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: STARD4

Gene summary for STARD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STARD4

Gene ID

134429

Gene nameStAR related lipid transfer domain containing 4
Gene AliasSTARD4
Cytomap5q22.1
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q96DR4


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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
134429STARD4LZE4THumanEsophagusESCC1.70e-031.65e-010.0811
134429STARD4LZE24THumanEsophagusESCC8.18e-154.08e-010.0596
134429STARD4LZE6THumanEsophagusESCC2.96e-031.65e-010.0845
134429STARD4P2T-EHumanEsophagusESCC1.88e-041.38e-010.1177
134429STARD4P4T-EHumanEsophagusESCC1.06e-143.08e-010.1323
134429STARD4P5T-EHumanEsophagusESCC2.02e-061.64e-010.1327
134429STARD4P9T-EHumanEsophagusESCC4.01e-041.14e-010.1131
134429STARD4P10T-EHumanEsophagusESCC6.56e-152.75e-010.116
134429STARD4P12T-EHumanEsophagusESCC8.40e-041.07e-010.1122
134429STARD4P15T-EHumanEsophagusESCC1.32e-061.79e-010.1149
134429STARD4P17T-EHumanEsophagusESCC1.49e-021.67e-010.1278
134429STARD4P21T-EHumanEsophagusESCC4.44e-081.58e-010.1617
134429STARD4P22T-EHumanEsophagusESCC9.56e-081.58e-010.1236
134429STARD4P23T-EHumanEsophagusESCC2.13e-092.42e-010.108
134429STARD4P24T-EHumanEsophagusESCC1.66e-028.47e-020.1287
134429STARD4P26T-EHumanEsophagusESCC4.41e-071.79e-010.1276
134429STARD4P27T-EHumanEsophagusESCC9.44e-071.38e-010.1055
134429STARD4P30T-EHumanEsophagusESCC9.20e-052.35e-010.137
134429STARD4P32T-EHumanEsophagusESCC4.44e-081.77e-010.1666
134429STARD4P36T-EHumanEsophagusESCC2.82e-021.21e-010.1187
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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
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:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:00199155EsophagusESCClipid storage58/855287/187236.15e-054.72e-0458
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:00421805EsophagusESCCcellular ketone metabolic process120/8552211/187236.70e-043.55e-03120
GO:00066946EsophagusESCCsteroid biosynthetic process98/8552173/187232.34e-031.03e-0298
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
GO:19016174EsophagusESCCorganic hydroxy compound biosynthetic process128/8552237/187235.86e-032.16e-02128
GO:00323661EsophagusESCCintracellular sterol transport20/855229/187239.66e-033.34e-0220
GO:00323671EsophagusESCCintracellular cholesterol transport20/855229/187239.66e-033.34e-0220
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
GO:004639421LiverHCCcarboxylic acid biosynthetic process198/7958314/187231.19e-136.78e-12198
GO:00082022LiverHCCsteroid metabolic process188/7958319/187231.96e-095.63e-08188
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:007233021LiverHCCmonocarboxylic acid biosynthetic process129/7958214/187231.08e-072.09e-06129
GO:005123521LiverHCCmaintenance of location185/7958327/187231.70e-073.12e-06185
GO:00066942LiverHCCsteroid biosynthetic process104/7958173/187232.13e-062.91e-05104
GO:004218021LiverHCCcellular ketone metabolic process123/7958211/187232.52e-063.37e-05123
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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
STARD4SNVMissense_Mutationc.547N>Gp.Gln183Glup.Q183EQ96DR4protein_codingdeleterious(0)possibly_damaging(0.616)TCGA-A2-A0SW-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
STARD4SNVMissense_Mutationc.416N>Cp.Asp139Alap.D139AQ96DR4protein_codingtolerated(0.43)benign(0.014)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
STARD4SNVMissense_Mutationc.517N>Gp.Ile173Valp.I173VQ96DR4protein_codingtolerated(0.14)benign(0.013)TCGA-BH-A0BJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
STARD4SNVMissense_Mutationc.415N>Cp.Asp139Hisp.D139HQ96DR4protein_codingtolerated(0.27)benign(0.283)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
STARD4SNVMissense_Mutationc.392C>Ap.Ser131Tyrp.S131YQ96DR4protein_codingdeleterious(0)probably_damaging(0.965)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
STARD4SNVMissense_Mutationnovelc.163G>Tp.Ala55Serp.A55SQ96DR4protein_codingtolerated(0.08)possibly_damaging(0.544)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
STARD4SNVMissense_Mutationrs143239767c.227N>Ap.Arg76Hisp.R76HQ96DR4protein_codingdeleterious(0.01)possibly_damaging(0.501)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
STARD4SNVMissense_Mutationrs369793461c.605N>Ap.Arg202Glnp.R202QQ96DR4protein_codingtolerated(1)benign(0.007)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
STARD4SNVMissense_Mutationrs566737403c.554N>Tp.Ala185Valp.A185VQ96DR4protein_codingtolerated(1)benign(0.18)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
STARD4SNVMissense_Mutationrs752789420c.226N>Tp.Arg76Cysp.R76CQ96DR4protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid 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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