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1.
J Plast Reconstr Aesthet Surg ; 91: 268-275, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38430863

ABSTRACT

BACKGROUND: Apart from the skin, little is known about the immunological processes in deeper tissues, which are typically not accessible to biopsy and inspection, of vascularized composite allografts (VCAs). Face transplant patients develop prominent adenopathy shortly after transplantation that resolves over time. The mechanisms underlying this process are not understood. MATERIALS AND METHODS: A retrospective cohort study was conducted on 9 patients who underwent 10 facial VCAs at the Brigham and Women's Hospital, Boston, MA, between April 2009 and July 2019. Clinical, radiological, and histological data related to lymphadenopathy of the head and neck were reviewed. RESULTS: Patients who received donor-derived lymph nodes (LNs) developed bilateral lymphadenopathy of the submental or submandibular superficial LNs. Median time of presentation was POD18 (range POD6-POM3). Notably, bilateral adenopathy of the neck was not observed in later stages of follow-up (mean follow-up, 115 months). Histology of 3 LNs showed increased histiocytes and apoptosis, with the features reminiscent of necrotizing histiocytic lymphadenitis, and B and T lymphocytes (mostly CD8 + T) admixed with CD163 + histiocytes and dendritic cells. Molecular chimerism analysis in one case showed the coexistence of donor (81%) and recipient (19%) derived lymphocytes. Granzyme B (GZMB) expression confirmed the presence of increased cytotoxic T cells in this LN sample. CONCLUSION: Our data suggested the involvement of an immunological process within the donor-derived LNs after facial allotransplantation between the recipient and donor cells. GZMB expression suggested LN rejection that can occurred independently of skin rejection. This finding supports the need to better define the role of donor-derived immune cells in the context of allograft rejection.


Subject(s)
Composite Tissue Allografts , Lymphadenopathy , Vascularized Composite Allotransplantation , Humans , Female , Retrospective Studies , Graft Survival , Graft Rejection , Vascularized Composite Allotransplantation/adverse effects , Lymph Nodes , Lymphadenopathy/pathology
2.
J Invest Dermatol ; 144(7): 1534-1543.e2, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38272206

ABSTRACT

Recessive dystrophic epidermolysis bullosa (RDEB) is a severely debilitating disorder caused by pathogenic variants in COL7A1 and is characterized by extreme skin fragility, chronic inflammation, and fibrosis. A majority of patients with RDEB develop squamous cell carcinoma, a highly aggressive skin cancer with limited treatment options currently available. In this study, we utilized an approach leveraging whole-genome sequencing and RNA sequencing across 3 different tissues in a single patient with RDEB to gain insight into possible mechanisms of RDEB-associated squamous cell carcinoma progression and to identify potential therapeutic options. As a result, we identified PLK-1 as a possible candidate for targeted therapy and discovered microsatellite instability and accelerated aging as factors potentially contributing to the aggressive nature and early onset of RDEB squamous cell carcinoma. By integrating multitissue genomic and transcriptomic analyses in a single patient, we demonstrate the promise of bridging the gap between genomic research and clinical applications for developing tailored therapies for patients with rare genetic disorders such as RDEB.


Subject(s)
Carcinoma, Squamous Cell , Collagen Type VII , Epidermolysis Bullosa Dystrophica , Microsatellite Instability , Skin Neoplasms , Humans , Aging/genetics , Aging/pathology , Carcinoma, Squamous Cell/genetics , Carcinoma, Squamous Cell/pathology , Collagen Type VII/genetics , Epidermolysis Bullosa Dystrophica/genetics , Epidermolysis Bullosa Dystrophica/pathology , Skin/pathology , Skin Neoplasms/genetics , Skin Neoplasms/pathology , Whole Genome Sequencing
3.
Cancers (Basel) ; 15(16)2023 Aug 16.
Article in English | MEDLINE | ID: mdl-37627156

ABSTRACT

High-grade serous ovarian cancer (HGSOC) is responsible for the majority of gynecology cancer-related deaths. Patients in remission often relapse with more aggressive forms of disease within 2 years post-treatment. Alternative immuno-oncology (IO) strategies, such as immune checkpoint blockade (ICB) targeting the PD-(L)1 signaling axis, have proven inefficient so far. Our aim is to utilize epigenetic modulators to maximize the benefit of personalized IO combinations in ex vivo 3D patient-derived platforms and in vivo syngeneic models. Using patient-derived tumor ascites, we optimized an ex vivo 3D screening platform (PDOTS), which employs autologous immune cells and circulating ascites-derived tumor cells, to rapidly test personalized IO combinations. Most importantly, patient responses to platinum chemotherapy and poly-ADP ribose polymerase inhibitors in 3D platforms recapitulate clinical responses. Furthermore, similar to clinical trial results, responses to ICB in PDOTS tend to be low and positively correlated with the frequency of CD3+ immune cells and EPCAM+/PD-L1+ tumor cells. Thus, the greatest response observed with anti-PD-1/anti-PD-L1 immunotherapy alone is seen in patient-derived HGSOC ascites, which present with high levels of systemic CD3+ and PD-L1+ expression in immune and tumor cells, respectively. In addition, priming with epigenetic adjuvants greatly potentiates ICB in ex vivo 3D testing platforms and in vivo tumor models. We further find that epigenetic priming induces increased tumor secretion of several key cytokines known to augment T and NK cell activation and cytotoxicity, including IL-6, IP-10 (CXCL10), KC (CXCL1), and RANTES (CCL5). Moreover, epigenetic priming alone and in combination with ICB immunotherapy in patient-derived PDOTS induces rapid upregulation of CD69, a reliable early activation of immune markers in both CD4+ and CD8+ T cells. Consequently, this functional precision medicine approach could rapidly identify personalized therapeutic combinations able to potentiate ICB, which is a great advantage, especially given the current clinical difficulty of testing a high number of potential combinations in patients.

4.
J Exp Med ; 220(10)2023 10 02.
Article in English | MEDLINE | ID: mdl-37432393

ABSTRACT

Immune-related adverse events (irAEs) are a notable complication of PD-1 cancer immunotherapy. A better understanding of how these iatrogenic diseases compare with naturally arising autoimmune diseases is needed for treatment and monitoring of irAEs. We identified differences in anti-PD-1-induced type 1 diabetes (T1D) and spontaneous T1D in non-obese diabetic (NOD) mice by performing single-cell RNA-seq and TCR-seq on T cells from the pancreas, pancreas-draining lymph node (pLN), and blood of mice with PD-1-induced T1D or spontaneous T1D. In the pancreas, anti-PD-1 resulted in expansion of terminally exhausted/effector-like CD8+ T cells, an increase in T-bethi CD4+FoxP3- T cells, and a decrease in memory CD4+FoxP3- and CD8+ T cells in contrast to spontaneous T1D. Notably, anti-PD-1 caused increased TCR sharing between the pancreas and the periphery. Moreover, T cells in the blood of anti-PD-1-treated mice expressed markers that differed from spontaneous T1D, suggesting that the blood may provide a window to monitor irAEs rather than relying exclusively on the autoimmune target organ.


Subject(s)
Diabetes Mellitus, Type 1 , Animals , Mice , Mice, Inbred NOD , Pancreas , Forkhead Transcription Factors , Receptors, Antigen, T-Cell
5.
Front Immunol ; 14: 1179355, 2023.
Article in English | MEDLINE | ID: mdl-37266446

ABSTRACT

Vascularized composite allotransplantation (VCA) is an evolving field of reconstructive surgery that has revolutionized the treatment of patients with devastating injuries, including those with limb losses or facial disfigurement. The transplanted units are typically comprised of different tissue types, including skin, mucosa, blood and lymphatic vasculature, muscle, and bone. It is widely accepted that the antigenicity of some VCA components, such as skin, is particularly potent in eliciting a strong recipient rejection response following transplantation. The fine line between tolerance and rejection of the graft is orchestrated by different cell types, including both donor and recipient-derived lymphocytes, macrophages, and other immune and donor-derived tissue cells (e.g., endothelium). Here, we delineate the role of different cell and tissue types during VCA rejection. Rejection of VCA grafts and the necessity of life-long multidrug immunosuppression remains one of the major challenges in this field. This review sheds light on recent developments in decoding the cellular signature of graft rejection in VCA and how these may, ultimately, influence the clinical management of VCA patients by way of novel therapies that target specific cellular processes.


Subject(s)
Vascularized Composite Allotransplantation , Humans , Vascularized Composite Allotransplantation/adverse effects , Immune Tolerance , Immunosuppression Therapy , Transplantation, Homologous , Graft Rejection
6.
Am J Transplant ; 23(7): 1058-1061, 2023 07.
Article in English | MEDLINE | ID: mdl-37037378

ABSTRACT

Vascularized composite allografts (VCAs) of faces and extremities are subject to chronic rejection that is incompletely understood. Here we report on immunoproteomic evaluation of a full facial VCA removed 88 months after transplantation due to chronic rejection. CD8-positive T cells of donor (graft) origin infiltrate deep intragraft arteries in apposition to degenerating endothelium of chimeric recipient origin in association with arteriosclerotic alterations. Digital spatial proteomic profiling highlighted proteins expressed by activated cytotoxic T cells and macrophages as well as pathway components involved in atherogenic responses, including Indoleamine 2,3-Dioxygenase 1 (IDO1) and Stimulator of Interferon Response CGAMP Interactor (STING). Chronic facial VCA rejection thus involves T cell/macrophage-mediated accelerated arteriosclerosis not normally represented in punch biopsies and potentially driven by persistent graft-resident effector T cells and recipient target endothelium that chimerically repopulates graft arteries.


Subject(s)
Composite Tissue Allografts , Facial Transplantation , Vascularized Composite Allotransplantation , Graft Survival , Proteomics , Composite Tissue Allografts/transplantation , Graft Rejection/etiology , Graft Rejection/pathology
7.
Int J Mol Sci ; 24(3)2023 Feb 02.
Article in English | MEDLINE | ID: mdl-36769164

ABSTRACT

Epigenetic DNA modification by 5-hydroxymethylcytosine (5hmC), generated by the Ten-eleven translocation (TET) dioxygenases, regulates diverse biological functions in many organ tissues, including the mammalian eye. For example, 5hmC has been shown to be involved in epigenetic regulation of retinal gene expression. However, a functional role of 5hmC in corneal differentiation has not been investigated to date. Here, we examined 5hmC and TET function in the human cornea. We found 5hmC highly expressed in MUC16-positive terminally differentiated cells that also co-expressed the 5hmC-generating enzyme TET2. TET2 knockdown (KD) in cultured corneal epithelial cells led to significant reductions of 5hmC peak distributions and resulted in transcriptional repression of molecular pathways involved in corneal differentiation, as evidenced by downregulation of MUC4, MUC16, and Keratin 12. Additionally, integrated TET2 KD RNA-seq and genome-wide Reduced Representation Hydroxymethylation Profiling revealed novel epigenetically regulated genes expressed by terminally differentiated cells, including KRT78, MYEOV, and MAL. In aggregate, our findings reveal a novel function of TET2 in the epigenetic regulation of corneal epithelial gene expression and identify novel TET2-controlled genes expressed in differentiated corneal epithelial cells. These results point to potential roles for TET2 induction strategies to enhance treatment of corneal diseases associated with abnormal epithelial maturation.


Subject(s)
Dioxygenases , Epigenesis, Genetic , Humans , 5-Methylcytosine/metabolism , Cell Differentiation/genetics , Cornea/metabolism , Dioxygenases/genetics , Dioxygenases/metabolism , DNA Methylation , DNA-Binding Proteins/metabolism , Mammals/metabolism , Proto-Oncogene Proteins/metabolism
8.
Cell Rep ; 40(6): 111166, 2022 08 09.
Article in English | MEDLINE | ID: mdl-35947947

ABSTRACT

The corneal epithelium is renowned for high regenerative potential, which is dependent on the coordinated function of its diverse progenitor subpopulations. However, the molecular pathways governing corneal epithelial progenitor differentiation are incompletely understood. Here, we identify a highly proliferative limbal epithelial progenitor subpopulation characterized by expression of basal cell adhesion molecule (BCAM) that is capable of holocone formation and corneal epithelial sheet generation. BCAM-positive cells can be found among ABCB5-positive limbal stem cells (LSCs) as well as among ABCB5-negative limbal epithelial cell populations. Mechanistically, we show that BCAM is functionally required for cellular migration and differentiation and that its expression is regulated by the transcription factor p63. In aggregate, our study identifies limbal BCAM expression as a marker of highly proliferative corneal epithelial progenitor cells and defines the role of BCAM as a critical molecular mediator of corneal epithelial differentiation.


Subject(s)
Epithelium, Corneal , Limbus Corneae , Cell Differentiation , Cells, Cultured , Cornea , Epithelial Cells/metabolism , Limbus Corneae/metabolism , Stem Cells/metabolism
9.
Ocul Surf ; 23: 197-200, 2022 01.
Article in English | MEDLINE | ID: mdl-34653711

ABSTRACT

PURPOSE: Coronavirus disease 2019 (COVID-19) is caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV2). While the ocular surface is considered one of the major SARS-CoV2 transmission routes, the specific cellular tropism of SARS-CoV2 is not fully understood. In the current study, we evaluated the expression and regulation of two SARS-CoV2 viral entry proteins, TMPRSS2 and ACE2, in human ocular epithelial cells and stem cells. METHODS: TMPRSS2 and ACE2 expression in ABCB5-positive limbal stem cells (LSCs) were assessed by RNAseq, flow cytometry and immunohistochemistry. PAX6, TMPRSS2, and ACE2 mRNA expression values were obtained from the GSE135455 and DRA002960 RNA-seq datasets. siRNA-mediated PAX6 knockdown (KD) was performed in limbal and conjunctival epithelial cells. TMPRSS2 and ACE2 expression in the PAX6 KD cells was analyzed by qRT-PCR and Western blot. RESULTS: We found that ABCB5-positive LSCs express high levels of TMPRSS2 and ACE2 compared to ABCB5-negative limbal epithelial cells. Mechanistically, gene knockout and overexpression models revealed that the eye transcription factor PAX6 negatively regulates TMPRSS2 expression. Therefore, low levels of PAX6 in ABCB5-positive LSCs promote TMPRSS2 expression, and high levels of TMPRSS2 and ACE2 expression by LSCs indicate enhanced susceptibility to SARS-CoV2 infection in this stem cell population. CONCLUSIONS: Our study points to a need for COVID-19 testing of LSCs derived from donor corneas before transplantation to patients with limbal stem cell deficiency. Furthermore, our findings suggest that expandable human ABCB5+ LSC cultures might represent a relevant novel model system for studying cellular SARS-CoV2 viral entry mechanisms and evaluating related targeting strategies.


Subject(s)
COVID-19 , RNA, Viral , ATP Binding Cassette Transporter, Subfamily B , COVID-19 Testing , Humans , SARS-CoV-2 , Stem Cells , Viral Proteins , Virus Internalization
10.
Lab Invest ; 101(5): 636-647, 2021 05.
Article in English | MEDLINE | ID: mdl-33299127

ABSTRACT

Activating transcription factor 3 (ATF-3), a cyclic AMP-dependent transcription factor, has been shown to play a regulatory role in melanoma, although its function during tumor progression remains unclear. Here, we demonstrate that ATF-3 exhibits tumor suppressive function in melanoma. Specifically, ATF-3 nuclear expression was significantly diminished with melanoma progression from nevi to primary to metastatic patient melanomas, correlating low expression with poor prognosis. Significantly low expression of ATF-3 was also found in cultured human metastatic melanoma cell lines. Importantly, overexpression of ATF-3 in metastatic melanoma cell lines significantly inhibited cell growth, migration, and invasion in vitro; as well as abrogated tumor growth in a human melanoma xenograft mouse model in vivo. RNA sequencing analysis revealed downregulation of ERK and AKT pathways and upregulation in apoptotic-related genes in ATF-3 overexpressed melanoma cell lines, which was further validated by Western-blot analysis. In summary, this study demonstrated that diminished ATF-3 expression is associated with melanoma virulence and thus provides a potential target for novel therapies and prognostic biomarker applications.


Subject(s)
Activating Transcription Factor 3/metabolism , Melanoma/metabolism , Animals , Apoptosis , Female , Humans , MAP Kinase Signaling System , Melanoma, Experimental/metabolism , Mice, Nude , Oncogene Protein v-akt/metabolism , Phosphorylation , Retrospective Studies
11.
J Biol Chem ; 295(22): 7774-7788, 2020 05 29.
Article in English | MEDLINE | ID: mdl-32317280

ABSTRACT

Glioblastoma multiforme (GBM) is a malignant brain tumor with a poor prognosis resulting from tumor resistance to anticancer therapy and a high recurrence rate. Compelling evidence suggests that this is driven by subpopulations of cancer stem cells (CSCs) with tumor-initiating potential. ABC subfamily B member 5 (ABCB5) has been identified as a molecular marker for distinct subsets of chemoresistant tumor-initiating cell populations in diverse human malignancies. In the current study, we examined the potential role of ABCB5 in growth and chemoresistance of GBM. We found that ABCB5 is expressed in primary GBM tumors, in which its expression was significantly correlated with the CSC marker protein CD133 and with overall poor survival. Moreover, ABCB5 was also expressed by CD133-positive CSCs in the established human U-87 MG, LN-18, and LN-229 GBM cell lines. Antibody- or shRNA-mediated functional ABCB5 blockade inhibited proliferation and survival of GBM cells and sensitized them to temozolomide (TMZ)-induced apoptosis in vitro Likewise, in in vivo human GBM xenograft experiments with immunodeficient mice, mAb treatment inhibited growth of mutant TP53, WT PTEN LN-229 tumors, and sensitized LN-229 tumors to TMZ therapy. Mechanistically, we demonstrate that ABCB5 blockade inhibits TMZ-induced G2/M arrest and augments TMZ-mediated cell death. Our results identify ABCB5 as a GBM chemoresistance marker and point to the potential utility of targeting ABCB5 to improve current GBM therapies.


Subject(s)
ATP Binding Cassette Transporter, Subfamily B , Antibodies, Neoplasm/pharmacology , Apoptosis/drug effects , Brain Neoplasms , Drug Resistance, Neoplasm/drug effects , G2 Phase Cell Cycle Checkpoints/drug effects , Glioblastoma , M Phase Cell Cycle Checkpoints/drug effects , Neoplasm Proteins , RNA, Small Interfering , Temozolomide/pharmacology , ATP Binding Cassette Transporter, Subfamily B/antagonists & inhibitors , ATP Binding Cassette Transporter, Subfamily B/genetics , ATP Binding Cassette Transporter, Subfamily B/metabolism , Animals , Brain Neoplasms/drug therapy , Brain Neoplasms/genetics , Brain Neoplasms/metabolism , Brain Neoplasms/pathology , Cell Line, Tumor , Drug Resistance, Neoplasm/genetics , Female , Glioblastoma/drug therapy , Glioblastoma/genetics , Glioblastoma/metabolism , Glioblastoma/pathology , Humans , Mice , Neoplasm Proteins/antagonists & inhibitors , Neoplasm Proteins/genetics , Neoplasm Proteins/metabolism , RNA, Small Interfering/genetics , RNA, Small Interfering/pharmacology , Xenograft Model Antitumor Assays
12.
J Invest Dermatol ; 140(6): 1266-1275.e3, 2020 06.
Article in English | MEDLINE | ID: mdl-31837302

ABSTRACT

Epigenetic regulation has a profound influence on stem cell fate during normal development in maintenance of physiologic tissue homeostasis. Here we report diminished ten-eleven translocation (TET) methylcytosine dioxygenase expression and loss of the DNA hydroxymethylation mark 5-hydroxymethylcytosine (5-hmC) in keratinocyte stem cells and transit amplifying cells in human psoriasis and in imiquimod-induced murine psoriasis. Loss of 5-hmC was associated with dysregulated keratinocyte stem cell kinetics, resulting in accumulation of nestin and FABP5-expressing transit amplifying cells to produce classic psoriatic epidermal architecture. Moreover, 5-hmC loss was accompanied by diminished TET1 and TET2 mRNA expression. Genome-wide mapping of epidermal 5-hmC in murine psoriasis revealed loci-specific loss of 5-hmC in genes regulating stem cell homeostasis, including MBD1, RTN1, STRN4, PRKD2, AKT1, and MAPKAP2, as well as those associated with RAR and Wnt/ß-catenin signaling pathways. In vitro restoration of TET expression by ascorbic acid was accomplished in cultured human keratinocyte stem cells to show similar Ca++-induced differentiation, resulting in increased 5-hmC levels and reduced nestin expression. To our knowledge, an epigenetic deficiency in psoriasis with relevance to stem cell dysregulation has not been previously reported. This observation raises the possibility that epigenetic modifiers that impact on the TET-5-hmC pathway may be a relevant approach of heretofore unappreciated therapeutic utility.


Subject(s)
DNA Methylation , Epigenesis, Genetic , Psoriasis/genetics , 5-Methylcytosine/metabolism , Animals , DNA-Binding Proteins/metabolism , Dioxygenases , Disease Models, Animal , Down-Regulation , Female , Histone Code/genetics , Humans , Keratinocytes/pathology , Mice , Mixed Function Oxygenases/metabolism , Primary Cell Culture , Proto-Oncogene Proteins/metabolism , Psoriasis/pathology , Sequence Analysis, DNA , Stem Cells/pathology
13.
Fluids Barriers CNS ; 15(1): 9, 2018 Apr 04.
Article in English | MEDLINE | ID: mdl-29615068

ABSTRACT

BACKGROUND: X-linked adrenoleukodystrophy (X-ALD) is caused by mutations in the ABCD1 gene. 40% of X-ALD patients will convert to the deadly childhood cerebral form (ccALD) characterized by increased permeability of the brain endothelium that constitutes the blood-brain barrier (BBB). Mutation information and molecular markers investigated to date are not predictive of conversion. Prior reports have focused on toxic metabolic byproducts and reactive oxygen species as instigators of cerebral inflammation and subsequent immune cell invasion leading to BBB breakdown. This study focuses on the BBB itself and evaluates differences in brain endothelium integrity using cells from ccALD patients and wild-type (WT) controls. METHODS: The blood-brain barrier of ccALD patients and WT controls was modeled using directed differentiation of induced pluripotent stem cells (iPSCs) into induced brain microvascular endothelial cells (iBMECs). Immunocytochemistry and PCR confirmed characteristic expression of brain microvascular endothelial cell (BMEC) markers. Barrier properties of iBMECs were measured via trans-endothelial electrical resistance (TEER), sodium fluorescein permeability, and frayed junction analysis. Electron microscopy and RNA-seq were used to further characterize disease-specific differences. Oil-Red-O staining was used to quantify differences in lipid accumulation. To evaluate whether treatment with block copolymers of poly(ethylene oxide) and poly(propylene oxide) (PEO-PPO) could mitigate defective properties, ccALD-iBMECs were treated with PEO-PPO block copolymers and their barrier properties and lipid accumulation levels were quantified. RESULTS: iBMECs from patients with ccALD had significantly decreased TEER (2592 ± 110 Ω cm2) compared to WT controls (5001 ± 172 Ω cm2). They also accumulated lipid droplets to a greater extent than WT-iBMECs. Upon treatment with a PEO-PPO diblock copolymer during the differentiation process, an increase in TEER and a reduction in lipid accumulation were observed for the polymer treated ccALD-iBMECs compared to untreated controls. CONCLUSIONS: The finding that BBB integrity is decreased in ccALD and can be rescued with block copolymers opens the door for the discovery of BBB-specific molecular markers that can indicate the onset of ccALD and has therapeutic implications for preventing the conversion to ccALD.


Subject(s)
Adrenoleukodystrophy/metabolism , Blood-Brain Barrier/metabolism , Endothelial Cells/metabolism , Microvessels/metabolism , Models, Biological , Adrenoleukodystrophy/drug therapy , Adrenoleukodystrophy/pathology , Blood-Brain Barrier/drug effects , Blood-Brain Barrier/pathology , Capillary Permeability , Cell Culture Techniques , Cell Differentiation , Cell Line , Electric Impedance , Endothelial Cells/drug effects , Endothelial Cells/pathology , Humans , Induced Pluripotent Stem Cells/drug effects , Induced Pluripotent Stem Cells/metabolism , Induced Pluripotent Stem Cells/pathology , Lipid Droplets/drug effects , Lipid Droplets/metabolism , Lipid Droplets/pathology , Microvessels/drug effects , Microvessels/pathology , Neuroprotective Agents/pharmacology , Polymers/pharmacology , Transcriptome
14.
PLoS Comput Biol ; 14(4): e1006053, 2018 04.
Article in English | MEDLINE | ID: mdl-29630593

ABSTRACT

Single-cell RNA sequencing (scRNA-seq) has been widely applied to discover new cell types by detecting sub-populations in a heterogeneous group of cells. Since scRNA-seq experiments have lower read coverage/tag counts and introduce more technical biases compared to bulk RNA-seq experiments, the limited number of sampled cells combined with the experimental biases and other dataset specific variations presents a challenge to cross-dataset analysis and discovery of relevant biological variations across multiple cell populations. In this paper, we introduce a method of variance-driven multitask clustering of single-cell RNA-seq data (scVDMC) that utilizes multiple single-cell populations from biological replicates or different samples. scVDMC clusters single cells in multiple scRNA-seq experiments of similar cell types and markers but varying expression patterns such that the scRNA-seq data are better integrated than typical pooled analyses which only increase the sample size. By controlling the variance among the cell clusters within each dataset and across all the datasets, scVDMC detects cell sub-populations in each individual experiment with shared cell-type markers but varying cluster centers among all the experiments. Applied to two real scRNA-seq datasets with several replicates and one large-scale droplet-based dataset on three patient samples, scVDMC more accurately detected cell populations and known cell markers than pooled clustering and other recently proposed scRNA-seq clustering methods. In the case study applied to in-house Recessive Dystrophic Epidermolysis Bullosa (RDEB) scRNA-seq data, scVDMC revealed several new cell types and unknown markers validated by flow cytometry. MATLAB/Octave code available at https://github.com/kuanglab/scVDMC.


Subject(s)
Epidermolysis Bullosa Dystrophica/genetics , Algorithms , Animals , Case-Control Studies , Cluster Analysis , Collagen Type VII/genetics , Computational Biology , Computer Simulation , Embryonic Stem Cells/cytology , Embryonic Stem Cells/metabolism , Gene Expression Profiling/methods , Genetic Markers , High-Throughput Nucleotide Sequencing/methods , Humans , Leukocytes, Mononuclear/cytology , Leukocytes, Mononuclear/metabolism , Lung/cytology , Lung/metabolism , Machine Learning , Mice , Models, Genetic , RNA/genetics , Sequence Analysis, RNA/methods , Single-Cell Analysis/methods
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