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: CSTF1

Gene summary for CSTF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSTF1

Gene ID

1477

Gene namecleavage stimulation factor subunit 1
Gene AliasCstF-50
Cytomap20q13.2-q13.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q05048


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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
1477CSTF1GSM4909285HumanBreastIDC3.29e-031.32e-010.21
1477CSTF1GSM4909317HumanBreastIDC2.50e-266.26e-010.1355
1477CSTF1GSM4909318HumanBreastIDC5.96e-098.12e-010.2031
1477CSTF1DCIS2HumanBreastDCIS8.35e-163.27e-020.0085
1477CSTF1LZE4THumanEsophagusESCC1.36e-102.02e-010.0811
1477CSTF1LZE7THumanEsophagusESCC1.41e-052.34e-010.0667
1477CSTF1LZE20THumanEsophagusESCC1.39e-071.26e-010.0662
1477CSTF1LZE24THumanEsophagusESCC2.58e-122.68e-010.0596
1477CSTF1P1T-EHumanEsophagusESCC8.70e-031.91e-010.0875
1477CSTF1P2T-EHumanEsophagusESCC9.82e-173.44e-010.1177
1477CSTF1P4T-EHumanEsophagusESCC2.00e-091.73e-010.1323
1477CSTF1P5T-EHumanEsophagusESCC8.29e-132.00e-010.1327
1477CSTF1P8T-EHumanEsophagusESCC2.18e-061.17e-010.0889
1477CSTF1P9T-EHumanEsophagusESCC1.69e-069.95e-020.1131
1477CSTF1P10T-EHumanEsophagusESCC2.84e-244.27e-010.116
1477CSTF1P11T-EHumanEsophagusESCC4.35e-173.26e-010.1426
1477CSTF1P12T-EHumanEsophagusESCC1.57e-245.54e-010.1122
1477CSTF1P15T-EHumanEsophagusESCC4.68e-223.80e-010.1149
1477CSTF1P16T-EHumanEsophagusESCC6.57e-223.92e-010.1153
1477CSTF1P17T-EHumanEsophagusESCC1.11e-042.94e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
∗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:003112412EsophagusESCCmRNA 3'-end processing47/855262/187231.29e-061.58e-0547
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
GO:00311241LiverHCCmRNA 3'-end processing50/795862/187238.44e-102.60e-0850
GO:00311231LiverHCCRNA 3'-end processing81/7958116/187232.27e-096.32e-0881
GO:00311242Oral cavityOSCCmRNA 3'-end processing49/730562/187231.40e-104.14e-0949
GO:00311232Oral cavityOSCCRNA 3'-end processing75/7305116/187231.93e-083.79e-0775
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0301521LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa0301531LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
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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
CSTF1SNVMissense_Mutationc.24N>Cp.Leu8Phep.L8FQ05048protein_codingdeleterious(0.01)benign(0)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CSTF1SNVMissense_Mutationc.1209N>Gp.Ile403Metp.I403MQ05048protein_codingtolerated(0.05)benign(0.406)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CSTF1SNVMissense_Mutationnovelc.613N>Tp.Pro205Serp.P205SQ05048protein_codingtolerated(0.53)benign(0.043)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CSTF1SNVMissense_Mutationc.1241N>Tp.Thr414Metp.T414MQ05048protein_codingdeleterious(0)probably_damaging(0.957)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CSTF1SNVMissense_Mutationc.1073A>Gp.Gln358Argp.Q358RQ05048protein_codingtolerated(0.05)benign(0.043)TCGA-C5-A8ZZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinSD
CSTF1SNVMissense_Mutationrs140246355c.832G>Ap.Val278Ilep.V278IQ05048protein_codingtolerated(0.08)benign(0.317)TCGA-AA-3696-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CSTF1SNVMissense_Mutationc.31N>Tp.Arg11Cysp.R11CQ05048protein_codingdeleterious(0.02)benign(0.003)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CSTF1SNVMissense_Mutationc.31N>Tp.Arg11Cysp.R11CQ05048protein_codingdeleterious(0.02)benign(0.003)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CSTF1SNVMissense_Mutationnovelc.874N>Ap.Val292Ilep.V292IQ05048protein_codingtolerated(0.13)probably_damaging(0.952)TCGA-AG-A023-01Colorectumrectum adenocarcinomaFemale<65III/IVUnknownUnknownPD
CSTF1insertionFrame_Shift_Insnovelc.950dupAp.Asn317LysfsTer3p.N317Kfs*3Q05048protein_codingTCGA-AA-3947-01Colorectumcolon 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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