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pmid:32393322
Increased serum calpain activity is associated with HMGB1 levels in systemic sclerosis.
Ji-Na Zheng · Yang Li · Yue-Mei Yan · Yong Yu · Wen-Qi Shao · Qiang Wang
Arthritis research & therapy · 2020 doi:10.1186/s13075-020-02195-y
Paper
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Experiment
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Data
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Analysis
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Execution
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Complete file
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The objectives were to investigate clinical correlations of serum calpain activity and high mobility group box 1 (HMGB1) levels with immunological and clinical traits.\nMETHODS: A total of 31 patients with SSc, 20 age- and gender-matched healthy control subjects (HC), and 10 patients with other connective tissue diseases (CTD) were recruited in the study. We measured serum calpain activity and HMGB1 levels and analyzed the datasets (GSE40839, GSE48149, GSE76808, GSE81292, GSE33463, and GSE58095) from Gene Expression Omnibus (GEO) database to explore the potential mechanism by which calpain exerts its function through bioinformatics methods.\nRESULTS: Serum calpain activity was significantly increased in patients with SSc compared with those in HC and in patients with CTD and was correlated with serum HMGB1 levels, modified Rodnan skin score, erythrocyte sedimentation rate, mean platelet volume, and plateletcrit. Notably, serum calpain activity and HMGB1 levels in SSc patients with interstitial lung disease (ILD) were significantly higher than those in SSc patients without ILD. Serum calpain activity and HMGB1 levels could be the independent risk factors for SSc-ILD and novel biomarkers in patients with SSc.\nCONCLUSION: This is the first study that reports increased serum calpain activity and the correlation between calpain and HMGB1 in patients with SSc or SSc-ILD. The serum calpain activity and HMGB1 levels may serve as measures of ILD in patients with SSc. Also, calpain and HMGB1 could be potential therapeutic targets for patients with SSc or SSc-ILD in the future.", "claims": [{"id": "claim-method", "statement": "Next, the differential expression analysis (Log2FC > |1|, p value < 0.05) of calpain-related genes was performed by comparing SSc or SSc-ILD samples to HC samples using the limma package.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32393322", "locator": "sections[8] \"Data processing\" paragraph 2", "quote": "Next, the differential expression analysis (Log2FC > |1|, p value < 0.05) of calpain-related genes was performed by comparing SSc or SSc-ILD samples to HC samples using the limma package."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Publicly available datasets were analyzed in this study. 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Datasets (GSE40839, GSE48149, GSE76808, GSE81292, GSE33463, and GSE58095) were downloaded from GEO (http://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2149850", "GSM2149851", "GSM2149852", "GSM2149853", "GSM2149854", "GSM2149855", "GSM2149856", "GSM2149857", "GSM2149858", "GSM2149859", "GSM2149860", "GSM2149861", "GSM2149862", "GSM2149863", "GSM2149864", "GSM2149865", "GSM2149866", "GSM2149867", "GSM2149868", "GSM2149869"], "sample_count": 20, "group_sizes": null, "group_sizes_basis": null, "platform": "18991", "taxon": "Homo sapiens", "title": "Expression of mRNA from lung tissue from Systemic Sclerosis patients with interstitial lung disease (SSc-ILD) and healthy controls (HC)", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:32393322:1", "role": "table", "format": 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["Course of disease (mean ± SD)", "8 ± 7", "8 ± 8", "9 ± 8", "NA"], ["lSSc/dSSc %", "55/45", "45/55", "60/40"], ["PAH,n(%)", "3 (10)", "0 (0)", "3 (15)"], ["Raynaud’s phenomenon,n(%)", "28 (90)", "9 (82)", "19 (45)"], ["Anti-Scl-70 antibody,n(%)", "13 (42)", "4 (36)", "9 (45)"], ["ANA,n(%)", "30 (97)", "10 (91)", "20 (100)"], ["Anti-RNP,n(%)", "8 (26)", "4 (36)", "4 (20)"], ["Anti-centromere,n(%)", "8 (26)", "2 (18)", "6 (30)"], ["mRSS (mean ± SD)n = 25", "12 ± 10", "21 ± 14", "10 ± 7"], ["Immunosuppressive therapy ever,n(%)", "11 (35)", "5 (45)", "6 (25)"], ["Cyclophosphamide,n(%)", "6 (19)", "3 (27)", "3 (15)"], ["Methotrexate,n(%)", "2 (6)", "0 (0)", "2 (5)"], ["Mycophenolate mofetil,n(%)", "3 (10)", "2 (18)", "1 (5)"], ["FVC % predicted,n = 17 (mean ± SD)", "74.5 ± 14.2", "78 ± 8.5", "75.6 ± 16.2"], ["DLCO% predicted,n = 8 (mean ± SD)", "74.2 ± 22.3", "70.9 ± 3.5", "76.2 ± 27.8"], ["FEV1/FVC%,n = 17 (mean ± SD)", "85.5 ± 11.6", "76.2 ± 7.5", "88.4 ± 11.1"], ["ESR, mm/h (mean ± SD)", "17.10 ± 11", "17.80 ± 14.36", "16.76 ± 9.13"], ["PLT, 109/L (mean ± SD)", "206 ± 67", "209.40 ± 79.98", "204.62 ± 61.60"], ["MPV, fL (mean ± SD)", "11.95 ± 1.49", "11.23 ± 1.95", "10.81 ± 1.24"], ["PDW, fL (mean ± SD)", "0.22 ± 0.07", "0.23 ± 0.08", "0.22 ± 0.07"], ["PCT, % (mean ± SD)", "31.17 ± 11.13", "34.69 ± 14.07", "29.49 ± 9.36"], ["P-LCR, % (mean ± SD)", "13.47 ± 3.30", "14.12 ± 4.50", "13.16 ± 2.63"], ["RA,n(%)", "NA", "1 (10)", "NA"], ["ANCA-associated vasculitis,n(%)", "1 (10)"], ["SLE,n(%)", "2 (20)"], ["SS,n(%)", "1 (10)"], ["Dermatomyositis,n(%)", "2 (20)"], ["Polymyositis,n(%)", "3 (30)"]], "row_count": 31, "column_count": 6, "numeric_cells": 93, "header_rows": 1, "locator": "section[3]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:32393322:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:06ddb57cff400172b1f3186261310188dd470eb89d12356e5ea00bd8841b389f", "bytes": 2293, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[15]/table-wrap[1]#Tab2", "version": null, "note": "Clinical and laboratory characteristics of SSc patients according to serum calpain activity and HMGB1 levels", "structure": {"pmcid": "PMC7216546", "section_index": 15, "section_title": "Clinical and laboratory correlation", "row_count": 22, "column_count": 7}, "table": {"label": "Table 2", "caption": "Clinical and laboratory characteristics of SSc patients according to serum calpain activity and HMGB1 levels", "rows": [["Characteristics", "Calpainhigh, n = 10", "Calpainlow, n = 21", "p value", "HMGB-1high, n = 12", "HMGB-1low, n = 19", "p value"], ["Age (mean ± SD)", "48 ± 13", "53 ± 13", "0.311", "49 ± 14", "53 ± 12", "0.358"], ["Female,n(%)", "8 (80)", "19 (90)", "0.577", "11 (92)", "16 (84)", "0.958"], ["Course of disease (mean ± SD)", "10 ± 11", "7 ± 6", "0.299", "7 ± 2", "8 ± 2", "0.946"], ["dSSc/lSSc", "5/5", "12/9", "0.709", "8 (67)", "6 (32)", "0.075"], ["PAH,n(%)", "2 (20)", "3 (14)", "0.690", "4 (33)", "1 (5)", "0.060"], ["SSc-ILD,n(%)", "8 (80)", "16 (76)", "0.813", "11 (92)", "13 (68)", "0.201"], ["Raynaud’s phenomenon,n(%)", "9 (90)", "18 (86)", "0.734", "11 (92)", "16 (84)", "0.958"], ["Anti-Scl-70 antibody,n(%)", "1 (10)", "12 (57)", "0.020*", "5 (42)", "8 (42)", "0.981"], ["ANA,n(%)", "10 (100)", "20 (95)", "0.483", "12 (100)", "18 (95)", "0.999"], ["Anti-RNP,n(%)", "4 (40)", "4 (19)", "0.381", "4 (33)", "4 (21)", "0.676"], ["Anti-centromere,n(%)", "3 (30)", "5 (24)", "0.715", "5 (42)", "3 (16)", "0.206"], ["mRSS (mean ± SD)n = 26", "19 ± 13", "9 ± 6", "0.012*", "9 ± 5", "15 ± 12", "0.098"], ["FVC % predicted,n = 17 (mean ± SD)", "64.85 ± 35.29", "54.27 ± 35.40", "0.545", "52.63 ± 33.50", "63.80 ± 36.46", "0.472"], ["DLCO% predicted,n = 8 (mean ± SD)", "81.74 ± 32.99", "66.57 ± 11.25", "0.488", "61.35 ± 20.29", "80.79 ± 27.21", "0.387"], ["FEV1/FVC%n = 17 (mean ± SD)", "88.42 ± 15.84", "85.53 ± 8.49", "0.638", "83.58 ± 9.22", "88.97 ± 12.79", "0.344"], ["ESR, mm/h (mean ± SD)", "11.10 ± 5.04", "19.95 ± 11.77", "0.031*", "13.92 ± 8.45", "19.11 ± 11.90", "0.167"], ["Platelets count, 109/L (mean ± SD)", "201 ± 71", "209 ± 66", "0.772", "194 ± 83", "214 ± 56", "0.442"], ["MPV, fL (mean ± SD)", "11.59 ± 1.66", "10.64 ± 1.33", "0.096", "11.25 ± 1.82", "10.75 ± 1.25", "0.373"], ["PDW, fL (mean ± SD)", "0.22 ± 0.07", "0.22 ± 0.07", "0.867", "0.21 ± 0.08", "0.23 ± 0.06", "0.480"], ["PCT, % (mean ± SD)", "37.74 ± 11.69", "28.04 ± 9.62", "0.021*", "30.98 ± 12.95", "31.29 ± 10.20", "0.944"], ["P-LCR, % (mean ± SD)", "15.17 ± 3.94", "12.66 ± 2.68", "0.045*", "14.08 ± 4.01", "13.08 ± 2.81", "0.465"]], "row_count": 22, "column_count": 7, "numeric_cells": 136, "header_rows": 1, "locator": "section[15]/table-wrap[1]#Tab2"}}, {"id": "asset:table:pmid:32393322:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:5dddcc2634ca0ac82727ad5d6ce3078dbbc08ed7dd332694c990519918a85967", "bytes": 1605, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[16]/table-wrap[1]#Tab3", "version": null, "note": "Univariate and multivariate logistic regression of clinical and laboratory parameters to ILD in patients with SSc", "structure": {"pmcid": "PMC7216546", "section_index": 16, "section_title": "Diagnostic value of serum calpain activity and HMGB1 levels", "row_count": 22, "column_count": 7}, "table": {"label": "Table 3", "caption": "Univariate and multivariate logistic regression of clinical and laboratory parameters to ILD in patients with SSc", "rows": [["Hub genes/clinical traits", "Univariate logistic regression", "Multivariate logistic regression"], ["OR", "95% CI", "p value", "OR", "95% CI", "p value"], ["Gender", "1.578", "0.218, 7.618", "0.929", "", "", ""], ["Age", "0.943", "0.878, 1.013", "0.108", "", "", ""], ["Course of disease", "0.991", "0.898, 1.093", "0.857", "", "", ""], ["Raynaud’s phenomenon", "0.421", "0.050, 3.532", "0.425", "", "", ""], ["Anti-Scl-70 antibody (+)", "2.121", "0.428, 10.515", "0.357", "", "", ""], ["ANA (+)", "0.970", "0.982, 1.0010", "0.834", "", "", ""], ["Anti-RNP (+)", "0.353", "0.066, 1.874", "0.221", "", "", ""], ["Anti-centromere (+)", "4.500", "0.471, 42.970", "0.191", "", "", ""], ["mRSS", "0.876", "0.770, 0.997", "0.044*", "0.917", "0.807, 1.042", "0.184"], ["FVC (%predict)", "1.003", "0.973, 1.033", "0.865", "", "", ""], ["DLCO (%predict)", "1.071", "0.934, 1.228", "0.325", "", "", ""], ["FEV1/FVC%", "1.087", "0.944, 1.253", "0.245", "", "", ""], ["ESR, mm/h", "0.991", "0.925, 1.062", "0.800", "", "", ""], ["PLT, 109/L", "0.999", "0.987, 1.010", "0.850", "", "", ""], ["MPV, fL", "0.829", "0.503, 1.365", "0.461", "", "", ""], ["PDW, fL", "0.282", "0.000, 21.236", "0.825", "", "", ""], ["PCT, %", "0.959", "0.895, 1.028", "0.235", "", "", ""], ["P-LCR, %", "0.916", "0.730, 1.149", "0.449", "", "", ""], ["Calpain activity", "1.057", "1.002, 1.115", "0.041*", "1.063", "0.968, 1.166", "0.202"], ["HMGB1", "1.190", "1.006, 1.408", "0.043*", "1.414", "0.953, 2.096", "0.085"]], "row_count": 22, "column_count": 7, "numeric_cells": 73, "header_rows": 2, "locator": "section[16]/table-wrap[1]#Tab3"}}], "gaps": ["asset:data:geo:GSE33463 not downloaded", "asset:data:geo:GSE33463 licence not read", "asset:data:geo:GSE40839 not downloaded", "asset:data:geo:GSE40839 licence not read", "asset:data:geo:GSE48149 not downloaded", "asset:data:geo:GSE48149 licence not read", "asset:data:geo:GSE58095 not downloaded", "asset:data:geo:GSE58095 licence not read", "asset:data:geo:GSE76808 not downloaded", "asset:data:geo:GSE76808 licence not read", "asset:data:geo:GSE81292 not downloaded", "asset:data:geo:GSE81292 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Next, the differential expression analysis (Log2FC > |1|, p value < 0.05) of calpain-related genes was performed by comparing SSc or SSc-ILD samples to HC samples using the limma package."}}, {"id": "method-2", "family": "group_comparison", "specific": "student_t_test", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["student_t"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Student t test"}}, {"id": "method-3", "family": "group_comparison", "specific": "mann_whitney", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_mann_whitney"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Mann-Whitney"}}, {"id": "method-4", "family": "regression_modelling", "specific": "logistic", "label": "Regression modelling", "dsl_operations": ["glm_logit_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["predictors_and_outcome"], "evidence": {"score": 0.8, "band": "high", "quote": "logistic regression"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE40839", "GSE48149", "GSE76808", "GSE81292", "GSE33463", "GSE58095"], "resolved_accessions": ["GSE40839", "GSE48149", "GSE76808", "GSE81292", "GSE33463", "GSE58095"], "statements": ["Publicly available datasets were analyzed in this study. Datasets (GSE40839, GSE48149, GSE76808, GSE81292, GSE33463, and GSE58095) were downloaded from GEO (http://www.ncbi.nlm.nih.gov/geo/)."], "basis": "The paper names GSE40839, GSE48149, GSE76808, GSE81292, GSE33463, GSE58095 in NCBI Gene Expression Omnibus (GEO) and the accession resolves in the repository. 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For the comparison of integrated microarray datasets of lung samples, the expression lev", "expression of CAPN1 was overlapped in these microarray datasets from lung samples and PBMC samples", "of CAPNS1 and CAPN7 were overlapped in these microarray datasets from lung samples and skin samples"], "order_basis": "paper_text_order:7320", "id": "assay:1"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Next, the differential expression analysis (Log2FC > |1|, p value < 0.05) of calpain-related genes was performed by comparing SSc or SSc-ILD samples to HC samples using the limma package."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}