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: HECA

Gene summary for HECA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HECA

Gene ID

51696

Gene namehdc homolog, cell cycle regulator
Gene AliasHDC
Cytomap6q24.1
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q9UBI9


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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
51696HECAHCC2_MengHumanLiverHCC1.40e-137.68e-020.0107
51696HECAHCC1HumanLiverHCC2.48e-083.33e+000.5336
51696HECAHCC2HumanLiverHCC1.70e-052.55e+000.5341
51696HECAC30HumanOral cavityOSCC1.29e-281.32e+000.3055
51696HECAC38HumanOral cavityOSCC1.09e-037.78e-010.172
51696HECAC43HumanOral cavityOSCC1.46e-071.28e-010.1704
51696HECAC51HumanOral cavityOSCC3.33e-085.88e-010.2674
51696HECAC57HumanOral cavityOSCC9.80e-084.03e-010.1679
51696HECAC09HumanOral cavityOSCC3.51e-021.75e-010.1431
51696HECALP15HumanOral cavityLP3.38e-038.37e-010.2174
51696HECASYSMH1HumanOral cavityOSCC3.23e-073.22e-010.1127
51696HECASYSMH2HumanOral cavityOSCC7.31e-062.19e-010.2326
51696HECASYSMH3HumanOral cavityOSCC8.73e-083.58e-010.2442
51696HECAmale-WTAHumanThyroidPTC1.40e-06-1.08e-010.1037
51696HECAPTC04HumanThyroidPTC1.16e-11-3.66e-020.1927
51696HECAPTC05HumanThyroidPTC6.44e-102.06e-020.2065
51696HECAPTC06HumanThyroidPTC1.24e-104.89e-020.2057
51696HECAPTC07HumanThyroidPTC2.18e-14-6.09e-020.2044
51696HECAATC12HumanThyroidATC1.33e-111.76e-030.34
51696HECAATC13HumanThyroidATC1.28e-508.04e-010.34
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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
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:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:0045786LiverHCCnegative regulation of cell cycle204/7958385/187231.84e-051.99e-04204
GO:0045930LiverHCCnegative regulation of mitotic cell cycle130/7958235/187234.69e-054.50e-04130
GO:003032311LiverHCCrespiratory tube development95/7958181/187234.15e-031.81e-0295
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:00457864Oral cavityOSCCnegative regulation of cell cycle206/7305385/187234.28e-099.55e-08206
GO:00459304Oral cavityOSCCnegative regulation of mitotic cell cycle132/7305235/187236.51e-081.16e-06132
GO:00303238Oral cavityOSCCrespiratory tube development95/7305181/187231.53e-041.07e-0395
GO:000734614Oral cavityLPregulation of mitotic cell cycle163/4623457/187237.64e-082.56e-06163
GO:004578612Oral cavityLPnegative regulation of cell cycle127/4623385/187231.33e-041.53e-03127
GO:004593012Oral cavityLPnegative regulation of mitotic cell cycle83/4623235/187231.62e-041.82e-0383
GO:000734619ThyroidPTCregulation of mitotic cell cycle212/5968457/187234.03e-111.44e-09212
GO:00457867ThyroidPTCnegative regulation of cell cycle166/5968385/187231.93e-062.64e-05166
GO:00459307ThyroidPTCnegative regulation of mitotic cell cycle105/5968235/187232.41e-052.39e-04105
GO:003032317ThyroidPTCrespiratory tube development80/5968181/187233.23e-042.23e-0380
GO:000734622ThyroidATCregulation of mitotic cell cycle236/6293457/187237.58e-165.92e-14236
GO:004578614ThyroidATCnegative regulation of cell cycle181/6293385/187232.64e-085.07e-07181
GO:004593015ThyroidATCnegative regulation of mitotic cell cycle117/6293235/187231.93e-073.05e-06117
GO:003032321ThyroidATCrespiratory tube development93/6293181/187235.67e-078.02e-0693
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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
HECASNVMissense_Mutationc.361N>Ap.Glu121Lysp.E121KQ9UBI9protein_codingdeleterious(0.01)probably_damaging(0.944)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HECASNVMissense_Mutationrs766148085c.1159G>Ap.Ala387Thrp.A387TQ9UBI9protein_codingtolerated(0.6)possibly_damaging(0.617)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HECASNVMissense_Mutationc.754N>Cp.Glu252Glnp.E252QQ9UBI9protein_codingtolerated(0.1)probably_damaging(0.994)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HECASNVMissense_Mutationrs759180001c.1096G>Ap.Val366Metp.V366MQ9UBI9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HECASNVMissense_Mutationc.1448N>Tp.Ala483Valp.A483VQ9UBI9protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HECASNVMissense_Mutationnovelc.1124N>Ap.Gly375Aspp.G375DQ9UBI9protein_codingdeleterious(0.03)probably_damaging(1)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HECASNVMissense_Mutationc.627N>Tp.Lys209Asnp.K209NQ9UBI9protein_codingdeleterious(0)possibly_damaging(0.787)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HECASNVMissense_Mutationc.988G>Tp.Ala330Serp.A330SQ9UBI9protein_codingtolerated_low_confidence(0.63)benign(0)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
HECASNVMissense_Mutationrs760164332c.448N>Tp.Arg150Cysp.R150CQ9UBI9protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HECASNVMissense_Mutationc.465N>Gp.Asn155Lysp.N155KQ9UBI9protein_codingdeleterious(0.01)possibly_damaging(0.907)TCGA-AY-6197-01Colorectumcolon 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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