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: COL7A1

Gene summary for COL7A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL7A1

Gene ID

1294

Gene namecollagen type VII alpha 1 chain
Gene AliasEBD1
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0001704

UniProtAcc

Q02388


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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
1294COL7A1CA_HPV_3HumanCervixCC1.42e-112.51e-010.0414
1294COL7A1CCII_1HumanCervixCC5.57e-601.88e+000.3249
1294COL7A1TumorHumanCervixCC5.78e-194.25e-010.1241
1294COL7A1sample1HumanCervixCC1.46e-045.31e-010.0959
1294COL7A1sample3HumanCervixCC2.91e-264.56e-010.1387
1294COL7A1T1HumanCervixCC1.19e-309.10e-010.0918
1294COL7A1T3HumanCervixCC1.85e-264.91e-010.1389
1294COL7A1LZE4THumanEsophagusESCC7.64e-072.73e-010.0811
1294COL7A1LZE7THumanEsophagusESCC1.05e-064.73e-010.0667
1294COL7A1LZE20THumanEsophagusESCC3.07e-05-1.81e-010.0662
1294COL7A1LZE24THumanEsophagusESCC8.45e-059.59e-020.0596
1294COL7A1LZE21THumanEsophagusESCC2.96e-025.34e-010.0655
1294COL7A1P2T-EHumanEsophagusESCC2.75e-223.19e-010.1177
1294COL7A1P4T-EHumanEsophagusESCC3.65e-073.55e-010.1323
1294COL7A1P5T-EHumanEsophagusESCC2.04e-11-4.31e-030.1327
1294COL7A1P8T-EHumanEsophagusESCC5.80e-04-7.18e-020.0889
1294COL7A1P9T-EHumanEsophagusESCC3.45e-135.69e-010.1131
1294COL7A1P10T-EHumanEsophagusESCC9.94e-501.32e+000.116
1294COL7A1P11T-EHumanEsophagusESCC2.43e-171.44e+000.1426
1294COL7A1P12T-EHumanEsophagusESCC1.37e-195.73e-010.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:004586110CervixCCnegative regulation of proteolysis80/2311351/187232.88e-081.98e-0680
GO:00513469CervixCCnegative regulation of hydrolase activity81/2311379/187234.27e-071.67e-0581
GO:00104669CervixCCnegative regulation of peptidase activity60/2311262/187231.27e-064.34e-0560
GO:001095110CervixCCnegative regulation of endopeptidase activity56/2311252/187237.43e-061.74e-0456
GO:00073695CervixCCgastrulation42/2311185/187235.83e-058.46e-0442
GO:00074923CervixCCendoderm development20/231177/187238.40e-047.30e-0320
GO:0001704CervixCCformation of primary germ layer27/2311121/187231.49e-031.16e-0227
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00073698EsophagusESCCgastrulation115/8552185/187234.35e-064.64e-05115
GO:00074926EsophagusESCCendoderm development54/855277/187231.20e-051.12e-0454
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:00017064EsophagusESCCendoderm formation38/855254/187232.08e-041.31e-0338
GO:00017044EsophagusESCCformation of primary germ layer75/8552121/187232.17e-041.36e-0375
GO:00359873EsophagusESCCendodermal cell differentiation32/855245/187234.87e-042.70e-0332
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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
COL7A1SNVMissense_Mutationrs751405989c.2221G>Ap.Asp741Asnp.D741NQ02388protein_codingdeleterious(0.02)probably_damaging(0.946)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
COL7A1SNVMissense_Mutationc.1342N>Cp.Trp448Argp.W448RQ02388protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-A2-A0T7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
COL7A1SNVMissense_Mutationc.6298N>Tp.Gly2100Cysp.G2100CQ02388protein_codingtolerated(0.14)probably_damaging(0.969)TCGA-A8-A09T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
COL7A1SNVMissense_Mutationc.7270C>Tp.Arg2424Trpp.R2424WQ02388protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COL7A1SNVMissense_Mutationnovelc.2890N>Tp.Val964Leup.V964LQ02388protein_codingdeleterious(0)possibly_damaging(0.621)TCGA-AO-A03L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
COL7A1SNVMissense_Mutationc.8544N>Tp.Glu2848Aspp.E2848DQ02388protein_codingtolerated(0.44)benign(0.038)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
COL7A1SNVMissense_Mutationrs773146110c.8324N>Tp.Gly2775Valp.G2775VQ02388protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
COL7A1SNVMissense_Mutationrs773146110c.8324G>Tp.Gly2775Valp.G2775VQ02388protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A0TQ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
COL7A1SNVMissense_Mutationrs145343367c.1474N>Ap.Glu492Lysp.E492KQ02388protein_codingdeleterious(0.04)probably_damaging(0.917)TCGA-AR-A2LN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
COL7A1SNVMissense_Mutationc.6245N>Ap.Gly2082Glup.G2082EQ02388protein_codingdeleterious(0)probably_damaging(0.993)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
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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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