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: C1D

Gene summary for C1D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C1D

Gene ID

10438

Gene nameC1D nuclear receptor corepressor
Gene AliasLRP1
Cytomap2p14
Gene Typeprotein-coding
GO ID

GO:0000460

UniProtAcc

Q13901


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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
10438C1DLZE2THumanEsophagusESCC1.99e-101.21e+000.082
10438C1DLZE4THumanEsophagusESCC8.54e-359.38e-010.0811
10438C1DLZE5THumanEsophagusESCC4.02e-075.71e-010.0514
10438C1DLZE7THumanEsophagusESCC3.64e-106.87e-010.0667
10438C1DLZE8THumanEsophagusESCC1.23e-135.19e-010.067
10438C1DLZE20THumanEsophagusESCC1.98e-073.58e-010.0662
10438C1DLZE22D1HumanEsophagusHGIN8.91e-062.70e-010.0595
10438C1DLZE22THumanEsophagusESCC3.17e-096.34e-010.068
10438C1DLZE24THumanEsophagusESCC3.36e-308.80e-010.0596
10438C1DLZE21THumanEsophagusESCC2.19e-096.68e-010.0655
10438C1DLZE6THumanEsophagusESCC4.51e-094.67e-010.0845
10438C1DP1T-EHumanEsophagusESCC1.48e-107.86e-010.0875
10438C1DP2T-EHumanEsophagusESCC8.79e-599.53e-010.1177
10438C1DP4T-EHumanEsophagusESCC2.49e-541.22e+000.1323
10438C1DP5T-EHumanEsophagusESCC1.20e-478.69e-010.1327
10438C1DP8T-EHumanEsophagusESCC5.12e-588.93e-010.0889
10438C1DP9T-EHumanEsophagusESCC6.21e-357.23e-010.1131
10438C1DP10T-EHumanEsophagusESCC2.97e-579.14e-010.116
10438C1DP11T-EHumanEsophagusESCC7.69e-279.68e-010.1426
10438C1DP12T-EHumanEsophagusESCC3.61e-581.05e+000.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00425948CervixCCresponse to starvation46/2311197/187231.24e-052.59e-0446
GO:00068987CervixCCreceptor-mediated endocytosis53/2311244/187232.52e-054.29e-0453
GO:00301008CervixCCregulation of endocytosis47/2311211/187233.65e-055.82e-0447
GO:00458077CervixCCpositive regulation of endocytosis27/2311100/187235.55e-058.10e-0427
GO:00435476CervixCCpositive regulation of GTPase activity53/2311255/187238.72e-051.16e-0353
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00431127CervixCCreceptor metabolic process37/2311166/187232.31e-042.58e-0337
GO:00482597CervixCCregulation of receptor-mediated endocytosis24/2311110/187233.62e-032.31e-0224
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
GO:00316236CervixCCreceptor internalization24/2311113/187235.18e-033.05e-0224
GO:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301810EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
hsa0301815EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
hsa03018LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030181LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030189Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301814Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301823Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
hsa0301833Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
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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
C1DSNVMissense_Mutationc.109T>Cp.Ser37Prop.S37PQ13901protein_codingdeleterious(0.02)possibly_damaging(0.798)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
C1DSNVMissense_Mutationc.7N>Ap.Gly3Serp.G3SQ13901protein_codingtolerated(0.9)benign(0)TCGA-AZ-6607-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
C1DSNVMissense_Mutationc.32N>Tp.Pro11Leup.P11LQ13901protein_codingdeleterious(0)possibly_damaging(0.661)TCGA-DM-A28F-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
C1DSNVMissense_Mutationnovelc.4N>Ap.Ala2Thrp.A2TQ13901protein_codingdeleterious(0.04)probably_damaging(0.976)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
C1DSNVMissense_Mutationc.192N>Gp.Asn64Lysp.N64KQ13901protein_codingdeleterious(0)probably_damaging(0.927)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
C1DSNVMissense_Mutationnovelc.305A>Tp.Asp102Valp.D102VQ13901protein_codingdeleterious(0)benign(0.17)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
C1DinsertionFrame_Shift_Insnovelc.222dupAp.Gly75ArgfsTer3p.G75Rfs*3Q13901protein_codingTCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
C1DinsertionFrame_Shift_Insrs776000138c.359_360insAp.Asn120LysfsTer17p.N120Kfs*17Q13901protein_codingTCGA-BK-A13B-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
C1DSNVMissense_Mutationnovelc.403N>Gp.Asn135Aspp.N135DQ13901protein_codingtolerated(0.3)benign(0)TCGA-L4-A4E5-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
C1DSNVMissense_Mutationrs775915228c.27N>Ap.Asp9Glup.D9EQ13901protein_codingtolerated(0.37)benign(0.017)TCGA-CV-5979-01Oral cavityhead & neck squamous cell carcinomaMale<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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