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: CCDC71

Gene summary for CCDC71

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC71

Gene ID

64925

Gene namecoiled-coil domain containing 71
Gene AliasCCDC71
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

Q8IV32


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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
64925CCDC71LZE4THumanEsophagusESCC5.01e-041.23e-010.0811
64925CCDC71LZE24THumanEsophagusESCC3.11e-082.13e-010.0596
64925CCDC71P2T-EHumanEsophagusESCC4.44e-081.79e-010.1177
64925CCDC71P4T-EHumanEsophagusESCC5.47e-112.97e-010.1323
64925CCDC71P5T-EHumanEsophagusESCC4.92e-071.18e-010.1327
64925CCDC71P8T-EHumanEsophagusESCC1.84e-108.02e-020.0889
64925CCDC71P9T-EHumanEsophagusESCC1.60e-102.21e-010.1131
64925CCDC71P10T-EHumanEsophagusESCC1.34e-171.91e-010.116
64925CCDC71P12T-EHumanEsophagusESCC1.63e-181.65e-010.1122
64925CCDC71P15T-EHumanEsophagusESCC8.56e-082.12e-010.1149
64925CCDC71P16T-EHumanEsophagusESCC3.77e-193.03e-010.1153
64925CCDC71P20T-EHumanEsophagusESCC4.04e-082.07e-010.1124
64925CCDC71P21T-EHumanEsophagusESCC7.93e-233.46e-010.1617
64925CCDC71P22T-EHumanEsophagusESCC1.42e-071.34e-010.1236
64925CCDC71P23T-EHumanEsophagusESCC6.94e-123.11e-010.108
64925CCDC71P24T-EHumanEsophagusESCC3.01e-162.63e-010.1287
64925CCDC71P26T-EHumanEsophagusESCC1.98e-201.91e-010.1276
64925CCDC71P27T-EHumanEsophagusESCC3.58e-151.53e-010.1055
64925CCDC71P28T-EHumanEsophagusESCC5.09e-076.08e-020.1149
64925CCDC71P30T-EHumanEsophagusESCC4.62e-042.36e-010.137
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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
∗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:00454441LiverHCCfat cell differentiation120/7958229/187231.52e-038.05e-03120
GO:00454448Oral cavityOSCCfat cell differentiation120/7305229/187232.48e-052.32e-04120
GO:00455983Oral cavityOSCCregulation of fat cell differentiation77/7305139/187236.36e-055.18e-0477
GO:00456006Oral cavityOSCCpositive regulation of fat cell differentiation41/730566/187231.20e-048.60e-0441
GO:004560013Oral cavityEOLPpositive regulation of fat cell differentiation17/221866/187231.41e-039.58e-0317
GO:004544415Oral cavityEOLPfat cell differentiation42/2218229/187232.58e-031.56e-0242
GO:004559812Oral cavityEOLPregulation of fat cell differentiation28/2218139/187233.29e-031.90e-0228
GO:004560022Oral cavityNEOLPpositive regulation of fat cell differentiation24/200566/187233.20e-081.35e-0624
GO:004559821Oral cavityNEOLPregulation of fat cell differentiation37/2005139/187231.12e-074.05e-0637
GO:004544422Oral cavityNEOLPfat cell differentiation50/2005229/187236.79e-071.93e-0550
GO:00454447ProstateBPHfat cell differentiation59/3107229/187232.60e-042.04e-0359
GO:00455982ProstateBPHregulation of fat cell differentiation36/3107139/187233.43e-031.76e-0236
GO:00456005ProstateBPHpositive regulation of fat cell differentiation20/310766/187234.09e-032.03e-0220
GO:004544414ProstateTumorfat cell differentiation69/3246229/187231.22e-062.28e-0569
GO:004559811ProstateTumorregulation of fat cell differentiation39/3246139/187231.11e-037.12e-0339
GO:004560012ProstateTumorpositive regulation of fat cell differentiation22/324666/187231.21e-037.66e-0322
GO:004544418ThyroidPTCfat cell differentiation102/5968229/187233.66e-053.40e-04102
GO:004560015ThyroidPTCpositive regulation of fat cell differentiation33/596866/187231.63e-039.01e-0333
GO:004559814ThyroidPTCregulation of fat cell differentiation59/5968139/187235.50e-032.50e-0259
GO:004544423ThyroidATCfat cell differentiation105/6293229/187237.42e-055.62e-04105
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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
CCDC71SNVMissense_Mutationc.1082N>Ap.Arg361Lysp.R361KQ8IV32protein_codingtolerated_low_confidence(0.56)benign(0.001)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC71insertionNonsense_Mutationnovelc.977_978insCTTGCAGCTAGTGGGTTTTTAGGTCCTGGAATGGAGCCTTTGTGp.Ala327LeufsTer7p.A327Lfs*7Q8IV32protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
CCDC71insertionFrame_Shift_Insnovelc.491_492insGAAGAGGAAAAGGGCTGAGGAGGCAAAAGATCTTp.His164GlnfsTer28p.H164Qfs*28Q8IV32protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
CCDC71deletionFrame_Shift_Delnovelc.1120delNp.Thr374LeufsTer43p.T374Lfs*43Q8IV32protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CCDC71SNVMissense_Mutationc.1174A>Gp.Arg392Glyp.R392GQ8IV32protein_codingdeleterious(0.03)benign(0.387)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
CCDC71SNVMissense_Mutationnovelc.998N>Tp.Ala333Valp.A333VQ8IV32protein_codingtolerated_low_confidence(0.16)benign(0.23)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCDC71SNVMissense_Mutationc.265C>Tp.Arg89Cysp.R89CQ8IV32protein_codingtolerated(0.07)benign(0.011)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CCDC71SNVMissense_Mutationnovelc.877G>Cp.Ala293Prop.A293PQ8IV32protein_codingdeleterious(0.01)possibly_damaging(0.474)TCGA-AA-A029-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCDC71SNVMissense_Mutationc.95N>Cp.Leu32Prop.L32PQ8IV32protein_codingtolerated(0.11)possibly_damaging(0.858)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CCDC71SNVMissense_Mutationc.1292T>Cp.Val431Alap.V431AQ8IV32protein_codingdeleterious(0)probably_damaging(0.941)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<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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