assessment of the association between prenatal exposure to multiple ambient pollutants and preterm birth: A prospective cohort study in Jinan, east China.
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Retinal ganglion cell-specific genetic regulation in primary open-angle glaucoma
Article Snippet: Nevertheless, recent work of Sridhar et al. demonstrated similar cellular composition between retinal organoids and fetal retina at equivalent stages of development.42 STAR+METHODS Detailed methods are provided in the online version of this paper and include the following: d KEY RESOURCES TABLE d RESOURCE AVAILABILITY B Lead contact B Material availability B Data and code availability d EXPERIMENTAL MODEL AND SUBJECT DETAILS B Participant recruitment d METHOD DETAILS Cell Genomics 2, 100142, June 8, 2022 9 10 Article ll OPEN ACCESS B Fibroblast culture d GENERATION, SELECTION, AND IPSC MAINTENANCE d DIFFERENTIATION OF iPSCs INTO RETINAL ORGANO- IDS d QUANTIFICATION AND STATISTICAL ANALYSIS B Transcriptome profiling of single cells from retinal orga- noids and cell-based quality control d SNP GENOTYPE ANALYSIS AND IMPUTATION d DEMULTIPLEXING OF CELL POOLS INTO INDIVIDUAL DONORS d AGGREGATION, NORMALIZATION AND DIMENSION- ALITY REDUCTION OF SCRNA-SEQ DATASETS d IDENTIFICATION AND ANNOTATION OF CELL SUBPOP- ULATIONS d IDENTIFICATION OF DIFFERENTIATION LINEAGES VIA PSEUDOTIME ANALYSIS d IDENTIFICATION OF CIS-EQTL USING TRANSCRIP- TOME AND GENOTYPE DATA d TRANSCRIPTOME WIDE ASSOCIATION STUDY ANAL- YSIS SUPPLEMENTAL INFORMATION Supplemental information can be found online at https://doi.org/10.1016/j. xgen.2022.100142.

Article Title: Glymphatic system clearance and Alzheimer's disease risk: a CSF proteome-wide study.
Article Snippet: Duan T, Chu J, Hu F. Identification of Peripheral Blood GZMK + CD8 + T Cells As Biomarkers of Alzheimer’s Disease Based on Single‐Cell Transcrip‐ tome.

Article Title: Tissue-Specific Human Extracellular Matrix Scaffolds Promote Pancreatic Tumour Progression and Chemotherapy Resistance.
Article Snippet: Upregulated genes in cells cultured on liver scaffolds relative to pancreatic scaffolds were compared with the transcrip- Cells 2022, 11, 3652 11 of 23 tomes of PDAC samples classified according to the gene expression subtypes described by Moffitt et al. [33] from The Cancer Genome Atlas (TCGA) [34].

Article Title: A single-nucleus and spatial transcriptomic atlas of the COVID-19 liver reveals topological, functional, and regenerative organ disruption in patients.
Article Snippet: Lee D, Cheng A, Lawlor N, Bolisetty M, Ucar D. Detection of correlated hidden factors from single cell transcrip‐ tomes using Iteratively Adjusted‐SVA (IA‐SVA).

Article Title: Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD.
Article Snippet: Resource Single-cell dissection of the human motor and prefrontal cortices in ALS and FTLD




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(a-d) t-SNE performed on (a) PBMC immune frequencies, (b) PBMC gene expression, (c) immune frequencies and gene expression combined, and (d) plasma proteomics. (e) Clustering of transcriptomic data from our study and the Human Protein Atlas. (f) Distribution of Euclidean distance in transcriptomic profiles between collected samples (i) from the same participant within the first year (visit 1-4), (ii) from the same participant between year 1 and year 2 (visit 5-6), and (iii) from different participants. Wilcoxon tests were used for statistical analysis (ns, not significant; ****, P < 0.0001). (g) Euclidean distance between each transcriptomic profile from the last visit and the sample collected during the first year, divided into (i) pairs of samples from the same individual (light blue) and (ii) pairs of samples from different participants (red). (h) Distribution of intraclass correlation coefficient of immune cell profiling, transcriptomic and plasma proteomics. (i) Intraclass correlation coefficient of all 53 immune populations. (j) Intra- and inter-individual coefficients of variation of gene expression. (k) Examples of genes, immune populations and proteins showing individual expression profiles. Samples are colored according to their expression levels at visit 1 (orange: 0-25%, green: 25–50%, blue: 50–75%, purple: 75–100%). The highlighted dots indicate the median level of the corresponding group at that visit.

Journal: bioRxiv

Article Title: Systems-level longitudinal immune profiling reveals individualized immunotypes and genetic associations

doi: 10.64898/2026.03.21.713378

Figure Lengend Snippet: (a-d) t-SNE performed on (a) PBMC immune frequencies, (b) PBMC gene expression, (c) immune frequencies and gene expression combined, and (d) plasma proteomics. (e) Clustering of transcriptomic data from our study and the Human Protein Atlas. (f) Distribution of Euclidean distance in transcriptomic profiles between collected samples (i) from the same participant within the first year (visit 1-4), (ii) from the same participant between year 1 and year 2 (visit 5-6), and (iii) from different participants. Wilcoxon tests were used for statistical analysis (ns, not significant; ****, P < 0.0001). (g) Euclidean distance between each transcriptomic profile from the last visit and the sample collected during the first year, divided into (i) pairs of samples from the same individual (light blue) and (ii) pairs of samples from different participants (red). (h) Distribution of intraclass correlation coefficient of immune cell profiling, transcriptomic and plasma proteomics. (i) Intraclass correlation coefficient of all 53 immune populations. (j) Intra- and inter-individual coefficients of variation of gene expression. (k) Examples of genes, immune populations and proteins showing individual expression profiles. Samples are colored according to their expression levels at visit 1 (orange: 0-25%, green: 25–50%, blue: 50–75%, purple: 75–100%). The highlighted dots indicate the median level of the corresponding group at that visit.

Article Snippet: Moreover, we downloaded the transcriptomic profiles available from the Human Protein Atlas ( https://www.proteinatlas.org/humanproteome/blood ) and used them to verify the expression patterns of key genes across cell types.

Techniques: Gene Expression, Clinical Proteomics, Expressing

(a) t-SNE sample clustering based on transcriptomic profiles of genes in the PBMC association network. (b) Immune frequencies patterns across the three sample clusters. (c) Distribution of (top) innate immune cell frequencies and (bottom) CD4:CD8 ratio across the three clusters. (d) Immune frequencies of the modules in the PBMC network, divided by sample clusters. (e) Number of up- and down-regulated genes in each module (FDR<0.05) obtained from differential expression analysis between each cluster and the remaining two. (f-h) t-SNE clustering colored based on CD4:CD8+ T cells ratio, and immune frequencies of the B cells, cytotoxic and myeloid modules. (j) (Top) CRP levels of participant P3920. (Bottom) Sample clusters of participants across visits; highlighted in black are the samples from participant P3920. (k) Pattern of clinical variables across the three clusters. (l) Patterns of the 30 proteins with the most significant up-regulation in any of the three clusters. SBP, systolic blood pressure; DBP, diastolic blood pressure; TNT, troponin T; CRP, C-reactive protein; HDL, high density lipoprotein; ALAT, alanine aminotransferase; GGT, gamma-glutamyl transferase. P-values are calculated by Wilcoxon tests in c-d; ns, not significant; * P < 0.05; ** P < 0.01; *** P < 0.001; **** P < 0.0001.

Journal: bioRxiv

Article Title: Systems-level longitudinal immune profiling reveals individualized immunotypes and genetic associations

doi: 10.64898/2026.03.21.713378

Figure Lengend Snippet: (a) t-SNE sample clustering based on transcriptomic profiles of genes in the PBMC association network. (b) Immune frequencies patterns across the three sample clusters. (c) Distribution of (top) innate immune cell frequencies and (bottom) CD4:CD8 ratio across the three clusters. (d) Immune frequencies of the modules in the PBMC network, divided by sample clusters. (e) Number of up- and down-regulated genes in each module (FDR<0.05) obtained from differential expression analysis between each cluster and the remaining two. (f-h) t-SNE clustering colored based on CD4:CD8+ T cells ratio, and immune frequencies of the B cells, cytotoxic and myeloid modules. (j) (Top) CRP levels of participant P3920. (Bottom) Sample clusters of participants across visits; highlighted in black are the samples from participant P3920. (k) Pattern of clinical variables across the three clusters. (l) Patterns of the 30 proteins with the most significant up-regulation in any of the three clusters. SBP, systolic blood pressure; DBP, diastolic blood pressure; TNT, troponin T; CRP, C-reactive protein; HDL, high density lipoprotein; ALAT, alanine aminotransferase; GGT, gamma-glutamyl transferase. P-values are calculated by Wilcoxon tests in c-d; ns, not significant; * P < 0.05; ** P < 0.01; *** P < 0.001; **** P < 0.0001.

Article Snippet: Moreover, we downloaded the transcriptomic profiles available from the Human Protein Atlas ( https://www.proteinatlas.org/humanproteome/blood ) and used them to verify the expression patterns of key genes across cell types.

Techniques: Quantitative Proteomics