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: SMARCAD1

Gene summary for SMARCAD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMARCAD1

Gene ID

56916

Gene nameSWI/SNF-related, matrix-associated actin-dependent regulator of chromatin, subfamily a, containing DEAD/H box 1
Gene AliasADERM
Cytomap4q22.3
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q9H4L7


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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
56916SMARCAD1LZE4THumanEsophagusESCC1.37e-051.92e-010.0811
56916SMARCAD1LZE7THumanEsophagusESCC9.07e-104.51e-010.0667
56916SMARCAD1LZE20THumanEsophagusESCC3.14e-027.93e-020.0662
56916SMARCAD1LZE24THumanEsophagusESCC1.70e-071.65e-010.0596
56916SMARCAD1P1T-EHumanEsophagusESCC1.38e-042.01e-010.0875
56916SMARCAD1P2T-EHumanEsophagusESCC2.02e-335.28e-010.1177
56916SMARCAD1P4T-EHumanEsophagusESCC2.55e-204.08e-010.1323
56916SMARCAD1P5T-EHumanEsophagusESCC8.38e-058.34e-020.1327
56916SMARCAD1P8T-EHumanEsophagusESCC1.33e-081.26e-010.0889
56916SMARCAD1P9T-EHumanEsophagusESCC2.29e-051.02e-010.1131
56916SMARCAD1P10T-EHumanEsophagusESCC7.90e-354.55e-010.116
56916SMARCAD1P11T-EHumanEsophagusESCC1.93e-167.17e-010.1426
56916SMARCAD1P12T-EHumanEsophagusESCC1.14e-274.85e-010.1122
56916SMARCAD1P15T-EHumanEsophagusESCC3.72e-142.86e-010.1149
56916SMARCAD1P16T-EHumanEsophagusESCC2.51e-203.77e-010.1153
56916SMARCAD1P17T-EHumanEsophagusESCC2.30e-062.14e-010.1278
56916SMARCAD1P20T-EHumanEsophagusESCC4.81e-071.56e-010.1124
56916SMARCAD1P21T-EHumanEsophagusESCC2.23e-152.52e-010.1617
56916SMARCAD1P22T-EHumanEsophagusESCC9.84e-182.40e-010.1236
56916SMARCAD1P23T-EHumanEsophagusESCC1.03e-102.23e-010.108
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00356015EsophagusESCCprotein deacylation79/8552112/187238.30e-081.42e-0679
GO:00987325EsophagusESCCmacromolecule deacylation80/8552116/187233.19e-074.50e-0680
GO:00165754EsophagusESCChistone deacetylation60/855282/187233.85e-075.32e-0660
GO:00064765EsophagusESCCprotein deacetylation70/8552101/187231.29e-061.58e-0570
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
GO:003250813EsophagusESCCDNA duplex unwinding58/855284/187231.23e-051.14e-0458
GO:00513042EsophagusESCCchromosome separation64/855296/187232.61e-052.20e-0464
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00709331EsophagusESCChistone H4 deacetylation10/855211/187232.54e-031.08e-0210
GO:00709321EsophagusESCChistone H3 deacetylation15/855220/187237.60e-032.71e-0215
GO:00165704LungIAChistone modification93/2061463/187235.41e-098.03e-0793
GO:00064762LungIACprotein deacetylation25/2061101/187237.38e-051.55e-0325
GO:0016575LungIAChistone deacetylation21/206182/187231.62e-042.92e-0321
GO:00063256LungIACchromatin organization69/2061409/187232.01e-043.53e-0369
GO:00356012LungIACprotein deacylation25/2061112/187234.18e-046.25e-0325
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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
SMARCAD1SNVMissense_Mutationc.611N>Cp.Gly204Alap.G204AQ9H4L7protein_codingtolerated(0.88)benign(0)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMARCAD1SNVMissense_Mutationnovelc.707N>Ap.Gly236Glup.G236EQ9H4L7protein_codingtolerated(1)benign(0.003)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
SMARCAD1SNVMissense_Mutationc.1945N>Tp.Ala649Serp.A649SQ9H4L7protein_codingtolerated(0.06)possibly_damaging(0.506)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SMARCAD1SNVMissense_Mutationnovelc.1840C>Tp.Arg614Cysp.R614CQ9H4L7protein_codingdeleterious(0)probably_damaging(0.928)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMARCAD1SNVMissense_Mutationc.373N>Ap.Glu125Lysp.E125KQ9H4L7protein_codingtolerated_low_confidence(0.24)probably_damaging(0.953)TCGA-C5-A1M5-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SMARCAD1SNVMissense_Mutationc.2182C>Gp.Leu728Valp.L728VQ9H4L7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SMARCAD1SNVMissense_Mutationc.1132G>Ap.Glu378Lysp.E378KQ9H4L7protein_codingdeleterious(0.05)benign(0.022)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
SMARCAD1SNVMissense_Mutationrs555203609c.205N>Gp.Pro69Alap.P69AQ9H4L7protein_codingdeleterious_low_confidence(0.03)probably_damaging(0.994)TCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
SMARCAD1SNVMissense_Mutationc.19N>Tp.Asp7Tyrp.D7YQ9H4L7protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SMARCAD1SNVMissense_Mutationnovelc.2839N>Cp.Ile947Leup.I947LQ9H4L7protein_codingdeleterious(0.01)probably_damaging(0.955)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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