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: HCCS

Gene summary for HCCS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HCCS

Gene ID

3052

Gene nameholocytochrome c synthase
Gene AliasCCHL
CytomapXp22.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024RBY9


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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
3052HCCSLZE2THumanEsophagusESCC4.27e-035.43e-010.082
3052HCCSLZE4THumanEsophagusESCC8.08e-102.80e-010.0811
3052HCCSLZE7THumanEsophagusESCC2.85e-022.91e-010.0667
3052HCCSLZE8THumanEsophagusESCC6.57e-174.93e-010.067
3052HCCSLZE20THumanEsophagusESCC3.50e-072.91e-010.0662
3052HCCSLZE24THumanEsophagusESCC1.36e-111.96e-010.0596
3052HCCSLZE21THumanEsophagusESCC4.00e-031.45e-010.0655
3052HCCSLZE6THumanEsophagusESCC1.15e-031.42e-010.0845
3052HCCSP1T-EHumanEsophagusESCC1.74e-073.70e-010.0875
3052HCCSP2T-EHumanEsophagusESCC7.19e-205.02e-010.1177
3052HCCSP4T-EHumanEsophagusESCC4.03e-164.04e-010.1323
3052HCCSP5T-EHumanEsophagusESCC3.11e-193.32e-010.1327
3052HCCSP8T-EHumanEsophagusESCC1.67e-122.81e-010.0889
3052HCCSP9T-EHumanEsophagusESCC7.81e-172.00e-010.1131
3052HCCSP10T-EHumanEsophagusESCC1.20e-098.53e-020.116
3052HCCSP11T-EHumanEsophagusESCC1.84e-126.07e-010.1426
3052HCCSP12T-EHumanEsophagusESCC1.33e-202.27e-010.1122
3052HCCSP15T-EHumanEsophagusESCC7.71e-221.65e-010.1149
3052HCCSP16T-EHumanEsophagusESCC8.64e-162.35e-010.1153
3052HCCSP17T-EHumanEsophagusESCC3.23e-052.06e-010.1278
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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
∗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:001700413EsophagusESCCcytochrome complex assembly34/855236/187235.08e-101.31e-0834
GO:0017004LiverCirrhoticcytochrome complex assembly22/463436/187233.92e-066.70e-0522
GO:00170041LiverHCCcytochrome complex assembly30/795836/187235.69e-079.03e-0630
GO:00170043Oral cavityOSCCcytochrome complex assembly31/730536/187237.28e-091.53e-0731
GO:001700412Oral cavityLPcytochrome complex assembly25/462336/187231.93e-087.11e-0725
GO:00170045SkincSCCcytochrome complex assembly22/486436/187239.20e-061.21e-0422
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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
HCCSSNVMissense_Mutationnovelc.14N>Ap.Pro5Glnp.P5QP53701protein_codingtolerated_low_confidence(0.21)benign(0.03)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HCCSSNVMissense_Mutationc.455N>Ap.Arg152Lysp.R152KP53701protein_codingtolerated(1)benign(0.003)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
HCCSSNVMissense_Mutationnovelc.62N>Ap.Pro21Glnp.P21QP53701protein_codingdeleterious_low_confidence(0.01)benign(0.261)TCGA-OL-A6VO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
HCCSinsertionIn_Frame_Insnovelc.72_73insTGGTTTCTCAGCGACp.Gly24_Cys25insTrpPheLeuSerAspp.G24_C25insWFLSDP53701protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HCCSinsertionNonsense_Mutationnovelc.764_765insGGCTTAGGTCTCTTCCCCp.Val255_Trp256insAlaTerValSerSerProp.V255_W256insA*VSSPP53701protein_codingTCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HCCSdeletionFrame_Shift_Delnovelc.71delGp.Gly24AspfsTer9p.G24Dfs*9P53701protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
HCCSSNVMissense_Mutationnovelc.523N>Cp.Glu175Glnp.E175QP53701protein_codingdeleterious(0.03)benign(0.314)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HCCSSNVMissense_Mutationrs771870658c.343N>Cp.Glu115Glnp.E115QP53701protein_codingtolerated(0.11)benign(0.024)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HCCSSNVMissense_Mutationc.77N>Gp.Pro26Argp.P26RP53701protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6548-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HCCSSNVMissense_Mutationrs752050558c.253N>Gp.Met85Valp.M85VP53701protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-AG-3881-01Colorectumrectum adenocarcinomaFemale>=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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