4.6 Review

Single-cell transcriptomics in human skin research: available technologies, technical considerations and disease applications

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Developmental Biology

The molecular and phenotypic makeup of fetal human skin T lymphocytes

Rene Reitermaier et al.

Summary: This study describes a new workflow for isolating and expanding significant amounts of T cells from fetal human skin. The characteristics of T cells in fetal skin were determined using multiparametric flow cytometry and immunofluorescence techniques. The molecular state of these cells was characterized using single-cell transcriptomics and TCR repertoire profiling.

DEVELOPMENT (2022)

Article Dermatology

Integrated Analysis of Single-Cell and Spatial Transcriptomics in Keloids: Highlights on Fibrovascular Interactions in Keloid

Joonho Shim et al.

Summary: In this study, single-cell RNA sequencing and spatial transcriptomics were used to uncover the underlying pathophysiology of keloids. The results revealed cellular heterogeneity, cell-cell interactions, and mesenchymal activation of endothelial cells, which may play a role in the development of keloids.

JOURNAL OF INVESTIGATIVE DERMATOLOGY (2022)

Article Multidisciplinary Sciences

Single cell transcriptomic landscape of diabetic foot ulcers

Georgios Theocharidis et al.

Summary: This study utilizes single-cell RNA sequencing to reveal the distribution of specific populations of fibroblasts and macrophages in diabetic foot ulceration (DFU) patients and identifies their crucial roles in wound healing.

NATURE COMMUNICATIONS (2022)

Article Genetics & Heredity

Single-Cell RNA Profiling of Human Skin Reveals Age-Related Loss of Dermal Sheath Cells and Their Contribution to a Juvenile Phenotype

Juliane M. D. Ahlers et al.

Summary: This study reveals the loss of stem cell characteristics in dermal sheath (DS) cells during aging. Several genes, including HES1, COL11A1, MYL4 and CTNNB1, are found to regulate the stem cell characteristics of DS cells. Additionally, the secreted protein Activin A from DS cells is shown to have paracrine effects on keratinocytes and dermal fibroblasts, promoting proliferation and pro-collagen production.

FRONTIERS IN GENETICS (2022)

Review Dermatology

Towards Precision Dermatology: Emerging Role of Proteomic Analysis of the Skin

Gabriella Fredman et al.

Summary: Proteomic analysis of the skin using LC-MS/MS has advanced our understanding of skin structure and function on a molecular level. Studies on healthy skin and skin diseases have the potential to identify biomarkers for diagnosis, patient stratification, and drug development, ultimately enhancing clinical practice and patient outcomes.

DERMATOLOGY (2022)

Article Allergy

Single-cell analysis reveals innate lymphoid cell lineage infidelity in atopic dermatitis

Natalia Alkon et al.

Summary: This study investigates the phenotypic and molecular features of cutaneous innate lymphoid cells (ILCs) to better understand the biological role of these cells. The findings demonstrate the flexibility of the skin immune system, with ILCs in diseased skin expressing genes characteristic of different immune types. This suggests that the skin immune system can adjust its function to adapt to the environment.

JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY (2022)

Article Dermatology

Single-Cell RNA-Sequencing Reveals Lineage-Specific Regulatory Changes of Fibroblasts and Vascular Endothelial Cells in Keloids

Xuanyu Liu et al.

Summary: This research utilized single-cell RNA sequencing to uncover the cellular heterogeneity of keloid tissue, particularly significant expansion of fibroblast and vascular endothelial cell subpopulations. The roles of TGFb and Eph-ephrin signaling pathways in keloids were highlighted, with key regulators like TWIST1, FOXO3, and SMAD3 identified. Additionally, activation of tumor-related pathways in keloid fibroblasts and vascular endothelial cells may contribute to the malignant features of keloids.

JOURNAL OF INVESTIGATIVE DERMATOLOGY (2022)

Article Dermatology

Single-Cell Analysis Reveals Major Histocompatibility Complex II-Expressing Keratinocytes in Pressure Ulcers with Worse Healing Outcomes

Dongqing Li et al.

Summary: This study compared the single-cell transcriptomic profiles of epidermal cells from pressure ulcer (PU) wounds with those from acute wounds and uninjured skin. The researchers identified significant shifts in cell composition and gene expression patterns in PU. They also found that patients with worse healing outcomes had an enrichment of major histocompatibility complex class II-expressing keratinocytes. Furthermore, the study showed that IFN-gamma in PU-derived wound fluid could induce major histocompatibility complex II expression in keratinocytes, which inhibited autologous T-cell activation. T cells from PUs with major histocompatibility complex II+ keratinocytes produced fewer inflammatory cytokines. The study provides insights into PU pathology and the future development of tailored wound therapy.

JOURNAL OF INVESTIGATIVE DERMATOLOGY (2022)

Article Allergy

Treatment of granuloma annulare and suppression of proinflammatory cytokine activity with tofacitinib

Alice Wang et al.

Summary: Single-cell RNA sequencing revealed upregulation of IFN-gamma production by CD41 T cells in GA lesions, which is associated with inflammatory polarization of macrophages and fibroblasts. Treatment with tofacitinib inhibited IFN-gamma, oncostatin M, IL-15, and IL-21 activity, leading to clinical and histologic disease remission in some patients and marked improvement in others. The Janus kinase-signal transducer and activator of transcription pathway is activated in GA, and Janus kinase inhibitors appear to be an effective treatment option.

JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY (2021)

Article Allergy

Single-cell RNA sequencing of psoriatic skin identifies pathogenic Tc17 cell subsets and reveals distinctions between CD8+ T cells in autoimmunity and cancer

Jared Liu et al.

Summary: This study utilized single-cell RNA sequencing to compare the transcriptomic heterogeneity of CD8(+) T cells in psoriatic and healthy skin, identifying several inflammatory subsets enriched in psoriatic skin and two Tc17 cell subsets associated with disease severity. Despite high expression of coinhibitory receptors, the psoriatic Tc17 cells exhibited upregulated cytokine, cytolytic, and metabolic activity, distinguishing them from an exhaustion program observed in melanoma-infiltrating CD8(+) T cells.

JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY (2021)

Article Multidisciplinary Sciences

Developmental cell programs are co-opted in inflammatory skin disease

Gary Reynolds et al.

Summary: The skin establishes a complex cellular network early in embryonic development to provide biophysical and immunological protection. The study found an enrichment of innate immune cells in skin during the first trimester, as well as clonal expansion of disease-associated lymphocytes in atopic dermatitis and psoriasis. Additionally, a reemergence of prenatal vascular endothelial cell and macrophage cellular programs was observed in atopic dermatitis and psoriasis lesional skin.

SCIENCE (2021)

Article Neurosciences

Human cutaneous neurofibroma matrisome revealed by single-cell RNA sequencing

Jean-Philippe Brosseau et al.

Summary: Neurofibromatosis Type I is a genetic syndrome characterized by benign peripheral nerve sheath tumors, with collagen playing a significant role in the neurofibroma. The study revealed that collagen VI is abundant in neurofibromas, secreted mainly by neurofibroma fibroblasts, while classic pro-fibrogenic collagen I myofibroblasts are rare.

ACTA NEUROPATHOLOGICA COMMUNICATIONS (2021)

Article Immunology

Persistence of mature dendritic cells, TH2A, and Tc2 cells characterize clinically resolved atopic dermatitis under IL-4Rα blockade

Christine Bangert et al.

Summary: Therapeutic options for autoimmune diseases typically involve immunosuppressive agents, but sustained clinical benefit is rare. A study on atopic dermatitis patients treated with dupilumab found decreases in skin immune cell counts and normalization of transcriptomic dysregulation. However, specific immune cell populations persisted after clinical remission, indicating a persisting disease memory.

SCIENCE IMMUNOLOGY (2021)

Article Cell Biology

A Single-Cell Transcriptomic Atlas of Human Skin Aging

Zhiran Zou et al.

Summary: Single-cell RNA sequencing of human eyelid skin revealed progressive accumulation of photoaging-related changes and increased chronic inflammation with age. Transcriptional factors involved in the developmental process showed early-onset decline during aging. Inhibition of key transcription factors HES1 and KLF6 compromised cell proliferation, increased inflammation, and accelerated cellular senescence during aging.

DEVELOPMENTAL CELL (2021)

Article Biochemistry & Molecular Biology

Single-cell RNA sequencing reveals markers of disease progression in primary cutaneous T-cell lymphoma

Katharina Rindler et al.

Summary: The study identified a specific panel of biomarkers associated with disease progression in mycosis fungoides (MF) patients, which may be used for monitoring MF disease progression. Altered expression of these genes may underlie the switch in clinical phenotype observed in advanced-stage MF.

MOLECULAR CANCER (2021)

Article Multidisciplinary Sciences

Early-life inflammation primes a T helper 2 cell-fibroblast niche in skin

Ian C. Boothby et al.

Summary: Early-life inflammation can lead to lasting changes in the immune system that confer disease protection or susceptibility. In a mouse skin study, neonatal inflammation was found to cause dysregulation of subcutaneous tissue, with the accumulation of T(H)2 cells and interactions with fibroblasts. This study also identified a T(H)2 cell niche in skin and disease-associated fibroblast populations, suggesting a mechanism of immunological priming through early-life inflammation.

NATURE (2021)

Article Immunology

αβγ8 T cells play a vital role in fetal human skin development and immunity

Rene Reitermaier et al.

Summary: Single-cell analyses identified a naive T cell population expressing specific T cell receptors enriched in fetal skin and intestine. These cells may contribute to early skin development and fetal immune defense, showing fundamental differences in immune surveillance between fetal and adult human skin.

JOURNAL OF EXPERIMENTAL MEDICINE (2021)

Article Multidisciplinary Sciences

Integrated spatial multiomics reveals fibroblast fate during tissue repair

Deshka S. Foster et al.

Summary: This study introduces a multimodal -omics platform to comprehensively study cell populations involved in wound healing across both time and space. By analyzing single cell chromatin landscapes and gene expression states, potential mechanisms controlling fibroblast fate during migration, proliferation, and differentiation following skin injury have been revealed.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2021)

Article Oncology

γδ T Cells in Merkel Cell Carcinomas Have a Proinflammatory Profile Prognostic of Patient Survival

Nicholas A. Gherardin et al.

Summary: Merkel cell carcinomas (MCC) display T-cell infiltrates, with CD4(+) or CD8(+) T cells being the most common, but a significant portion of tumors also have CD4/CD8 double-negative (DN) T-cell infiltrates, which may exhibit characteristics of immune exhaustion. Single-cell RNA sequencing indicates a proinflammatory potential of gamma delta T cells in MCC. High enrichment of DN T-cell infiltrates correlates with improved disease-specific survival and positive responses to anti-PD-1/PD-L1 treatment in some cases, suggesting gamma delta T-cell infiltration could serve as a prognostic biomarker and potential target for therapy.

CANCER IMMUNOLOGY RESEARCH (2021)

Article Immunology

Spontaneously Resolved Atopic Dermatitis Shows Melanocyte and Immune Cell Activation Distinct From Healthy Control Skin

Katharina Rindler et al.

Summary: The study found that the overall cell composition and proteomic profiles of spontaneously healed atopic dermatitis (AD) patients were comparable to healthy controls, without the upregulation of typical AD activity markers. Melanocytes and conventional T-cells in spontaneously healed AD skin may play a role in providing a specific regulatory environment.

FRONTIERS IN IMMUNOLOGY (2021)

Article Genetics & Heredity

Direct Comparative Analyses of 10X Genomics Chromium and Smart-seq2

Xiliang Wang et al.

Summary: This study systematically evaluated the features and limitations of two frequently used single-cell RNA sequencing platforms, 10X Genomics Chromium and Smart-seq2, by comparing their data generated from the same CD45(-) cell samples. Smart-seq2 detected more genes in a cell, especially low abundance and alternatively spliced transcripts, while 10X-based data showed more severe dropout problems but could detect rare cell types. The study provides insights into the characteristics of these technologies and their applications in single-cell transcriptomics.

GENOMICS PROTEOMICS & BIOINFORMATICS (2021)

Review Genetics & Heredity

Profiling Chromatin Accessibility at Single-cell Resolution

Sarthak Sinha et al.

Summary: The review outlines the molecular methods and bioinformatic tools for capturing cell-to-cell chromatin variation using scATAC-seq in a scalable fashion. It also covers joint profiling of chromatin with transcriptome/proteome measurements, computational strategies for multi-omic integration, and predictive bioinformatic tools for inferring chromatin accessibility from single-cell transcriptomic datasets. Methodological refinements that increase power for cell discovery and integrate measurements from multiple modalities will further expand understanding of gene regulation during homeostasis and disease.

GENOMICS PROTEOMICS & BIOINFORMATICS (2021)

Article Allergy

Single-cell transcriptomics applied to emigrating cells from psoriasis elucidate pathogenic versus regulatory immune cell subsets

Jaehwan Kim et al.

Summary: This study utilized single-cell transcriptomics to analyze emigrating cells from the skin, revealing gene expression profiles of pathogenic and regulatory immune cell subsets in individuals with psoriasis. The findings also highlighted differences in key signaling pathways in psoriasis.

JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY (2021)

Article Cell Biology

Single cell transcriptional zonation of human psoriasis skin identifies an alternative immunoregulatory axis conducted by skin resident cells

Yuge Gao et al.

Summary: Psoriasis, the most common skin disease in adults, involves a complex interplay between infiltrating immune cells and local resident skin cells. Studies have shown a potential feedback signaling loop from skin cells to immune cells, with an evolutionally conserved cellular response. Differential gene expression related to psoriasis susceptibility loci and cell types play a crucial role in the development of psoriasis.

CELL DEATH & DISEASE (2021)

Review Medicine, General & Internal

Single-cell transcriptomics: a novel precision medicine technique in nephrology

Jisoo Kim et al.

Summary: Single-cell analysis techniques can clarify key issues in kidney biology and disease pathogenesis, identify disease-related biomarkers and pathways, stratify patients, and determine appropriate treatment methods.

KOREAN JOURNAL OF INTERNAL MEDICINE (2021)

Article Rheumatology

Single-cell transcriptome analysis identifies skin-specific T-cell responses in systemic sclerosis

Alyxzandria M. Gaydosik et al.

Summary: Through single-cell transcriptome analysis, different subsets of T cells in healthy and SSc skin were identified, each associated with distinct signaling pathways. A unique subset of recirculating CXCL13(+) T cells in SSc skin was discovered, expressing a T helper follicular-like gene expression signature and potentially promoting B-cell responses in the inflamed skin of patients.

ANNALS OF THE RHEUMATIC DISEASES (2021)

Article Dermatology

Single-cell RNA sequencing profiling in a patient with discordant primary cutaneous B-cell and T-cell lymphoma reveals micromilieu-driven immune skewing

C. Jonak et al.

Summary: This study utilized single-cell RNA sequencing and T-cell and B-cell receptor sequencing to molecularly characterize a complex type of primary cutaneous lymphoma. The results revealed a patient with concurrent mycosis fungoides (MF) and primary cutaneous follicle centre lymphoma (PCFCL), with distinct immune phenotypes in the two types of lymphoma lesions. The data not only demonstrate the diagnostic potential of single-cell RNA sequencing, but also provide insights into the unique tissue microenvironment shaped by specific clonal populations in clinically distinct types of lymphoma skin lesions.

BRITISH JOURNAL OF DERMATOLOGY (2021)

Article Immunology

Distinct human Langerhans cell subsets orchestrate reciprocal functions and require different developmental regulation

Xiaochun Liu et al.

Summary: This study identified two steady-state (LC1 and LC2) and two activated LC subsets in human skin epidermis and LCs derived from CD34(+) hemopoietic stem cells. LC1 were characterized as classical LCs mainly related to innate immunity and antigen processing, while LC2 were similar to monocytes or myeloid dendritic cells, involving in immune responses and leukocyte activation. These distinct human LC subsets require different developmental regulation and orchestrate reciprocal functions.

IMMUNITY (2021)

Article Biochemistry & Molecular Biology

Single-cell omics: Overview, analysis, and application in biomedical science

Catarina M. Stein et al.

Summary: Single-cell sequencing methods provide high-resolution insight into cellular heterogeneity, serving as powerful tools for scientists. Application of these methods in the biomedical field can help unravel disease pathogenesis.

JOURNAL OF CELLULAR BIOCHEMISTRY (2021)

Article Immunology

Single-cell analysis of human skin identifies CD14+ type 3 dendritic cells co-producing IL1B and IL23A in psoriasis

Satoshi Nakamizo et al.

Summary: This study reveals the molecular characteristics of different macrophage and DC subsets in AD and PSO through single-cell analysis, identifying CD14(+) DC3 as a potential promoter of inflammation in PSO.

JOURNAL OF EXPERIMENTAL MEDICINE (2021)

Article Cell Biology

Human melanocyte development and melanoma dedifferentiation at single-cell resolution

Rachel L. Belote et al.

Summary: This study constructed a single-cell transcriptional map of primary human epidermal melanocytes, revealing distinct subpopulations, dedifferentiation patterns associated with melanoma prognosis, and unique cellular origins of acral melanoma. The research identified anatomical site-specific enrichment of melanocyte subpopulations during gestation that persisted into adulthood, as well as transcriptional programs defining melanocyte differentiation in humans differ from model systems. These differentiation patterns can predict melanoma prognosis and response to immune checkpoint inhibitor therapy.

NATURE CELL BIOLOGY (2021)

Article Immunology

The cellular architecture of the antimicrobial response network in human leprosy granulomas

Feiyang Ma et al.

Summary: The study identified a set of genes involved in antimicrobial responses that are differentially expressed in reversal reactions (RRs) lesions compared to lepromatous leprosy (L-lep) lesions, regulated by interferon-gamma and interleukin-1 beta. By integrating spatial coordinates of key cell types and antimicrobial gene expression, a map depicting the organized architecture of granulomas in RR and T-lep lesions was constructed, showing compositional and functional layers contributing to the antimicrobial response. Modlin and colleagues utilized single-cell RNA sequencing with cellular spatial mapping to examine the architecture of granulomas in leprosy lesions, providing insights from localized disease (tuberculoid leprosy, reversal reaction) to progressive infection (lepromatous leprosy).

NATURE IMMUNOLOGY (2021)

Article Biochemical Research Methods

Ultra-high-throughput single-cell RNA sequencing and perturbation screening with combinatorial fluidic indexing

Paul Datlinger et al.

Summary: The development of 'single-cell combinatorial fluidic indexing' (scifi) allows for cost-effective single-cell sequencing on a massive scale, combining preindexing of entire transcriptomes with single-cell RNA-seq using microfluidics. This approach significantly increases throughput and enables sample multiplexing in a straightforward manner.

NATURE METHODS (2021)

Article Cell Biology

scRNA-seq of human vitiligo reveals complex networks of subclinical immune activation and a role for CCR5 in Treg function

Kyle J. Gellatly et al.

Summary: The study revealed that cytokine signaling plays a critical role in the progression of vitiligo, while regulatory T cells also participate in inhibiting disease development. The CCL5-CCR5 signaling pathway acts as a chemokine circuit between effector CD8(+) T cells and Tregs.

SCIENCE TRANSLATIONAL MEDICINE (2021)

Article Multidisciplinary Sciences

Myofibroblast transcriptome indicates SFRP2hi fibroblast progenitors in systemic sclerosis skin

Tracy Tabib et al.

Summary: Research indicates that dermal myofibroblasts in systemic sclerosis arise in a two-step process from progenitor fibroblasts expressing SFRP2/DPP4. These cells exhibit distinct transcriptome expression patterns, with some showing signs of proliferation. Only a fraction of progenitor cells differentiate into myofibroblasts under the control of various upstream transcription factors.

NATURE COMMUNICATIONS (2021)

Article Multidisciplinary Sciences

Single-cell RNA-seq reveals fibroblast heterogeneity and increased mesenchymal fibroblasts in human fibrotic skin diseases

Cheng-Cheng Deng et al.

Summary: This study examined fibroblast heterogeneity in keloid, a representative of fibrotic skin diseases, using single-cell RNA-seq. The results revealed that keloid fibroblasts could be divided into 4 subpopulations, with an increased percentage of mesenchymal fibroblasts playing a crucial role in collagen overexpression. This increased mesenchymal fibroblast subpopulation was also found in another fibrotic skin disease, scleroderma, suggesting a broad mechanism for skin fibrosis.

NATURE COMMUNICATIONS (2021)

Article Cell Biology

Single-cell transcriptome analysis reveals the dynamics of human immune cells during early fetal skin development

Yingping Xu et al.

Summary: By single-cell RNA sequencing, the research revealed the dynamic changes of immune cells during skin development, providing detailed insight into the establishment of the immune system during embryonic development.

CELL REPORTS (2021)

Article Medicine, Research & Experimental

Single-cell immunophenotyping of the skin lesion erythema migrans identifies IgM memory B cells

Ruoyi Jiang et al.

Summary: Erythema migrans is an early sign of Lyme disease, with abundant B cells in the skin lesions potentially playing a role in local antigen presentation and antibody production. Single-cell gene expression combined with BCR sequencing allows for the study of sparse B cell populations in human skin.

JCI INSIGHT (2021)

Article Medicine, General & Internal

Single-Cell RNA Sequencing Reveals Cellular and Transcriptional Changes Associated With M1 Macrophage Polarization in Hidradenitis Suppurativa

Paula Mariottoni et al.

Summary: Hidradenitis suppurativa (HS) is a chronic inflammatory skin disease characterized by recurrent abscesses, nodules, and sinus tracts in areas of high hair follicle and sweat gland density. The dysregulation of monocytes/macrophages pathways may serve as therapeutic targets and biomarkers in HS treatment.

FRONTIERS IN MEDICINE (2021)

Article Medicine, Research & Experimental

Single-cell transcriptome profiling reveals vascular endothelial cell heterogeneity in human skin

Qingyang Li et al.

Summary: This study utilized single-cell RNA sequencing to investigate the characteristics and heterogeneity of vascular endothelial cells in human dermis, revealing unique features in metabolism, cytokine signaling, chemotaxis, and cell adhesion. Different subtypes of dermal endothelial cells were identified, each showing specific molecular signatures and biological functions. The study demonstrates potential implications for future research on disease-specific alterations of dermal endothelial cells.

THERANOSTICS (2021)

Article Biochemistry & Molecular Biology

Deciphering the functional heterogeneity of skin fibroblasts using single-cell RNA sequencing

Vera Vorstandlechner et al.

FASEB JOURNAL (2020)

Article Biotechnology & Applied Microbiology

Single-cell RNA counting at allele and isoform resolution using Smart-seq3

Michael Hagemann-Jensen et al.

NATURE BIOTECHNOLOGY (2020)

Article Biochemistry & Molecular Biology

A single-cell and single-nucleus RNA-Seq toolbox for fresh and frozen human tumors

Michal Slyper et al.

NATURE MEDICINE (2020)

Review Dermatology

Application of single-cell RNA sequencing on human skin: Technical evolution and challenges

Doyoung Kim et al.

JOURNAL OF DERMATOLOGICAL SCIENCE (2020)

Review Biochemistry & Molecular Biology

Single-cell sequencing techniques from individual to multiomics analyses

Yukie Kashima et al.

EXPERIMENTAL AND MOLECULAR MEDICINE (2020)

Article Multidisciplinary Sciences

Single cell transcriptomics of human epidermis identifies basal stem cell transition states

Shuxiong Wang et al.

NATURE COMMUNICATIONS (2020)

Article Multidisciplinary Sciences

AP-1 and TGFß cooperativity drives non-canonical Hedgehog signaling in resistant basal cell carcinoma

Catherine D. Yao et al.

NATURE COMMUNICATIONS (2020)

Article Biochemistry & Molecular Biology

Single-cell protein analysis by mass spectrometry

Nikolai Slavov

CURRENT OPINION IN CHEMICAL BIOLOGY (2020)

Article Oncology

Single-Cell Lymphocyte Heterogeneity in Advanced Cutaneous T-cell Lymphoma Skin Tumors

Alyxzandria M. Gaydosik et al.

CLINICAL CANCER RESEARCH (2019)

Review Genetics & Heredity

Single-Cell RNA-Seq Technologies and Related Computational Data Analysis

Geng Chen et al.

FRONTIERS IN GENETICS (2019)

Article Biochemistry & Molecular Biology

Cell Type Purification by Single-Cell Transcriptome-Trained Sorting

Chloe S. Baron et al.

Article Biochemical Research Methods

A diffusion-based microfluidic device for single-cell RNA-seq

Mimosa Sarma et al.

LAB ON A CHIP (2019)

Article Dermatology

SFRP2/DPP4 and FMO1/LSP1 Define Major Fibroblast Populations in Human Skin

Tracy Tabib et al.

JOURNAL OF INVESTIGATIVE DERMATOLOGY (2018)

Review Immunology

Single Cell T Cell Receptor Sequencing: Techniques and Future Challenges

Marco De Simone et al.

FRONTIERS IN IMMUNOLOGY (2018)

Article Biochemistry & Molecular Biology

A Cancer Cell Program Promotes T Cell Exclusion and Resistance to Checkpoint Blockade

Livnat Jerby-Arnon et al.

Review Biochemical Research Methods

Tutorial: guidelines for the experimental design of single-cell RNA sequencing studies

Atefeh Lafzi et al.

NATURE PROTOCOLS (2018)

Article Biochemistry & Molecular Biology

Single-cell RNA-sequencing: The future of genome biology is now

Simone Picelli

RNA BIOLOGY (2017)

Article Biochemistry & Molecular Biology

Comparative Analysis of Single-Cell RNA Sequencing Methods

Christoph Ziegenhain et al.

MOLECULAR CELL (2017)

Editorial Material Multidisciplinary Sciences

SINGLE-CELL SEQUENCING MADE SIMPLE

Jeffrey M. Perkel

NATURE (2017)

Article Biochemical Research Methods

Simultaneous epitope and transcriptome measurement in single cells

Marlon Stoeckius et al.

NATURE METHODS (2017)

Article Biochemical Research Methods

Seq-Well: portable, low-cost RNA sequencing of single cells at high throughput

Todd M. Gierahn et al.

NATURE METHODS (2017)

Article Medicine, Research & Experimental

Single cell RNA sequencing to dissect the molecular heterogeneity in lupus nephritis

EVan der et al.

JCI INSIGHT (2017)

Review Dermatology

The dynamic anatomy and patterning of skin

Richard Wong et al.

EXPERIMENTAL DERMATOLOGY (2016)

Article Multidisciplinary Sciences

Dissecting the multicellular ecosystem of metastatic melanoma by single-cell RNA-seq

Itay Tirosh et al.

SCIENCE (2016)

Review Cell Biology

Single Cell Isolation and Analysis

Ping Hu et al.

FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY (2016)

Article Biochemistry & Molecular Biology

Highly Parallel Genome-wide Expression Profiling of Individual Cells Using Nanoliter Droplets

Evan Z. Macosko et al.

Article Biochemical Research Methods

G&T-seq: parallel sequencing of single-cell genomes and transcriptomes

Iain C. Macaulay et al.

NATURE METHODS (2015)

Review Dermatology

High throughput investigative dermatology in 2012 and beyond: A new era beckons

Stephen J. Gilmore

AUSTRALASIAN JOURNAL OF DERMATOLOGY (2013)

Article Biochemical Research Methods

Smart-seq2 for sensitive full-length transcriptome profiling in single cells

Simone Picelli et al.

NATURE METHODS (2013)

Article Biochemical Research Methods

mRNA-Seq whole-transcriptome analysis of a single cell

Fuchou Tang et al.

NATURE METHODS (2009)