Cited by 30Single-cell and spatial transcriptomicsSkin and Cellular Biology ResearchHair Growth and Disorders

Single-cell transcriptomics of human-skin-equivalent organoids

Open access
Stabell, Adam R., Lee, Grace E., Jia, Yunlong, Wong, Kirsten N., Wang, Shuxiong, Ling, Ji, Nguyen, Sandrine D., Sen, George L. +2 more·2023·Cell Reports

Published version of a preprint

Abstract

Several methods for generating human-skin-equivalent (HSE) organoid cultures are in use to study skin biology; however, few studies thoroughly characterize these systems. To fill this gap, we use single-cell transcriptomics to compare in vitro HSEs, xenograft HSEs, and in vivo epidermis. By combining differential gene expression, pseudotime analyses, and spatial localization, we reconstruct HSE keratinocyte differentiation trajectories that recapitulate known in vivo epidermal differentiation pathways and show that HSEs contain major in vivo cellular states. However, HSEs also develop unique keratinocyte states, an expanded basal stem cell program, and disrupted terminal differentiation. Cell-cell communication modeling shows aberrant epithelial-to-mesenchymal transition (EMT)-associated signaling pathways that alter upon epidermal growth factor (EGF) supplementation. Last, xenograft HSEs at early time points post transplantation significantly rescue many in vitro deficits while undergoing a hypoxic response that drives an alternative differentiation lineage. This study highlights the strengths and limitations of organoid cultures and identifies areas for potential innovation.

AI snapshot

Written from the paper’s full text.

TL;DR

Single-cell transcriptomics of human-skin-equivalent (HSE) organoids shows that HSEs recapitulate major in vivo keratinocyte states but also develop unique states, expanded basal programs, disrupted terminal differentiation, and EMT-associated signaling. Xenografting partially rescues these defects while inducing a hypoxia-driven alternative differentiation lineage.

Key findings

  • HSEs contained the major in vivo cellular states, including the full complement of basal states; BAS-I–BAS-IV represented approximately 27.3% of in vivo cells, 55.6% of FibHSEs, and 22.0% of GelHSEs. HSE-specific keratinocytes constituted 0.6% of FibHSEs and 9.3% of GelHSEs, and 10 of 12 cell-type proportions were significantly changed in GelHSEs versus in vivo, while 6 of 12 were changed in FibHSEs.
  • Differentiation was disrupted: HSEs showed expanded KRT14+ layers and mislocalized FLG, LOR, and DSG1; pseudotime and RNA velocity reconstructed a BAS-SPN-GRN trajectory but GelHSE vectors pointed toward the HSE-1 terminus, marked by PSCA in outermost epidermal layers.
  • EMT-associated signaling was abnormal: CellChat detected 18 significant pathways in vivo, HSEs recapitulated 16, and HSEs showed extended networks with 35 pathways in GelHSEs and 36 in FibHSEs. AREG-EGFR signaling was overrepresented, HBEGF-EGFR was reduced, and EMT scores were highest in GelHSEs, followed by FibHSEs and in vivo; EGF removal significantly decreased VIM expression.
  • Xenografted HSEs partially rescued defects: three GelHSEs grafted onto NSG mice for 24 days yielded XENO-1–XENO-3 clusters comprising ~49.2% of xenograft cells; terminal differentiation and cell-cell contacts improved, VIM+ and PSCA+ programs were no longer detected, but hypoxia gene modules were enriched and nuclear HIF1A was significantly higher. Culturing FibHSEs at 3% O2 partially repaired BAS and differentiation programs.

Methods

  • GelHSEs (Matrigel-treated dermis) and FibHSEs (fibroblast-seeded dermis) were grown on devitalized human dermis at an air-liquid interface; day 28 HSEs were subjected to droplet-enabled scRNA-seq, yielding 4,680 cells from two FibHSEs and 4,172 cells from two GelHSEs, then integrated with in vivo neonatal epidermal scRNA-seq. Xenografts used three GelHSEs grafted onto female NSG mice and harvested 24 days later, with cell suspensions pooled before sequencing.
  • Analyses included Seurat clustering/integration, Monocle3 and SoptSC pseudotime/lineage/entropy, scVelo RNA velocity, CellChat cell-cell communication, EMT and hypoxia gene modules, histology, and immunofluorescence. Statistical tests included two-tailed Wilcoxon rank sum, permutation tests, t-tests, and one-way ANOVA with Tukey’s HSD.

Limitations

  • Stated: culture method differences may explain why other studies do not observe FLG and LOR defects; the authors cannot rule out wound repair as the major cause of transcriptional changes in xenograft HSEs; hypoxia was prominent, with in vivo oxygen levels of 0.5%–8% versus normoxic culture at 18%–20% O2.
  • Evident: all primary cells and organoids were derived from male neonatal foreskin, limiting sex and donor generalizability; xenograft scRNA-seq pooled three grafts before sequencing, so graft-to-graft variability is not resolved.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1016/j.celrep.2023.112511

Cites

85 of 85 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

38 of 61 cited sources checked · 17 supported · 1 flagged · accuracy not yet measured

  • Interpretationreasoning

    The XENO clusters within the xenograft tissue may be hypoxic because of a lack of vasculature and the wound healing process from the xenograft technique.

    “suggesting that the XENO clusters within the xenograft tissue may be hypoxic because of a lack of vasculature and the wound healing process from the xenograft technique.”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [54] Lawler, 2012, Molecular basis for the regulation of angiogenesis by thrombospondin-1 and -2, Cold Spring Harb. Perspect. Med. source

      The Therapeutic Opportunities section (page unavailable) links tissue ischemia, angiogenesis, graft revascularization, and healing. It does not examine XENO clusters or say that xenograft-induced wound healing and a lack of vasculature make those clusters hypoxic. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
    • cites [55] Oike, 2004, Angiopoietin-related/angiopoietin-like proteins regulate angiogenesis, Int. J. Hematol. source
  • Premisecitation

    Psca expression occurs in the outermost layers of murine skin epithelium during E15-E17.

    “Psca expression occurs in the outermost layers of murine skin epithelium during E15–E17.31”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [31] Ross, 2001, Selective expression of murine prostate stem cell antigen in fetal and adult tissues and the transgenic adenocarcinoma of the mouse prostate model of prostate carcinogenesis, Am. J. Pathol. source
  • Premisecitation

    The 34 genes in the hypoxia gene module have been experimentally shown to be upregulated in response to hypoxia and/or possess a hypoxia response element in the promoter region.

    “a manually curated list of 34 genes that have been experimentally shown to be upregulated in response to hypoxia and/or possess a hypoxia response element in the promoter region59–62”
    Quote in the paperSubstantial claim4 of 4 sources checked
    • cites [59] Kur-Piotrowska, 2018, Foxn1 expression in keratinocytes is stimulated by hypoxia: further evidence of its role in skin wound healing, Sci. Rep. source
    • cites [60] Mieremet, 2019, Human skin equivalents cultured under hypoxia display enhanced epidermal morphogenesis and lipid barrier formation, Sci. Rep. source

      The Results section ('Fibroblast and keratinocyte monocultures under hypoxia'; page unavailable) reports experimental upregulation of three pre-selected HIF target genes—GLUT1, PDK1 and VEGFA—under hypoxia. The Introduction says HIF complexes can bind hypoxia response elements, but the paper does not identify a curated set of 34 genes or establish that all 34 meet the stated criteria. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
    • cites [61] Mole, 2009, Genome-wide association of hypoxia-inducible factor (HIF)-1alpha and HIF-2alpha DNA binding with expression profiling of hypoxia-inducible transcripts, J. Biol. Chem. source

      The Results report experimental measurements of hypoxia-responsive gene expression alongside HIF binding, and the Discussion describes HIF-binding sites near promoters. These findings support the criteria used to select genes, but our copy does not identify the citing authors’ 34-gene module or establish that each of its genes meets either criterion (sections cited; page numbers unavailable). (LLM, conf=0.82)

      Experimental — accuracy not yet measured
    • cites [62] Ngo, 2007, Oxygen-Dependent differentiation of human keratinocytes, J. Invest. Dermatol. source

      The Results (page unavailable in our copy) experimentally show higher VEGF and COX-2 mRNA expression in human keratinocytes at lower oxygen levels. The paper does not establish that all 34 genes in the citing authors’ module meet the stated criteria, nor does it identify hypoxia response elements in their promoters. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
  • Interpretationown data

    HSEs may represent a wound regeneration or development model because of their EMT features and inappropriate expression of KRT14.

    “Our results also suggest that HSEs may represent a wound regeneration or development model because of their EMT features and inappropriate expression of KRT14.51”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [51] Haensel, 2018, Epithelial-to-mesenchymal transition in cutaneous wound healing: where we are and where we are heading, Dev. Dyn. source

      The Conclusions and perspectives section says wound re-epithelialization shares cellular and molecular changes with EMT and discusses a possible role for EMT-like states in regeneration. It does not address HSEs or inappropriate KRT14 expression, so it cannot support those specific features of the citing authors’ proposed model. The supplied passages have no page numbers. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • Findingown data

    KRT4 is expressed in the GelHSEs and FibHSEs in all layers.

    “Staining for KRT4, a reported periderm marker,71 is found to be expressed in the GelHSEs and FibHSEs in all layers”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [71] Fischer, 2014, p53 and TAp63 promote keratinocyte proliferation and differentiation in breeding tubercles of the zebrafish, PLoS Genet. source
  • Classified as probably not a substantial claim. 42
  • May combine two claims. 69
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    THBS and ANGPTL signaling are known to promote angiogenesis.

    “both are known to promote angiogenesis,54,55”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [54] Lawler, 2012, Molecular basis for the regulation of angiogenesis by thrombospondin-1 and -2, Cold Spring Harb. Perspect. Med. source

      The Abstract describes TSP-1 and TSP-2 as potent endogenous inhibitors of angiogenesis, contrary to the claim that THBS signaling promotes it. The paper acknowledges proangiogenic effects of TSP-1 in some experimental models, but says those effects are eclipsed in the intact molecule. The supplied passages do not address ANGPTL signaling. (LLM, conf=0.88)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
    • cites [55] Oike, 2004, Angiopoietin-related/angiopoietin-like proteins regulate angiogenesis, Int. J. Hematol. source
  • Classified as probably not a substantial claim.

    Premisecitation

    Human epidermis is more heterogeneous than previously thought.

    “human epidermis is more heterogeneous than previously thought.”
    Quote in the paperSubstantial claim4 of 4 sources checked
    • cites [26] Solé-Boldo, 2020, Single-cell transcriptomes of the human skin reveal age-related loss of fibroblast priming, Commun. Biol. source

      The Results (scRNA-seq analysis of sun-protected human skin; page unavailable) identify three keratinocyte clusters, supporting heterogeneity among epidermal cells. But the paper says these clusters reflect mainly differentiation and that all identified clusters are known skin constituents; it does not establish that the epidermis is more heterogeneous than previously thought. The Discussion (page unavailable) places the extension of previous findings in dermal fibroblast heterogeneity. (LLM, conf=0.83)

      Experimental — accuracy not yet measured
    • cites [27] Wang, 2020, Single cell transcriptomics of human epidermis identifies basal stem cell transition states, Nat. Commun. source
    • cites [28] Reynolds, 2021, Developmental cell programs are co-opted in inflammatory skin disease, Science source
    • cites [29] Cheng, 2018, Transcriptional programming of normal and inflamed human epidermis at single-cell resolution, Cell Rep. source
  • May combine two claims.

    Premisecitation

    HSE composition and culture conditions vary greatly from lab to lab, which can affect interpretation of similar experiments.

    “their composition and culture conditions vary greatly from lab to lab, which can affect interpretation of similar experiments.”
    Quote in the paperSubstantial claim3 of 6 sources checked
    • cites [9] Atwood, 2021, Fostering a healthy culture: biological relevance of in vitro and ex vivo skin models, Exp. Dermatol. source
    • cites [10] Lee, 2020, Hair-bearing human skin generated entirely from pluripotent stem cells, Nature source

      The Methods (page unavailable) describe this paper’s skin-organoid culture protocol and its validation by another laboratory. Neither those passages nor the passages found by searching for variation in skin-equivalent composition and culture conditions say that HSEs vary greatly between laboratories or that such variation affects interpretation of similar experiments. (LLM, conf=0.74)

      Experimental — accuracy not yet measured
    • cites [11] Zhang, 2021, Using bioprinting and spheroid culture to create a skin model with sweat glands and hair follicles, Burns Trauma source

      The Background (page unavailable) identifies reproducible skin constructs as an unresolved challenge, and the Discussion (page unavailable) describes limitations of this paper’s own culture conditions. Neither passage says that HSE composition and culture conditions vary greatly between laboratories or that such variation affects interpretation of similar experiments. Searches for interlaboratory variation and interpretation found no passage addressing that claim. (LLM, conf=0.72)

      Experimental — accuracy not yet measured
    • cites [16] Pourchet, 2017, Human skin 3D bioprinting using scaffold-free approach, Adv. Healthc. Mater. source
    • cites [18] El Ghalbzouri, 2009, Replacement of animal-derived collagen matrix by human fibroblast-derived dermal matrix for human skin equivalent products, Biomaterials source
    • cites [19] Li, 2015, Generation of genetically modified organotypic skin cultures using devitalized human dermis, J. Vis. Exp. source
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    HSEs show marked molecular differences in basal and terminal gene expression, suggesting epidermal differentiation is not quite analogous to in vivo counterparts.

    “Many studies defining HSEs have shown marked molecular differences in basal and terminal gene expression that suggest that epidermal differentiation is not quite analogous to the in vivo counterparts.”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [20] Andreadis, 2001, Keratinocyte growth factor induces hyperproliferation and delays differentiation in a skin equivalent model system, FASEB J. Off. Publ. Fed. Am. Soc. Exp. Biol. source

      The Discussion reports that KGF caused suprabasal proliferation in skin equivalents, whereas KGF-expressing mice showed no evidence of it. The ‘KGF delays differentiation’ section also reports altered differentiation-marker expression in KGF-treated equivalents versus control equivalents. These findings support a difference under KGF treatment, but not the broader claim that HSEs generally show marked basal and terminal gene-expression differences from in vivo epidermis. (LLM, conf=0.78)

      Experimental — accuracy not yet measured
    • cites [21] Jevtić, 2020, Impact of intercellular crosstalk between epidermal keratinocytes and dermal fibroblasts on skin homeostasis, Biochim. Biophys. Acta. Mol. Cell Res. source
  • May combine two claims.

    Premisecitation

    HSEs lack many components of the in vivo system, such as vasculature and immune cells, which limits the size of cultures and their response to experimental stimuli.

    “Many components of the in vivo system are lacking, such as vasculature and immune cells, which limits the size of cultures and their response to experimental stimuli.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [9] Atwood, 2021, Fostering a healthy culture: biological relevance of in vitro and ex vivo skin models, Exp. Dermatol. source
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Previous work spatially resolved four distinct basal stem cell populations within human IFE and delineated multiple spinous and granular cell populations contributing to a hierarchical differentiation lineage.

    “we spatially resolved four distinct basal stem cell populations within human IFE and delineated multiple spinous and granular cell populations that contributed to a hierarchical differentiation lineage”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [27] Wang, 2020, Single cell transcriptomics of human epidermis identifies basal stem cell transition states, Nat. Commun. source

      The Discussion reports at least four spatially distinct basal stem-cell populations in human neonatal epidermis and describes a differentiation hierarchy leading through spinous cells to granular keratinocytes. However, the Results section on epidermal heterogeneity identifies spinous clusters but describes granular keratinocytes as one GRN community, not multiple delineated granular populations. The claim also omits the neonatal restriction. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Human skin spheroids resemble fetal facial skin but have long incubation period and small size, not ideal for genetic manipulation or grafting.

    “Although these skin spheroids resemble fetal facial skin, their long incubation period and small size are not ideal for genetic manipulation of individual cell types or for grafting in the clinic.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [10] Lee, 2020, Hair-bearing human skin generated entirely from pluripotent stem cells, Nature source

      The Abstract reports that the organoids resemble second-trimester human facial skin and require 4–5 months of incubation. The grafting section describes organoids placed in 1–2 mm incisions in mice, but the paper does not say that their incubation time or small size makes them unsuitable for manipulating individual cell types or for clinical grafting. The Discussion instead envisages clinical use after further control of off-target cell lineages. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    BAS-III cells typically sit atop the rete ridges in vivo, whereas BAS-IV cells lie at the bottom of rete ridges.

    “BAS-III cells typically sit atop the rete ridges in vivo, whereas BAS-IV cells lie at the bottom of rete ridges.27”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [27] Wang, 2020, Single cell transcriptomics of human epidermis identifies basal stem cell transition states, Nat. Commun. source
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    The outermost epithelial layer of the murine epidermis is the periderm, which forms during stratification at E11.5 and disaggregates between E16 and E17, when barrier formation occurs.

    “the outermost epithelial layer of the murine epidermis is the periderm, which forms during stratification at E11.5 and disaggregates between E16 and E17, when barrier formation occurs.70”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [70] Hammond, 2019, Periderm: life-cycle and function during orofacial and epidermal development, Semin. Cell Dev. Biol. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    HSEs can be completely submerged in medium for multiple days prior to raising them to an air-liquid interface to promote stratification, generated with immortalized keratinocyte cell lines, or seeded onto collagen layers.

    “HSEs can be completely submerged in medium for multiple days prior to raising them to an air-liquid interface to promote stratification,75 generated with immortalized keratinocyte cell lines,76 or seeded onto collagen layers.77”
    Quote in the paperNot a substantial claim3 of 3 sources checked
    • cites [75] Roger, 2019, Bioengineering the microanatomy of human skin, J. Anat. source
    • cites [76] Reijnders, 2015, Development of a full-thickness human skin equivalent in vitro model derived from TERT-immortalized keratinocytes and fibroblasts, Tissue Eng. Part A source
    • cites [77] Mieremet, 2019, Characterization of human skin equivalents developed at body’s core and surface temperatures, J. Tissue Eng. Regen. Med. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Melanoma-like, neuronal-like, and muscle-like cells were found using scRNA-seq of kidney organoids, which were consistent with previous observations using conventional methods in this system.

    “melanoma-like, neuronal-like, and muscle-like cells were found using scRNA-seq of kidney organoids,72 which were consistent with previous observations using conventional methods in this system.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [72] Subramanian, 2019, Single cell census of human kidney organoids shows reproducibility and diminished off-target cells after transplantation, Nat. Commun. source

      The Results section on the 49 kidney organoid states reports melanoma-like, neuron-like, and muscle-like cells in single-cell profiles and says these populations had been reported previously. Our copy does not specify that the previous observations used conventional methods, so that detail is unsupported. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Matrigel is used in the majority of organoid systems.

    “Matrigel is used in the majority of organoid systems4”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [4] Corrò, 2020, A brief history of organoids, Am. J. Physiol. Cell Physiol. source

      In “Other Organoid Types” (page not provided), the review says the vast majority of adult stem cell–derived organoids are cultured in Matrigel. The “3D Culture Models” section also calls Matrigel the most commonly used scaffold. Neither passage establishes that a majority of all organoid systems use it, so the claim extends beyond the stated scope. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The periderm temporally expresses different marker genes as the epidermis differentiates, such as Krt17 during early stages and Krt6 during later stages.

    “The periderm temporally expresses different marker genes as the epidermis differentiates, such as Krt17 during early stages and Krt6 during later stages.70”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [70] Hammond, 2019, Periderm: life-cycle and function during orofacial and epidermal development, Semin. Cell Dev. Biol. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Transplantation of HSEs onto burn patients or recent transplantation of HSEs to cure junctional epidermolysis bullosa demonstrate their clinical importance and remains the gold standard.

    “transplantation of HSEs onto burn patients or recent transplantation of HSEs to cure junctional epidermolysis bullosa demonstrate their clinical importance and remains the gold standard.69”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [69] Hirsch, 2017, Regeneration of the entire human epidermis using transgenic stem cells, Nature source

      The section ‘Regeneration of a functional epidermis by transgenic epidermal cultures’ (page not provided) says keratinocyte cultures have long been used to treat severe burns and reports regeneration of functional epidermis in one patient with junctional epidermolysis bullosa. The paper does not establish that HSE transplantation is the gold standard, and its JEB result is a single-patient treatment rather than a general cure. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim.

    Premisecitation

    GLUT1 is a downstream target gene of hypoxia and HIF1A.

    “a downstream target gene of hypoxia and HIF1A,65”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [65] Firth, 1995, Hypoxic regulation of lactate dehydrogenase A. Interaction between hypoxia-inducible factor 1 and cAMP response elements, J. Biol. Chem. source

      The introductory passage (page unavailable) lists glucose transporters among genes regulated by oxygen. The paper does not identify GLUT1 in that passage or establish that it is a downstream target of HIF1A; its HIF-1 analysis concerns LDH-A and other genes. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    NECTIN signaling has a role in cell adhesion and skin morphogenesis.

    “given its role in cell adhesion and skin morphogenesis.56”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [56] Okabe, 2004, Expression patterns of nectins and afadin during epithelial remodeling in the mouse embryo, Dev. Dyn. source

      The Introduction describes the nectin–afadin system as a component of cell–cell adhesion and links nectin-1 mutations to abnormalities of skin, hair, and teeth. The Ectodermal Stratified Epithelia section reports nectin-1 expression in developing skin but says its role there remains elusive. The paper therefore supports a possible role in skin morphogenesis, not an established role for nectin signaling in that process. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The presence of abnormal cell states and altered differentiation patterns in organoid cultures have been observed in a variety of tissues, including skin, using more conventional methods.

    “The presence of abnormal cell states and altered differentiation patterns in organoid cultures have been observed in a variety of tissues,4 including skin,9 using more conventional methods.”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites [4] Corrò, 2020, A brief history of organoids, Am. J. Physiol. Cell Physiol. source

      The section ‘Strengths and Limitations of 3D Organoid Cultures Over Conventional Models’ (page unavailable) reports abnormal cellular stress and impaired cell-type specification in cortical organoids. It does not establish that these changes were observed across a variety of tissues or specify the conventional methods claimed. The skin example is separately cited in the citing sentence, so it is not attributed to this source. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
    • cites [9] Atwood, 2021, Fostering a healthy culture: biological relevance of in vitro and ex vivo skin models, Exp. Dermatol. source

      In “What organotypic cultures can and can’t do” (page unavailable), the paper says 3D skin cultures can lack a normal stratum corneum, epidermal barrier, or lipid composition. It also reports impaired expression of differentiation markers, but that finding concerns monolayer keratinocyte cultures, not organoids. The paper therefore supports limitations in skin cultures, but not the specific claim that abnormal cell states and altered differentiation patterns were observed in skin organoids. (LLM, conf=0.78)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    scRNA-seq analysis of human intestinal and brain organoids used random forest classifiers to identify the cell types in their organoid cultures.

    “scRNA-seq analysis of human intestinal and brain organoids used random forest classifiers to identify the cell types in their organoid cultures;73,74”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [73] Fujii, 2018, Human intestinal organoids maintain self-renewal capacity and cellular diversity in niche-inspired culture condition, Cell Stem Cell source
    • cites [74] Velasco, 2019, Individual brain organoids reproducibly form cell diversity of the human cerebral cortex, Nature source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Recent studies using scRNA-seq to characterize organoid cultures of other tissue types have also identified abnormal cell populations present in their organoid cultures.

    “Recent studies using scRNA-seq to characterize organoid cultures of other tissue types have also identified abnormal cell populations present in their organoid cultures.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [72] Subramanian, 2019, Single cell census of human kidney organoids shows reproducibility and diminished off-target cells after transplantation, Nat. Commun. source
  • May combine two claims.

    Findingown data

    GelHSEs had the highest EMT score, followed by FibHSEs and in vivo dataset.

    “GelHSEs had the highest EMT score, followed by FibHSEs and the in vivo dataset”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    BAS-1 and BAS-8 were primarily composed of HSE-specific BAS cells, whereas BAS-4 was primarily found in in vivo state.

    “BAS-1 and BAS-8 were primarily composed of HSE-specific BAS cells, whereas BAS-4 was primarily found in the in vivo state”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Sender EGF signaling is expanded to BAS and early SPN populations in HSEs, coinciding with appearance of VIM+ BAS cells.

    “sender EGF signaling is expanded to the BAS and early SPN populations in the HSEs, coinciding with the appearance of VIM+ BAS cells”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    A subset of pathways (LAMININ, CD99, CDH1, EPHB, MPZ) show similar signaling profiles across in vivo and HSE tissues, whereas other pathways show marked differences.

    “A subset of these pathways, such as LAMININ, CD99, CDH1, EPHB, and MPZ, show similar signaling profiles across the in vivo and HSE tissues, whereas the other pathways show marked differences”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Keratinocyte stratification occurs under both GelHSE and FibHSE conditions by day 7, with tightly packed columnar basal cell layer, multiple irregular polyhedral squamous cell layers, several flattened granular cell layers, and a thin stratum corneum.

    “Keratinocyte stratification occurs under both conditions by day 7, where the HSEs show a tightly packed columnar basal cell layer, multiple irregular polyhedral squamous cell layers, several flattened granular cell layers, and a thin stratum corneum”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Splicing kinetics support two distinct differentiation trajectories, a BAS-SPN-GRN and a BAS-XENO-GRN trajectory, with uniform velocity streams flowing from one state to the next.

    “The splicing kinetics further support two distinct differentiation trajectories, a BAS-SPN-GRN and a BAS-XENO-GRN trajectory, possessing uniform velocity streams flowing from one state to the next (Figure 5E).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Both HSE cultures have high levels of LAMC2 and LGALS1 expression in all BAS populations and lower expression levels in more differentiated keratinocytes.

    “Both HSE cultures have high levels of LAMC2 and LGALS1 expression in all BAS populations and lower expression levels in more differentiated keratinocytes”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    CellChat detected 18 significant signaling pathways in in vivo dataset and HSEs recapitulated 16 of 18 pathways.

    “CellChat detected 18 significant signaling pathways in the in vivo dataset and the HSEs recapitulated 16 of the 18 pathways”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    BAS-III keratinocyte proportions are much higher and BAS-IV proportions are lower in the xenograft than in the in vivo setting.

    “the proportions of BAS-III and BAS-IV keratinocytes are not similar to each other, with BAS-III proportions being much higher and BAS-IV being lower in the xenograft than in the in vivo setting (Figures 4D and 4G)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    BAS keratinocytes expressing KRT15 were placed at the beginning of the trajectory, and cells expressing FLG were placed toward one of the trajectory termini.

    “BAS keratinocytes expressing KRT15 were placed at the beginning of the trajectory, and cells expressing the terminal differentiation gene FLG were placed toward one of the trajectory termini”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Both HSEs had a higher proportion of BAS-III and HSE-I cells and a lower proportion of SPN-2, SPN-4, SPN-5, and GRN-2 compared with in vivo state.

    “Both HSEs had a higher proportion of BAS-III and HSE-I cells and a lower proportion of the spinous (SPN) cell clusters SPN-2, SPN-4, and SPN-5, and the granular (GRN) cluster GRN-2 compared with the in vivo state.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    AREG-EGFR signaling is overrepresented in both HSEs, and AREG ligand is expressed in most HSE-cultured keratinocytes.

    “AREG-EGFR signaling is overrepresented in both HSEs, and the AREG ligand is expressed in most HSE-cultured keratinocytes”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    CDH1 is negatively correlated with VIM and shows higher expression in VIM- HSE keratinocytes compared with in vivo state.

    “The epithelial cell marker CDH1 is negatively correlated with VIM and shows higher expression in VIM- HSE keratinocytes compared with the in vivo state”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Many major in vivo cellular states were found in in vitro HSEs, including the full complement of in vivo basal cell states.

    “Remarkably, many of the major in vivo cellular states were found in the in vitro HSEs, including the full complement of in vivo basal cell states.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    An HSE cell state clustered separately from in vivo cells and was annotated HSE-1.

    “Intriguingly, an HSE cell state clustered separately from the in vivo cells and was annotated HSE-1”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    HSE-1 was placed at a distinct trajectory terminus away from GRN cell states, generating a BAS-SPN-HSE differentiation trajectory.

    “Intriguingly, HSE-1 was placed at a distinct trajectory terminus away from the GRN cell states, generating a BAS-SPN-HSE differentiation trajectory”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    BAS cell marker KRT15 remains restricted to the BAS-most layer of HSEs, whereas KRT19 shows selective expansion in GelHSEs.

    “The BAS cell marker KRT15 does remain restricted to the BAS -most layer of the HSEs, whereas KRT19 shows selective expansion in GelHSEs”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The partial VIM+ EMT-like state and remnant PSCA+ embryonic program are no longer detected in xenograft tissue.

    “The two abnormal features of the HSE cultures, the partial VIM+ EMT- like state and remnant PSCA+ embryonic program, are no longer detected in the xenograft tissue (Figure 4I)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    HSE-specific keratinocytes constituted 0.6% of FibHSEs and 9.3% of GelHSEs.

    “HSE-specific keratinocytes constituted 0.6% of FibHSEs and 9.3% of GelHSEs”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    There is an expansion of KRT14+ cell layers and disrupted epidermal differentiation in GelHSE and FibHSE cultures.

    “there is an expansion of KRT14+ cell layers and disrupted epidermal differentiation in the GelHSE and FibHSE cultures”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    VIM shows high RNA expression in GelHSE BAS keratinocytes and VIM+ protein expression in GelHSE and FibHSE BAS keratinocytes.

    “The mesenchymal marker VIM, which is normally restricted to fibroblasts, melanocytes, and Langerhans cells of in vivo skin, shows high RNA expression in GelHSE BAS keratinocytes and VIM+ protein expression in GelHSE and FibHSE BAS keratinocytes”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Many BAS and SPN velocity vectors for GelHSEs point toward HSE-1 cluster, with undefined flow between SPN and GRN clusters.

    “many BAS and SPN velocity vectors for GelHSEs point toward the HSE-1 cluster, with an undefined flow of vectors between the SPN and GRN clusters”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Histologically, HSEs largely remain the same up through day 28, except for thickening of stratum corneum and general spreading out of keratinocytes at all epidermal layers.

    “Histologically, the HSEs largely remain the same up through day 28, except for a thickening of the stratum corneum and a general spreading out of keratinocytes at all epidermal layers.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    BAS-I-BAS-IV represented approximately 27.3% of in vivo cells, 55.6% of FibHSEs, and 22.0% of GelHSEs.

    “BAS-I–BAS-IV represented approximately 27.3% of the in vivo cells, 55.6% of FibHSEs, and 22.0% of GelHSEs”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In vivo epidermal dataset shows low entropy for BAS and GRN clusters, indicating stable states, whereas SPN clusters have high probabilities of transitioning to a new state.

    “The in vivo epidermal dataset shows low entropy for the BAS and GRN clusters, indicating that these are stable states, whereas the SPN clusters have high probabilities of transitioning to a new state”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    BAS-1 and BAS-8 clusters have higher expression of VIM than other clusters and have higher EMT score.

    “The BAS-1 and BAS-8 clusters have a higher expression of VIM than the other clusters and have a higher EMT score”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The xenograft-unique clusters were designated XENO-1-XENO-3 and collectively comprise ~49.2% of the total xenograft cells.

    “The xenograft-unique clusters were designated XENO-1–XENO-3 and collectively comprise ~49.2% of the total xenograft cells (Figure 4D).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Histologically, the xenografts appear relatively normal, with some BAS keratinocytes adopting a cuboidal morphology.

    “Histologically, the xenografts appear relatively normal, with some BAS keratinocytes adopting a cuboidal morphology (Figure 4B).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    XENO states are highly stable, along with the BAS-III state.

    “The XENO states are highly stable, along with the BAS-III state”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The ratios of BAS-I and BAS-II cycling cells remained largely similar between in vivo tissue and FibHSEs, while GelHSEs had a reduction in cycling cells.

    “The ratios of BAS-I and BAS-II cycling cells remained largely similar between the in vivo tissue and FibHSEs, while GelHSEs had a reduction in cycling cells.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    BAS-III cells are enriched in both HSEs, with FibHSEs possessing over 3.5 times as many cells in this cluster than in vivo tissue.

    “BAS-III cells are enriched in both HSEs, with FibHSEs possessing over 3.5 times as many cells in this cluster than the in vivo tissue”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    10 of 12 cell type proportions were significantly changed in GelHSEs compared with in vivo datasets, while only 6 of 12 were significantly different in FibHSEs.

    “10 of 12 cell type proportions were significantly changed in GelHSEs compared with the in vivo datasets, while only 6 of 12 were significantly different in FibHSEs”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    EREG and TGFA ligands specifically contribute to EGF signaling in HSEs, whereas HBEFG-EGFR signaling is reduced compared with in vivo state.

    “EREG and TGFA ligands also specifically contribute to EGF signaling in the HSEs, whereas HBEFG-EGFR signaling is reduced compared with the in vivo state”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    BAS-III and GRN-1 are still signaling hubs in GelHSE and FibHSE datasets; HSE-1-specific signaling exerts wide influence over GelHSEs, whereas all four BAS clusters actively signal in FibHSEs.

    “While BAS-III and GRN-1 are still signaling hubs in the GelHSE and FibHSE datasets, HSE-1-specific signaling exerts a wide influence over GelHSEs, whereas all four BAS clusters actively signal in FibHSEs”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Several BAS cell markers are appropriately expressed in their corresponding cell states in xenografts compared with HSE cultures: PTTG1 with BAS-I, RRM2 with BAS-II, and ASS1 and KRT19 with BAS-III.

    “Several BAS cell markers are now appropriately expressed in their corresponding cell states compared with the HSE cultures (PTTG1 with BAS-I, RRM2 with BAS-II, and ASS1 and KRT19 with BAS-III)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In vivo epidermal dataset showed expected BAS-III and BAS-IV velocity vectors pointing toward SPN clusters and SPN velocity vectors pointing toward GRN clusters, reconstructing BAS-SPN-GRN differentiation trajectory.

    “The in vivo epidermal dataset showed the expected BAS-III and BAS-IV velocity vectors pointing toward the SPN clusters and SPN velocity vectors pointing toward the GRN clusters, reconstructing the BAS-SPN-GRN differentiation trajectory”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Removal of EGF resulted in a significant decrease in VIM expression in FibHSE keratinocytes, whereas further EGF supplementation increased VIM expression.

    “Removal of EGF resulted in a significant decrease in VIM expression in FibHSE keratinocytes (Figure 3H), whereas further EGF supplementation increased VIM expression”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    SLUG (SNAI2) was present in nuclei of keratinocytes throughout all living layers of HSEs, while human abdominal skin had little to no observable staining.

    “SLUG (SNAI2), an EMT-inducing transcription factor,49 was present in the nuclei of keratinocytes throughout all living layers of the HSEs, while human abdominal skin had little to no observable staining”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    The proportions of BAS-III cells were enriched and BAS-IV cells were depleted compared with the in vivo state.

    “the proportions of BAS-III cells were enriched and BAS-IV cells were depleted compared with the in vivo state”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The differentiation program appeared partially rescued with KRT10 expression in the SPN and GRN compartments compared with sporadic staining under normoxic conditions and LOR showing more restriction to the GRN layer.

    “The differentiation program also appeared to be partially rescued with KRT10 expression in the SPN and GRN compartments compared with the sporadic staining under normoxic conditions and LOR showing more restriction to the GRN layer.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    BAS cell heterogeneity in our organoids fully mimics in vivo BAS cell heterogeneity during homeostasis, with most of the differentiated states also present.

    “We have shown that BAS cell heterogeneity in our organoids fully mimics in vivo BAS cell heterogeneity during homeostasis, with most of the differentiated states also present.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    In the integrated In Vivo and Xenograft dataset, cluster XENO-4 had an average of 807 unique genes expressed and 1881 UMIs.

    “Similarly, one cluster in the In Vivo and Xenograft integrated dataset, XENO-4, had an average of 807 unique genes expressed and 1881 UMIs.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    In the integrated In Vivo, GelHSE, and FibHSE dataset, cluster HSE-2 had an average of 469 unique genes expressed and 805 UMIs.

    “one cluster in the In Vivo, GelHSE, and FibHSE integrated dataset, HSE-2, had an average of 469 unique genes expressed and 805 UMIs”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Expression of these genes was higher in the GelHSEs but still present in FibHSEs.

    “Expression of these genes was higher in the GelHSEs but still present in FibHSEs”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Hypoxic HSEs showed a partially repaired BAS program with KRT15 showing more uniform BAS enrichment compared with normoxic conditions.

    “The hypoxic HSEs showed a partially repaired BAS program with KRT15 showing more uniform BAS enrichment compared with normoxic conditions (Figure 5M).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The most significantly enriched term for the xenograft-unique metacluster was hypoxia, and the most significantly depleted pathway was oxidative phosphorylation.

    “The most significantly enriched term for the xenograft-unique metacluster identified hypoxia, whereas the most significantly depleted pathway was oxidative phosphorylation (Figure 5J)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Mice have a distinct density of hair follicles and eccrine glands, a layer of striated muscle found beneath the hypodermis, a lack of melanocytes in the interfollicular epidermis, and absence of rete ridges.

    “mice have a distinct density of hair follicles and eccrine glands, a layer of striated muscle found beneath the hypodermis, a lack of melanocytes in the interfollicular epidermis (IFE), and absence of rete ridges.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [1] Kolarsick, 2011, Anatomy and physiology of the skin, J. Dermatol. Nurses Assoc. source
    • cites [6] Schmook, 2001, Comparison of human skin or epidermis models with human and animal skin in in-vitro percutaneous absorption, Int. J. Pharm. source
  • May combine two claims.

    Premisecitation

    These differences impact epidermal homeostasis, wound repair, and the severity of certain skin disorders.

    “These differences impact epidermal homeostasis, wound repair, and the severity of certain skin disorders”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [5] Zomer, 2018, Skin wound healing in humans and mice: challenges in translational research, J. Dermatol. Sci. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    One cluster in xenograft appeared to be low-quality cells likely apoptotic.

    “We excluded one cluster from our downstream analysis that appeared to be low-quality cells that passed our initial quality control thresholds because the number of genes detected and UMIs appeared to be far lower than those of the other clusters, and the percentage of mitochondrial gene expression appeared to be higher, suggesting that these were likely apoptotic cells”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    These states are robust to perturbations and remain a core lineage trajectory in HSEs.

    “suggesting that these states are robust to perturbations and remain a core lineage trajectory in the HSEs”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    Xenograft-unique signaling pathways indicate significant tissue remodeling, likely from the wounding process for engraftment, including enrichment for pathways that promote angiogenesis.

    “Because xenograft-unique signaling pathways indicate significant tissue remodeling, likely from the wounding process for engraftment, including enrichment for pathways that promote angiogenesis”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisenone given

    The extent to which HSEs can recapitulate cell type heterogeneity, cell-cell signaling, and differential gene expression of in vivo human skin remains unclear.

    “The extent to which HSEs can recapitulate the cell type heterogeneity, cell-cell signaling, and differential gene expression of in vivo human skin remains unclear.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Suprabasal KRT14+ cells are not fully functioning BAS cells and are likely differentiating without fully turning off the BAS cell state.

    “suggesting that suprabasal KRT14+ cells are not fully functioning BAS cells and are likely to be differentiating without fully turning off the BAS cell state.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Keratinocytes expressing an EMT signature separate out from other BAS populations and are primarily composed of HSE-specific BAS cells.

    “indicating that the keratinocytes expressing an EMT signature separate out from the other BAS populations and are primarily composed of HSE-specific BAS cells”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The xenograft tissue more closely reflects the in vivo state compared with HSE cultures, with restored terminal differentiation, cell-cell adhesion, and partially restricted BAS programs.

    “The xenograft-unique clusters notwithstanding, the xenograft tissue more closely reflects the in vivo state compared with the HSE cultures with restored terminal differentiation, cell-cell adhesion, and partially restricted BAS programs.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    NSG mice were chosen because of their ability to engraft skin at very high levels and perivascular infiltration of immune cells.

    “NSG mice were chosen because of their ability to engraft skin at very high levels and perivascular infiltration of immune cells.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [53] Brehm, 2012, Human allograft rejection in humanized mice: a historical perspective, Cell. Mol. Immunol. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    PSCA expression may indicate a remnant embryonic program reactivated by growth factors in culture medium.

    “may indicate a remnant embryonic program that is reactivated as a result of growth factors in the culture medium.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    Terminal differentiation may be disrupted and HSE-1 may represent an alternative differentiation trajectory terminus in GelHSEs.

    “suggesting that terminal differentiation may be disrupted and that HSE-1 may represent an alternative differentiation trajectory terminus in the GelHSEs.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    Human cells have more nuclear and mitochondrial RNA reads aligning to human reference genome, and same for mouse reads and mouse reference genome.

    “Human cells have more nuclear and mitochondrial RNA reads aligning to a human reference genome, and the same is true for mouse reads and a mouse reference genome”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    For downstream analyses, cells were kept if they met the following filtering criteria per biological replicate per condition: >200 and <5000 genes/cell, and <10% mitochondrial gene expression.

    “For downstream analyses, we kept cells which met the following filtering criteria per biological replicate per condition: >200 and <5000 genes/cell, and <10% mitochondrial gene expression.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Hypoxia and angiogenesis are causally linked to wound repair, which collectively induces substantial molecular and morphological changes to tissues during repair.

    “hypoxia and angiogenesis are causally linked to wound repair, which collectively induces substantial molecular and morphological changes to tissues during repair.78,79”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [78] Botusan, 2008, Stabilization of HIF-1alpha is critical to improve wound healing in diabetic mice, Proc. Natl. Acad. Sci. USA source
    • cites [79] Gurtner, 2008, Wound repair and regeneration, Nature source
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Allowing more time for the graft to heal would presumably return it to a fully homeostatic state.

    “allowing more time for the graft to heal would presumably return it to a fully homeostatic state”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    MIF signaling has been shown to be upregulated during wound healing in mice.

    “has been shown to be upregulated during wound healing in mice.57”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [57] Gilliver, 2011, MIF: a key player in cutaneous biology and wound healing, Exp. Dermatol. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Human clinical studies were approved by the Ethics Committee of the University of California, Irvine.

    “Human clinical studies were approved by the Ethics Committee of the University of California, Irvine.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    We cannot rule out wound repair as the major cause of transcriptional changes in our xenograft HSEs.

    “While we cannot rule out wound repair as the major cause of transcriptional changes in our xenograft HSEs”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Each cohort of organoids initiated on separate days used cells from a distinct subject.

    “Each cohort of organoids initiated on separate days used cells from a distinct subject.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    Informed consent was obtained from all participants.

    “We have obtained informed consent from all participants.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    No personal information was collected for this study.

    “No personal information was collected for this study.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    Inappropriate signals from the dermis may also be the cause of the BAS defects.

    “Inappropriate signals from the dermis may also be the cause of the BAS defects.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    HSEs have long served as models of human IFE in place of murine skin.

    “HSEs have long served as models of human IFE in place of murine skin.7,18,66,67”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [7] Bell, 1983, The reconstitution of living skin, J. Invest. Dermatol. source
    • cites [18] El Ghalbzouri, 2009, Replacement of animal-derived collagen matrix by human fibroblast-derived dermal matrix for human skin equivalent products, Biomaterials source
    • cites [66] Augustin, 1997, Use of dermal equivalent and skin equivalent models for identifying phototoxic compounds in vitro, Photodermatol. Photoimmunol. Photomed. source
    • cites [67] Gu, 2020, Development of a new eczema-like reconstructed skin equivalent for testing child atopic dermatitis-relieving cosmetics, J. Cosmet. Dermatol. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    All maintenance, care, and experiments have been approved and abide by regulatory guidelines of the Institutional Animal Care and Use Committee of the University of California, San Diego.

    “All maintenance, care, and experiments have been approved and abide by regulatory guidelines of the Institutional Animal Care and Use Committee of the University of California, San Diego.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    All cells and organoids are of male origin.

    “As such, all cells and organoids are of male origin.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    This is true of any supervised machine learning algorithm and can be misleading when examining cellular heterogeneity.

    “This is true of any supervised machine learning algorithm and can be misleading when examining cellular heterogeneity.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Genes that were expressed in less than 3 cells were excluded.

    “Genes that were expressed in less than 3 cells were excluded.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationnone given

    Matrigel more than likely induces effects similar to those observed here.

    “and more than likely induces effects similar those observed here”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Cluster XENO-4 was excluded from downstream analysis.

    “This cluster was also excluded from downstream analysis.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Because the epidermis is not directly supplied with blood, in vivo oxygen levels range between 0.5% and 8%.

    “Because the epidermis is not directly supplied with blood, in vivo oxygen levels range between 0.5% and 8%.63,64”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [63] Evans, 2006, Oxygen levels in normal and previously irradiated human skin as assessed by EF5 binding, J. Invest. Dermatol. source
    • cites [64] Rezvani, 2011, Loss of epidermal hypoxia-inducible factor-1α accelerates epidermal aging and affects re-epithelialization in human and mouse, J. Cell Sci. source
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    This difference may be due to the variations in culturing methods.

    “This difference may be due to the variations in culturing methods.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Oxidative phosphorylation has been shown to be down-regulated in response to hypoxia.

    “which has been shown to be down-regulated in response to hypoxia.58”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [58] Rodríguez-Enríquez, 2010, Oxidative phosphorylation is impaired by prolonged hypoxia in breast and possibly in cervix carcinoma, Int. J. Biochem. Cell Biol. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Following exclusion of debris and singlet/doublet discrimination, cells were gated on viability for downstream scRNA-seq.

    “Following exclusion of debris and singlet/doublet discrimination, cells were gated on viability for downstream scRNA-seq.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    All human studies were performed in strict adherence to the Institutional Review Board (IRB) guidelines of the University of California, Irvine (2009-7083).

    “All human studies were performed in strict adherence to the Institutional Review Board (IRB) guidelines of the University of California, Irvine (2009–7083).”
    Quote in the paperNot a substantial claim
100 of 100
  • The paper relies on this without support.

    HSE organoid cultures have a simplified cellular composition that lack system-level aspects of normal skin, such as a fully functioning vasculature, immune system, and innervation.

    “HSE organoid cultures have a simplified cellular composition that lack system-level aspects of normal skin, such as a fully functioning vasculature, immune system, and innervation.”
  • The paper relies on this without support.

    Xenografting HSE cultures onto mice more accurately mimics endogenous conditions than in vitro culture.

    “One way to circumvent some of these issues is to xenograft HSE cultures onto mice to more accurately mimic endogenous conditions.”
  • The paper relies on this without support.

    KRT16 is expressed in the SPN layer of human epidermis.

    “KRT16 is expressed in the SPN layer of human epidermis”
  • The paper relies on this without support.

    Psca is upregulated in E18.5 murine epidermis of Cyp26b1—/— mice, which retains the periderm.

    “Psca is upregulated in E18.5 murine epidermis of Cyp26b1—/— mice, which retains the periderm”
  • The paper relies on this without support.

    Other studies do not observe any FLG and LOR expression defects when generating fibroblast-seeded HSEs.

    “Contrary to our results, other studies do not observe any FLG and LOR expression defects when generating fibroblast-seeded HSEs.”
5 of 5

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Hypoxic culture can rescue some aberrant signaling programs in human-skin-equivalent organoids and mimic physiological levels, thus improving the maturation of skin equivalents.

    “Stabell et al. reported that hypoxic culture can rescue some aberrant signaling programs in human-skin-equivalent organoids and mimic physiological levels, thus improving the maturation of skin equivalents [34].”

    From The empowering influence of air-liquid interface culture on skin organoid hair follicle development (2025) · cites this paper as [34]

    In Results, “Hypoxia partially drives transcriptome-wide changes in xenograft-unique cells” (page unavailable), 3% oxygen partially repaired basal and differentiation programs, and the authors suggest that physiological oxygen levels likely improve those programs. The paper does not show that hypoxic culture rescues the aberrant signaling pathways described separately in Results, “HSEs exhibit abnormal signaling associated with EMT”; it also frames the improvement as likely rather than established maturation. (LLM, conf=0.86)

    Experimental — accuracy not yet measured

Cites

Flagged first, then by citations

Authors
Stabell, A. R., Lee, G. E., Jia, Y., Wong, K. N., Wang, S., Ling, J., Nguyen, S. D., Sen, G. L., Nie, Q., & Atwood, S. X.
Affiliations
  • University of California, Irvine (US)
  • University of California San Diego (US)
Corresponding author
Atwood, Scott X.
Venue
Cell Reports
Publisher
Elsevier BV
Published
2023-05
Volume
42
Issue
5
Pages
112511
ISSN
2211-1247 (ISSN-L)
OpenAlex
W4377010499
Cited by
30
References
85
Citations by year
2026: 12 · 2025: 12 · 2024: 5 · 2023: 1
FWCI
2.63
Type
journal article
Language
en
Open access
Locations
  • Cell Reports (publishedVersion, cc-by-nc-nd)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
  • PubMed (publishedVersion)
  • eScholarship (California Digital Library) (submittedVersion, cc-by-nc-nd)
  • PubMed Central (submittedVersion, cc-by-nc-nd)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
  • National Institutes of Health (R01CA237563)
  • National Cancer Institute (CA009054, P30AR075047, P30CA062203)
  • National Institute of Arthritis and Musculoskeletal and Skin Diseases (AR080622)
  • Simons Foundation (594598)
  • National Science Foundation (CBET2134916, DMS11763272, R01GM123731, U01AR07315)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Single-cell and spatial transcriptomics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Cell Biology › Skin and Cellular Biology Research
  • Health Sciences › Medicine › Urology › Hair Growth and Disorders
Keywords
keratinocyte differentiation, epidermal differentiation, epidermal stem cells, terminal differentiation, epithelial-mesenchymal transition, EGF signaling, hypoxia, intercellular communication, pseudotime trajectory
MeSH terms
Cell Differentiation, Epidermis, Humans, Organoids, Skin, Keratinocytes, Transcriptome

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-27.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-27.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

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