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: SMARCD2

Gene summary for SMARCD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMARCD2

Gene ID

6603

Gene nameSWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily d, member 2
Gene AliasBAF60B
Cytomap17q23.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q92925


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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
6603SMARCD2HTA11_3410_2000001011HumanColorectumAD2.44e-042.55e-010.0155
6603SMARCD2HTA11_2487_2000001011HumanColorectumSER2.14e-094.69e-01-0.1808
6603SMARCD2HTA11_1938_2000001011HumanColorectumAD1.05e-105.48e-01-0.0811
6603SMARCD2HTA11_78_2000001011HumanColorectumAD4.34e-054.07e-01-0.1088
6603SMARCD2HTA11_347_2000001011HumanColorectumAD1.76e-114.38e-01-0.1954
6603SMARCD2HTA11_411_2000001011HumanColorectumSER1.85e-037.01e-01-0.2602
6603SMARCD2HTA11_3361_2000001011HumanColorectumAD4.99e-033.66e-01-0.1207
6603SMARCD2HTA11_83_2000001011HumanColorectumSER3.19e-054.37e-01-0.1526
6603SMARCD2HTA11_696_2000001011HumanColorectumAD1.37e-226.44e-01-0.1464
6603SMARCD2HTA11_866_2000001011HumanColorectumAD5.60e-073.33e-01-0.1001
6603SMARCD2HTA11_1391_2000001011HumanColorectumAD1.80e-207.92e-01-0.059
6603SMARCD2HTA11_5212_2000001011HumanColorectumAD1.05e-034.58e-01-0.2061
6603SMARCD2HTA11_546_2000001011HumanColorectumAD2.47e-034.04e-01-0.0842
6603SMARCD2HTA11_7862_2000001011HumanColorectumAD1.79e-044.73e-01-0.0179
6603SMARCD2HTA11_866_3004761011HumanColorectumAD1.61e-196.86e-010.096
6603SMARCD2HTA11_4255_2000001011HumanColorectumSER2.71e-034.81e-010.0446
6603SMARCD2HTA11_8622_2000001021HumanColorectumSER1.41e-066.49e-010.0528
6603SMARCD2HTA11_7663_2000001011HumanColorectumSER1.32e-025.79e-010.0131
6603SMARCD2HTA11_10623_2000001011HumanColorectumAD1.19e-045.52e-01-0.0177
6603SMARCD2HTA11_6801_2000001011HumanColorectumSER2.56e-067.78e-010.0171
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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
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
∗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:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0032986ColorectumADprotein-DNA complex disassembly12/391820/187231.60e-042.21e-0312
GO:0031498ColorectumADchromatin disassembly11/391820/187238.39e-048.21e-0311
GO:0006337ColorectumADnucleosome disassembly10/391818/187231.31e-031.15e-0210
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00224111ColorectumSERcellular component disassembly114/2897443/187231.17e-089.59e-07114
GO:00329841ColorectumSERprotein-containing complex disassembly61/2897224/187234.17e-061.60e-0461
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00314981ColorectumSERchromatin disassembly8/289720/187237.14e-034.99e-028
GO:00329861ColorectumSERprotein-DNA complex disassembly8/289720/187237.14e-034.99e-028
GO:00224112ColorectumMSScellular component disassembly130/3467443/187231.44e-088.46e-07130
GO:00329842ColorectumMSSprotein-containing complex disassembly69/3467224/187235.61e-061.50e-0469
GO:00329862ColorectumMSSprotein-DNA complex disassembly12/346720/187234.55e-058.35e-0412
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00314982ColorectumMSSchromatin disassembly11/346720/187232.77e-043.67e-0311
GO:00063371ColorectumMSSnucleosome disassembly10/346718/187234.76e-045.58e-0310
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa052251ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa047142ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047143ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047144ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa052252ColorectumMSSHepatocellular carcinoma56/1875168/84655.04e-043.45e-032.11e-0356
hsa047145ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa052253ColorectumMSSHepatocellular carcinoma56/1875168/84655.04e-043.45e-032.11e-0356
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0522518EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0522519EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa052258LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa0471432LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0522511LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa0471430Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa0522516Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
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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
SMARCD2SNVMissense_Mutationc.1268T>Ap.Phe423Tyrp.F423YQ92925protein_codingtolerated(0.05)probably_damaging(0.991)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
SMARCD2insertionFrame_Shift_Insnovelc.1320_1321insTTCCTAGCCTTTCTAAACCAAAGTTCTTTGCCATTCCTACAAGCCCAp.His441PhefsTer26p.H441Ffs*26Q92925protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SMARCD2SNVMissense_Mutationc.417G>Cp.Lys139Asnp.K139NQ92925protein_codingdeleterious(0)possibly_damaging(0.764)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMARCD2SNVMissense_Mutationrs757140754c.1417C>Tp.Arg473Cysp.R473CQ92925protein_codingtolerated(0.06)benign(0.003)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SMARCD2SNVMissense_Mutationc.1009N>Tp.Leu337Phep.L337FQ92925protein_codingdeleterious(0.03)probably_damaging(0.926)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SMARCD2SNVMissense_Mutationrs750388563c.1300N>Ap.Ala434Thrp.A434TQ92925protein_codingtolerated(0.22)benign(0.022)TCGA-AY-4071-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SMARCD2SNVMissense_Mutationrs866391405c.1100N>Ap.Arg367Glnp.R367QQ92925protein_codingtolerated(0.06)probably_damaging(0.995)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SMARCD2SNVMissense_Mutationrs749078019c.314N>Ap.Pro105Hisp.P105HQ92925protein_codingdeleterious(0)possibly_damaging(0.838)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SMARCD2SNVMissense_Mutationc.1507G>Ap.Ala503Thrp.A503TQ92925protein_codingtolerated(0.58)benign(0.114)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
SMARCD2SNVMissense_Mutationrs759533186c.1186N>Ap.Asp396Asnp.D396NQ92925protein_codingdeleterious(0.04)probably_damaging(0.964)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
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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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