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: HCFC1

Gene summary for HCFC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HCFC1

Gene ID

3054

Gene namehost cell factor C1
Gene AliasCFF
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P51610


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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
3054HCFC1HTA11_1938_2000001011HumanColorectumAD1.44e-043.18e-01-0.0811
3054HCFC1HTA11_347_2000001011HumanColorectumAD7.18e-032.27e-01-0.1954
3054HCFC1HTA11_696_2000001011HumanColorectumAD2.27e-042.49e-01-0.1464
3054HCFC1HTA11_1391_2000001011HumanColorectumAD1.31e-053.52e-01-0.059
3054HCFC1HTA11_866_3004761011HumanColorectumAD3.06e-103.52e-010.096
3054HCFC1HTA11_7696_3000711011HumanColorectumAD5.91e-083.10e-010.0674
3054HCFC1HTA11_99999970781_79442HumanColorectumMSS4.93e-104.01e-010.294
3054HCFC1HTA11_99999965104_69814HumanColorectumMSS3.92e-031.82e-010.281
3054HCFC1HTA11_99999971662_82457HumanColorectumMSS2.26e-225.75e-010.3859
3054HCFC1HTA11_99999973899_84307HumanColorectumMSS5.76e-065.32e-010.2585
3054HCFC1HTA11_99999974143_84620HumanColorectumMSS3.64e-052.66e-010.3005
3054HCFC1LZE2THumanEsophagusESCC5.27e-056.63e-010.082
3054HCFC1LZE4THumanEsophagusESCC6.91e-044.64e-020.0811
3054HCFC1LZE7THumanEsophagusESCC5.37e-116.87e-010.0667
3054HCFC1LZE8THumanEsophagusESCC1.03e-101.80e-010.067
3054HCFC1LZE20THumanEsophagusESCC1.57e-071.55e-010.0662
3054HCFC1LZE24THumanEsophagusESCC1.00e-143.64e-010.0596
3054HCFC1LZE6THumanEsophagusESCC2.20e-052.37e-010.0845
3054HCFC1P1T-EHumanEsophagusESCC2.64e-155.95e-010.0875
3054HCFC1P2T-EHumanEsophagusESCC3.94e-377.67e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:0050821ColorectumADprotein stabilization73/3918191/187233.02e-081.64e-0673
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0045787ColorectumADpositive regulation of cell cycle85/3918313/187234.76e-033.22e-0285
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00160322ColorectumMSSviral process157/3467415/187237.94e-216.19e-18157
GO:00316472ColorectumMSSregulation of protein stability103/3467298/187232.52e-113.49e-09103
GO:00432542ColorectumMSSregulation of protein-containing complex assembly130/3467428/187231.38e-091.03e-07130
GO:00508212ColorectumMSSprotein stabilization68/3467191/187231.53e-088.81e-0768
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00457871ColorectumMSSpositive regulation of cell cycle80/3467313/187231.15e-031.12e-0280
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
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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
HCFC1TH17Oral cavityEOLPCOCH,NRDE2,CCDC58, etc.1.33e-01The 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.
HCFC1STMThyroidHealthyTRIM33,UBAP2L,SF3A3, etc.5.30e-01The 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.
∗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
HCFC1SNVMissense_Mutationc.1570N>Tp.Arg524Trpp.R524WP51610protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
HCFC1SNVMissense_Mutationnovelc.4885N>Ap.Glu1629Lysp.E1629KP51610protein_codingdeleterious_low_confidence(0)probably_damaging(0.971)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
HCFC1SNVMissense_Mutationc.3083N>Ap.Thr1028Lysp.T1028KP51610protein_codingdeleterious_low_confidence(0)probably_damaging(0.982)TCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
HCFC1SNVMissense_Mutationc.157G>Ap.Glu53Lysp.E53KP51610protein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-AR-A0TZ-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDoxorubicinPD
HCFC1SNVMissense_Mutationc.4481N>Tp.Pro1494Leup.P1494LP51610protein_codingdeleterious_low_confidence(0)possibly_damaging(0.715)TCGA-AR-A1AN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HCFC1SNVMissense_Mutationc.1214N>Ap.Thr405Lysp.T405KP51610protein_codingdeleterious(0.03)probably_damaging(0.972)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
HCFC1SNVMissense_Mutationc.2908N>Cp.Glu970Glnp.E970QP51610protein_codingtolerated_low_confidence(0.05)benign(0.042)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
HCFC1SNVMissense_Mutationc.2152N>Ap.Ala718Thrp.A718TP51610protein_codingdeleterious(0.03)possibly_damaging(0.616)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HCFC1SNVMissense_Mutationnovelc.5344N>Tp.Thr1782Serp.T1782SP51610protein_codingtolerated_low_confidence(0.1)benign(0.04)TCGA-BH-A8FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HCFC1SNVMissense_Mutationnovelc.3502N>Cp.Thr1168Prop.T1168PP51610protein_codingdeleterious_low_confidence(0)benign(0.425)TCGA-C8-A12X-01Breastbreast invasive 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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