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: STEAP4

Gene summary for STEAP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STEAP4

Gene ID

79689

Gene nameSTEAP4 metalloreductase
Gene AliasSTAMP2
Cytomap7q21.12
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q687X5


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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
79689STEAP4sample1HumanCervixCC9.67e-145.22e-010.0959
79689STEAP4H2HumanCervixHSIL_HPV1.25e-114.78e-010.0632
79689STEAP4L1HumanCervixCC2.49e-023.12e-010.0802
79689STEAP4T1HumanCervixCC6.45e-245.55e-010.0918
79689STEAP4T2HumanCervixCC7.02e-085.12e-010.0709
79689STEAP4LZE24THumanEsophagusESCC9.19e-081.02e+000.0596
79689STEAP4P8T-EHumanEsophagusESCC1.25e-083.76e-010.0889
79689STEAP4P20T-EHumanEsophagusESCC3.02e-07-9.61e-020.1124
79689STEAP4P24T-EHumanEsophagusESCC1.51e-02-1.18e-010.1287
79689STEAP4P39T-EHumanEsophagusESCC4.98e-054.73e-010.0894
79689STEAP4P44T-EHumanEsophagusESCC1.05e-03-6.65e-020.1096
79689STEAP4P57T-EHumanEsophagusESCC3.58e-063.62e-010.0926
79689STEAP4P75T-EHumanEsophagusESCC1.03e-075.53e-010.1125
79689STEAP4P82T-EHumanEsophagusESCC8.48e-051.58e+000.1072
79689STEAP4P127T-EHumanEsophagusESCC3.03e-035.75e-010.0826
79689STEAP4P5_S10_cSCCHumanSkincSCC2.62e-021.92e-01-0.299
79689STEAP4P1_cSCCHumanSkincSCC2.64e-065.26e-010.0292
79689STEAP4P4_cSCCHumanSkincSCC5.49e-062.63e-01-0.00290000000000005
79689STEAP4P10_cSCCHumanSkincSCC1.18e-022.46e-010.1017
79689STEAP4male-WTAHumanThyroidPTC2.22e-081.72e-010.1037
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:00229009CervixCCelectron transport chain53/2311175/187232.23e-103.43e-0853
GO:00060919CervixCCgeneration of precursor metabolites and energy105/2311490/187237.40e-096.61e-07105
GO:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:0070206CervixCCprotein trimerization7/231117/187232.72e-031.85e-027
GO:00550726CervixCCiron ion homeostasis19/231185/187236.88e-033.74e-0219
GO:00550768CervixCCtransition metal ion homeostasis27/2311138/187239.89e-034.85e-0227
GO:002290014CervixHSIL_HPVelectron transport chain18/737175/187231.93e-043.56e-0318
GO:00702061CervixHSIL_HPVprotein trimerization5/73717/187233.89e-046.04e-035
GO:00469166CervixHSIL_HPVcellular transition metal ion homeostasis13/737115/187235.95e-048.37e-0313
GO:005507614CervixHSIL_HPVtransition metal ion homeostasis14/737138/187231.10e-031.36e-0214
GO:000609114CervixHSIL_HPVgeneration of precursor metabolites and energy32/737490/187233.69e-033.27e-0232
GO:004544413CervixHSIL_HPVfat cell differentiation18/737229/187234.27e-033.64e-0218
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0022900110EsophagusESCCelectron transport chain133/8552175/187232.18e-161.67e-14133
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:00550729EsophagusESCCiron ion homeostasis52/855285/187232.86e-031.21e-0252
GO:00512592EsophagusESCCprotein complex oligomerization130/8552238/187233.29e-031.36e-02130
GO:000609116ProstateBPHgeneration of precursor metabolites and energy161/3107490/187233.05e-191.45e-16161
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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
STEAP4SNVMissense_Mutationrs758443467c.734G>Ap.Arg245Hisp.R245HQ687X5protein_codingtolerated(0.14)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STEAP4SNVMissense_Mutationnovelc.445G>Ap.Ala149Thrp.A149TQ687X5protein_codingdeleterious(0.02)possibly_damaging(0.666)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STEAP4SNVMissense_Mutationrs749073411c.833N>Ap.Arg278Glnp.R278QQ687X5protein_codingdeleterious(0.03)possibly_damaging(0.527)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STEAP4SNVMissense_Mutationc.305N>Cp.Val102Alap.V102AQ687X5protein_codingdeleterious(0)possibly_damaging(0.887)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STEAP4SNVMissense_Mutationnovelc.644N>Cp.Phe215Serp.F215SQ687X5protein_codingdeleterious(0)possibly_damaging(0.827)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
STEAP4SNVMissense_Mutationnovelc.539A>Gp.Gln180Argp.Q180RQ687X5protein_codingtolerated(0.87)benign(0)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STEAP4SNVMissense_Mutationc.911A>Gp.His304Argp.H304RQ687X5protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
STEAP4SNVMissense_Mutationrs368689133c.941N>Ap.Arg314Glnp.R314QQ687X5protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
STEAP4SNVMissense_Mutationrs769390918c.709N>Tp.Arg237Cysp.R237CQ687X5protein_codingtolerated(0.07)possibly_damaging(0.855)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
STEAP4SNVMissense_Mutationrs750091751c.149N>Ap.Arg50Glnp.R50QQ687X5protein_codingdeleterious(0)probably_damaging(1)TCGA-D5-6927-01Colorectumcolon 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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