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: CCDC71L

Gene summary for CCDC71L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC71L

Gene ID

168455

Gene namecoiled-coil domain containing 71 like
Gene AliasC7orf74
Cytomap7q22.3
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q8N9Z2


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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
168455CCDC71LHCC1_MengHumanLiverHCC2.89e-515.75e-020.0246
168455CCDC71LHCC2_MengHumanLiverHCC4.14e-241.70e-010.0107
168455CCDC71LS027HumanLiverHCC2.98e-161.74e+000.2446
168455CCDC71LS028HumanLiverHCC7.08e-322.07e+000.2503
168455CCDC71LS029HumanLiverHCC2.06e-311.99e+000.2581
168455CCDC71LC04HumanOral cavityOSCC5.60e-065.56e-010.2633
168455CCDC71LC21HumanOral cavityOSCC7.11e-251.06e+000.2678
168455CCDC71LC30HumanOral cavityOSCC1.49e-148.27e-010.3055
168455CCDC71LC08HumanOral cavityOSCC1.14e-379.19e-010.1919
168455CCDC71LC09HumanOral cavityOSCC5.39e-073.00e-010.1431
168455CCDC71LEOLP-2HumanOral cavityEOLP9.74e-082.73e-01-0.0203
168455CCDC71LNEOLP-1HumanOral cavityNEOLP4.90e-052.65e-01-0.0194
168455CCDC71LNEOLP-2HumanOral cavityNEOLP1.14e-021.44e-01-0.0196
168455CCDC71LNEOLP-3HumanOral cavityNEOLP2.35e-061.84e-01-0.0191
168455CCDC71LSYSMH2HumanOral cavityOSCC5.70e-083.25e-010.2326
168455CCDC71LSYSMH3HumanOral cavityOSCC1.12e-092.63e-010.2442
168455CCDC71LSYSMH5HumanOral cavityOSCC1.54e-041.25e-010.0647
168455CCDC71LSYSMH6HumanOral cavityOSCC8.38e-112.39e-010.1275
168455CCDC71LGSM5252132_BPH389PrGFHumanProstateBPH1.92e-031.20e+00-0.2247
168455CCDC71LGSM5252136_BPH556PrGA1_FcolHumanProstateBPH4.54e-034.99e-01-0.23
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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: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
CCDC71LSNVMissense_Mutationnovelc.264C>Ap.Phe88Leup.F88LQ8N9Z2protein_codingtolerated(0.07)benign(0.053)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC71LSNVMissense_Mutationc.190A>Gp.Met64Valp.M64VQ8N9Z2protein_codingtolerated(1)benign(0.019)TCGA-BG-A0MQ-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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