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Figure S1: UMAP projection of LAM lung tissue scRNA-seq data, and zoom-in of the LAM and lung mesenchymal cell cluster. Figure S2: Positive controls of immunohistochemical assays. Figure S3: Unsupervised hierarchical clustering of expression differences of LAMp genes between LAM lung nodules and melanoma or pulmonary arterial smooth muscle cells. Figure S4: LAMcore correlation with ER-target and PR/ER-target signatures in LAM cells with low and high LAMcore scores. Figure S5: A, LAMp-LAMcore score correlations and unsupervised hierarchical clustering in normal-adjacent and primary tissue of 15 TCGA cancer studies. Figure S6: IRF1 and RUNX1 loci association results with spirometry measures.

Table S1. A, Publication references for LAMp genes/proteins. B, Cancer cell lines (identifier, n, and cancer type) used in the clustering analysis with LAM scRNA-seq cell profiles. C, Clinical information about individuals included in plasma studies.

Lymphangioleiomyomatosis (LAM) is a rare, low-grade metastasizing disease characterized by cystic lung destruction. LAM can exhibit extensive heterogeneity at the molecular, cellular, and tissue levels. However, the molecular similarities and differences among LAM cells and tissue, and their connection to cancer features are not fully understood. By integrating complementary gene and protein LAM signatures, and single-cell and bulk tissue transcriptome profiles, we show sources of disease heterogeneity, and how they correspond to cancer molecular portraits. Subsets of LAM diseased cells differ with respect to gene expression profiles related to hormones, metabolism, proliferation, and stemness. Phenotypic diseased cell differences are identified by evaluating lumican (LUM) proteoglycan and YB1 transcription factor expression in LAM lung lesions. The RUNX1 and IRF1 transcription factors are predicted to regulate LAM cell signatures, and both regulators are expressed in LAM lung lesions, with differences between spindle-like and epithelioid LAM cells. The cancer single-cell transcriptome profiles most similar to those of LAM cells include a breast cancer mesenchymal cell model and lines derived from pleural mesotheliomas. Heterogeneity is also found in LAM lung tissue, where it is mainly determined by immune system factors. Variable expression of the multifunctional innate immunity protein LCN2 is linked to disease heterogeneity. This protein is found to be more abundant in blood plasma from LAM patients than from healthy women.Implications:This study identifies LAM molecular and cellular features, master regulators, cancer similarities, and potential causes of disease heterogeneity.

Table S2. A, Differentially expressed LAMp genes between non-LAM and LAM cells (FDR < 5%; Guo dataset). B, Differential gene expression between LAM cells with low and high LAMcore values (all genes considered). C, Curated gene sets positively correlated (FDR < 5%) with LAMcore in LAM cells. D, Curated gene sets negatively correlated (FDR < 5%) with LAMcore in LAM cells. E, Curated gene sets positively correlated (FDR < 5%) with LAMp in LAM cells. F, Curated gene sets negatively correlated (FDR < 5%) with LAMp in LAM cells. G, Overexpressed genes (n = 50) in depicted six cancer cell lines and LAM cells, relative to all other cancer cell lines analyzed. H, Overrepresented GO terms and KEGG pathways in the 50 genes commonly overexpressed in the six cancer cell lines and LAM cells. I, Overrepresented transcription factor binding sites in LAMp and LAMcore signatures. J, Overrepresented GO terms and KEGG pathways (FDR < 5%) in 10% of the most variably expressed genes among bulk LAM lung samples. K, Inferred immune cell contents in bulk LAM lung nodules (n = 14; GEO GSE12027) using CIBERSORTx.

This research was supported by Asociacion Espanola de LAM; The LAM Foundation Seed Grant 2019; Carlos III Institute of Health grants PI18/01029, PI21/01306 and ICI19/00047 (co-funded by European Regional Development Fund (ERDF), "A way to build Europe"); Ministry of Economy and Competitivity grant SAF2017-88457-R; the Generalitat de Catalunya SGR 2017-449 and 2017-529; PERIS PFI-Salut SLT017-20-000076; and the CERCA Program to IDIBELL and Institut Germans Trias i Pujol. X. Farre is supported by the VEIS project (001-P-001647, ERDF Operational Programme of Catalonia 2014-2020; co-funded by ERDF, "A way to build Europe"). Funding information for this article has been deposited with the Crossref Funder Registry., Introduction Lymphangioleiomyomatosis (LAM) is a rare low-grade metastasising disease characterised by cystic lung destruction. The genetic basis of LAM remains incompletely determined, and the disease cell-of-origin is uncertain. We analysed the possibility of a shared genetic basis between LAM and cancer, and LAM and pulmonary function. Methods The results of genome-wide association studies of LAM, 17 cancer types and spirometry measures (forced expiratory volume in 1 s (FEV1), forced vital capacity (FVC), FEV1/FVC ratio and peak expiratory flow (PEF)) were analysed for genetic correlations, shared genetic variants and causality. Genomic and transcriptomic data were examined, and immunodetection assays were performed to evaluate pleiotropic genes. Results There were no significant overall genetic correlations between LAM and cancer, but LAM correlated negatively with FVC and PEF, and a trend in the same direction was observed for FEV1. 22 shared genetic variants were uncovered between LAM and pulmonary function, while seven shared variants were identified between LAM and cancer. The LAM-pulmonary function shared genetics identified four pleiotropic genes previously recognised in LAM single-cell transcriptomes: ADAM12, BNC2, NR2F2 and SP5. We had previously associated NR2F2 variants with LAM, and we identified its functional partner NR3C1 as another pleotropic factor. NR3C1 expression was confirmed in LAM lung lesions. Another candidate pleiotropic factor, CNTN2, was found more abundant in plasma of LAM patients than that of healthy women. Conclusions This study suggests the existence of a common genetic aetiology between LAM and pulmonary function., Asociacion Espanola de LAM, LAM Foundation Seed Grant 2019, Instituto de Salud Carlos III PI18/01029 PI21/01306 ICI19/00047, European Regional Development Fund (ERDF), "A way to build Europe", Ministry of Economy and Competitivity SAF2017-88457-R, Generalitat de Catalunya, General Electric SGR 2017-449 2017-529, PERIS PFI-Salut SLT017-20-000076, CERCA Program, VEIS project 001-P-001647, ERDF, "A way to build Europe" ERDF Operational Programme of Catalonia 2014-2020

Congenital disorders of glycosylation (CDG) are a group of rare metabolic diseases, due to impaired protein and lipid glycosylation. We identified two patients with defective serum transferrin glycosylation and mutations in the MAGT1 gene. These patients present with a phenotype that is mainly characterized by intellectual and developmental disability. MAGT1 has been described to be a subunit of the oligosaccharyltransferase (OST) complex and more specifically of the STT3B complex. However, it was also claimed that MAGT1 is a magnesium (Mg 2+ ) transporter. So far, patients with mutations in MAGT1 were linked to a primary immunodeficiency, characterized by chronic EBV infections attributed to a Mg 2+ homeostasis defect (XMEN). We compared the clinical and cellular phenotype of our two patients to that of an XMEN patient that we recently identified. All three patients have an N-glycosylation defect, as was shown by the study of different substrates, such as GLUT1 and SHBG, demonstrating that the posttranslational glycosylation carried out by the STT3B complex is dysfunctional in all three patients. Moreover, MAGT1 deficiency is associated with an enhanced expression of TUSC3, the homolog protein of MAGT1, pointing toward a compensatory mechanism. Hence, we delineate MAGT1-CDG as a disorder associated with two different clinical phenotypes caused by defects in glycosylation., SCOPUS: ar.j, info:eu-repo/semantics/published

Lymphangioleiomyomatosis (LAM) is a rare, low-grade metastasizing disease characterized by cystic lung destruction. LAM can exhibit extensive heterogeneity at the molecular, cellular, and tissue levels. However, the molecular similarities and differences among LAM cells and tissue, and their connection to cancer features are not fully understood. By integrating complementary gene and protein LAM signatures, and single-cell and bulk tissue transcriptome profiles, we show sources of disease heterogeneity, and how they correspond to cancer molecular portraits. Subsets of LAM diseased cells differ with respect to gene expression profiles related to hormones, metabolism, proliferation, and stemness. Phenotypic diseased cell differences are identified by evaluating lumican (LUM) proteoglycan and YB1 transcription factor expression in LAM lung lesions. The RUNX1 and IRF1 transcription factors are predicted to regulate LAM cell signatures, and both regulators are expressed in LAM lung lesions, with differences between spindle-like and epithelioid LAM cells. The cancer single-cell transcriptome profiles most similar to those of LAM cells include a breast cancer mesenchymal cell model and lines derived from pleural mesotheliomas. Heterogeneity is also found in LAM lung tissue, where it is mainly determined by immune system factors. Variable expression of the multifunctional innate immunity protein LCN2 is linked to disease heterogeneity. This protein is found to be more abundant in blood plasma from LAM patients than from healthy women., This research was partially supported by AELAM (ICO-IDIBELL agreement, to M.A. Pujana), The LAM Foundation Seed Grant 2019, to M.A. Pujana, Carlos III Institute of Health grant PI18/01029, to M.A. Pujana and ICI19/00047 to M. Molina-Molina [co-funded by European Regional Development Fund (ERDF), a way to build Europe], Generalitat de Catalunya SGR grant 2017-449, to M.A. Pujana, the CERCA Program for IDIBELL institutional support, and ZonMW-TopZorg grant 842002003, to C.H.M. van Moorsel. M. Plass was supported by a “Ramón y Cajal” contract of the Spanish Ministry of Science and Innovation (RYC2018-024564-I) and J. Moss was supported by the Intramural Research Program of NIH/NHLBI.

Inhibition of mTOR is the standard of care for lymphangioleiomyomatosis (LAM). However, this therapy has variable tolerability and some patients show progressive decline of lung function despite treatment. LAM diagnosis and monitoring can also be challenging due to the heterogeneity of symptoms and insufficiency of non-invasive tests. Here, we propose monoamine-derived biomarkers that provide preclinical evidence for novel therapeutic approaches. The major histamine-derived metabolite methylimidazoleacetic acid (MIAA) is relatively more abundant in LAM plasma, and MIAA values are independent of VEGF-D. Higher levels of histamine are associated with poorer lung function and greater disease burden. Molecular and cellular analyses, and metabolic profiling confirmed active histamine signaling and metabolism. LAM tumorigenesis is reduced using approved drugs targeting monoamine oxidases A/B (clorgyline and rasagiline) or histamine H1 receptor (loratadine), and loratadine synergizes with rapamycin. Depletion of Maoa or Hrh1 expression, and administration of an L-histidine analog, or a low L-histidine diet, also reduce LAM tumorigenesis. These findings extend our knowledge of LAM biology and suggest possible ways of improving disease management., This research was supported by AELAM, The LAM Foundation (Seed Grant 2019), Instituto de Salud Carlos III grants PI15/00854, PI18/01029, and ICI19/00047 (co-funded by European Regional Development Fund (ERDF), a way to build Europe), Generalitat de Catalunya SGR grants 2014-364 and 2017-449, the CERCA Program, and ZonMW-TopZorg grant 842002003. C.L.M. acknowledges the financial support (PRA-2017-51 project) of the University of Pisa. A.U.K. is supported by Nottingham Trent University’s Independent Fellowship Scheme.

Immune exclusion predicts poor patient outcomes in multiple malignancies, including triple-negative breast cancer (TNBC)1. The extracellular matrix (ECM) contributes to immune exclusion2. However, strategies to reduce ECM abundance are largely ineffective or generate undesired outcomes3,4. Here we show that discoidin domain receptor 1 (DDR1), a collagen receptor with tyrosine kinase activity5, instigates immune exclusion by promoting collagen fibre alignment. Ablation of Ddr1 in tumours promotes the intratumoral penetration of T cells and obliterates tumour growth in mouse models of TNBC. Supporting this finding, in human TNBC the expression of DDR1 negatively correlates with the intratumoral abundance of anti-tumour T cells. The DDR1 extracellular domain (DDR1-ECD), but not its intracellular kinase domain, is required for immune exclusion. Membrane-untethered DDR1-ECD is sufficient to rescue the growth of Ddr1-knockout tumours in immunocompetent hosts. Mechanistically, the binding of DDR1-ECD to collagen enforces aligned collagen fibres and obstructs immune infiltration. ECD-neutralizing antibodies disrupt collagen fibre alignment, mitigate immune exclusion and inhibit tumour growth in immunocompetent hosts. Together, our findings identify a mechanism for immune exclusion and suggest an immunotherapeutic target for increasing immune accessibility through reconfiguration of the tumour ECM. In mouse models of triple-negative breast cancer, the extracellular domain of the collagen receptor DDR1 has a role in tumour defence against the immune system, by aligning collagen fibres to obstruct immune infiltration.