Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CTHRC1

Gene summary for CTHRC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CTHRC1

Gene ID

115908

Gene namecollagen triple helix repeat containing 1
Gene AliasCTHRC1
Cytomap8q22.3
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q96CG8


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
115908CTHRC1GSM4909281HumanBreastIDC2.39e-569.28e-010.21
115908CTHRC1GSM4909282HumanBreastIDC7.07e-417.22e-01-0.0288
115908CTHRC1GSM4909285HumanBreastIDC5.61e-072.31e-010.21
115908CTHRC1GSM4909286HumanBreastIDC5.87e-355.66e-010.1081
115908CTHRC1GSM4909287HumanBreastIDC3.41e-164.42e-010.2057
115908CTHRC1GSM4909290HumanBreastIDC3.64e-398.20e-010.2096
115908CTHRC1GSM4909302HumanBreastIDC6.88e-113.79e-010.1545
115908CTHRC1GSM4909306HumanBreastIDC1.97e-478.06e-010.1564
115908CTHRC1GSM4909319HumanBreastIDC1.02e-167.08e-010.1563
115908CTHRC1TumorHumanCervixCC1.79e-639.69e-010.1241
115908CTHRC1sample3HumanCervixCC9.17e-477.69e-010.1387
115908CTHRC1T3HumanCervixCC4.94e-477.66e-010.1389
115908CTHRC1LZE5THumanEsophagusESCC7.29e-065.02e-010.0514
115908CTHRC1LZE24THumanEsophagusESCC1.08e-031.08e-010.0596
115908CTHRC1LZE21THumanEsophagusESCC1.41e-045.53e-010.0655
115908CTHRC1P2T-EHumanEsophagusESCC1.30e-235.53e-010.1177
115908CTHRC1P4T-EHumanEsophagusESCC2.57e-182.13e+000.1323
115908CTHRC1P5T-EHumanEsophagusESCC2.59e-071.61e+000.1327
115908CTHRC1P8T-EHumanEsophagusESCC4.54e-419.14e-010.0889
115908CTHRC1P9T-EHumanEsophagusESCC3.70e-212.20e+000.1131
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:002191510SkinAKneural tube development28/1910152/187231.44e-031.06e-0228
GO:00600715SkinAKWnt signaling pathway, planar cell polarity pathway13/191052/187231.75e-031.23e-0213
GO:001402010SkinAKprimary neural tube formation19/191094/187232.72e-031.74e-0219
GO:00901754SkinAKregulation of establishment of planar polarity13/191056/187233.55e-032.15e-0213
GO:20000275SkinAKregulation of animal organ morphogenesis23/1910125/187233.72e-032.22e-0223
GO:00017362SkinAKestablishment of planar polarity15/191072/187235.43e-033.01e-0215
GO:00071642SkinAKestablishment of tissue polarity15/191072/187235.43e-033.01e-0215
GO:00487714SkinAKtissue remodeling29/1910175/187235.97e-033.23e-0229
GO:00018439SkinAKneural tube closure17/191088/187237.11e-033.64e-0217
GO:00606068SkinAKtube closure17/191089/187237.98e-034.03e-0217
GO:0001649110SkinSCCISosteoblast differentiation34/919229/187237.78e-092.95e-0634
GO:001605519SkinSCCISWnt signaling pathway51/919444/187231.48e-084.37e-0651
GO:019873819SkinSCCIScell-cell signaling by wnt51/919446/187231.72e-084.81e-0651
GO:003011119SkinSCCISregulation of Wnt signaling pathway41/919328/187233.79e-087.72e-0641
GO:000150319SkinSCCISossification47/919408/187235.02e-088.19e-0647
GO:006007018SkinSCCIScanonical Wnt signaling pathway36/919303/187238.82e-076.24e-0536
GO:006082819SkinSCCISregulation of canonical Wnt signaling pathway31/919253/187232.62e-061.28e-0431
GO:0051099112SkinSCCISpositive regulation of binding24/919173/187234.14e-061.82e-0424
GO:0051098112SkinSCCISregulation of binding38/919363/187239.41e-063.35e-0438
GO:003209218SkinSCCISpositive regulation of protein binding13/91985/187232.45e-044.48e-0313
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CTHRC1insertionNonsense_Mutationnovelc.472_473insCAGTAAATATTTTTTGAATGCAAAAACAAGAGGAAATATATAAATTGp.Tyr158SerfsTer6p.Y158Sfs*6Q96CG8protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CTHRC1insertionNonsense_Mutationnovelc.492_493insTAAAAACAGGGAp.Ala164_Glu165insTerp.A164_E165ins*Q96CG8protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CTHRC1SNVMissense_Mutationnovelc.584N>Tp.Ser195Phep.S195FQ96CG8protein_codingdeleterious(0.01)possibly_damaging(0.459)TCGA-VS-A9UM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CTHRC1SNVMissense_Mutationrs767759004c.704N>Ap.Arg235Hisp.R235HQ96CG8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CTHRC1SNVMissense_Mutationrs374084026c.371C>Tp.Ala124Valp.A124VQ96CG8protein_codingtolerated(0.61)benign(0.122)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CTHRC1SNVMissense_Mutationrs141428810c.577C>Tp.Arg193Cysp.R193CQ96CG8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CTHRC1SNVMissense_Mutationrs767061518c.248N>Ap.Arg83Glnp.R83QQ96CG8protein_codingtolerated(0.05)possibly_damaging(0.777)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CTHRC1SNVMissense_Mutationrs36115601c.578N>Ap.Arg193Hisp.R193HQ96CG8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CTHRC1SNVMissense_Mutationnovelc.449N>Ap.Arg150Lysp.R150KQ96CG8protein_codingtolerated(1)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CTHRC1SNVMissense_Mutationnovelc.520N>Tp.Ala174Serp.A174SQ96CG8protein_codingtolerated(0.34)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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