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: SEPTIN7

Gene summary for SEPTIN7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEPTIN7

Gene ID

989

Gene nameseptin 7
Gene AliasCDC10
Cytomap7p14.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A8K3D0


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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
989SEPTIN7CA_HPV_1HumanCervixCC6.50e-10-1.41e-010.0264
989SEPTIN7CA_HPV_3HumanCervixCC1.14e-047.19e-020.0414
989SEPTIN7CCII_1HumanCervixCC8.74e-13-6.98e-010.3249
989SEPTIN7TumorHumanCervixCC3.71e-62-9.20e-010.1241
989SEPTIN7sample1HumanCervixCC9.02e-03-4.80e-010.0959
989SEPTIN7sample3HumanCervixCC1.40e-154.07e-010.1387
989SEPTIN7L1HumanCervixCC2.88e-07-2.56e-010.0802
989SEPTIN7T1HumanCervixCC9.13e-10-4.84e-010.0918
989SEPTIN7T3HumanCervixCC1.39e-133.88e-010.1389
989SEPTIN7HTA11_3410_2000001011HumanColorectumAD9.84e-061.59e-010.0155
989SEPTIN7HTA11_2487_2000001011HumanColorectumSER1.32e-082.66e-01-0.1808
989SEPTIN7HTA11_1938_2000001011HumanColorectumAD2.77e-185.26e-01-0.0811
989SEPTIN7HTA11_78_2000001011HumanColorectumAD6.88e-275.45e-01-0.1088
989SEPTIN7HTA11_347_2000001011HumanColorectumAD3.67e-478.18e-01-0.1954
989SEPTIN7HTA11_411_2000001011HumanColorectumSER3.33e-157.46e-01-0.2602
989SEPTIN7HTA11_2112_2000001011HumanColorectumSER1.71e-032.44e-01-0.2196
989SEPTIN7HTA11_3361_2000001011HumanColorectumAD1.34e-031.69e-01-0.1207
989SEPTIN7HTA11_83_2000001011HumanColorectumSER3.64e-052.04e-01-0.1526
989SEPTIN7HTA11_696_2000001011HumanColorectumAD1.75e-183.26e-01-0.1464
989SEPTIN7HTA11_866_2000001011HumanColorectumAD4.93e-213.59e-01-0.1001
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:002260410CervixCCregulation of cell morphogenesis84/2311309/187231.00e-124.29e-1084
GO:00313467CervixCCpositive regulation of cell projection organization72/2311353/187231.04e-052.32e-0472
GO:00083608CervixCCregulation of cell shape38/2311154/187231.86e-053.46e-0438
GO:00459955CervixCCregulation of embryonic development19/231164/187231.78e-042.09e-0319
GO:19021153CervixCCregulation of organelle assembly40/2311186/187232.92e-043.15e-0340
GO:19021171CervixCCpositive regulation of organelle assembly19/231167/187233.42e-043.58e-0319
GO:00009107CervixCCcytokinesis37/2311173/187235.40e-045.23e-0337
GO:01200328CervixCCregulation of plasma membrane bounded cell projection assembly38/2311186/187231.14e-039.35e-0338
GO:00604917CervixCCregulation of cell projection assembly38/2311188/187231.40e-031.10e-0238
GO:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0008360ColorectumADregulation of cell shape56/3918154/187237.01e-061.73e-0456
GO:0000910ColorectumADcytokinesis59/3918173/187233.74e-056.75e-0459
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:0061640ColorectumADcytoskeleton-dependent cytokinesis37/3918100/187231.58e-042.20e-0337
GO:0045995ColorectumADregulation of embryonic development24/391864/187231.72e-031.43e-0224
GO:0120034ColorectumADpositive regulation of plasma membrane bounded cell projection assembly33/3918105/187237.49e-034.55e-0233
GO:0120032ColorectumADregulation of plasma membrane bounded cell projection assembly53/3918186/187238.51e-034.97e-0253
GO:00226041ColorectumSERregulation of cell morphogenesis89/2897309/187231.51e-091.52e-0789
GO:00083601ColorectumSERregulation of cell shape43/2897154/187235.47e-051.30e-0343
GO:00009101ColorectumSERcytokinesis45/2897173/187232.28e-043.93e-0345
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa05131110CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051312ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa051313ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa0513126EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa05131111EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa0513127EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0513136EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0513139EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa05131114EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0513116LungIACShigellosis58/1053247/84658.21e-073.81e-052.53e-0558
hsa0513117LungIACShigellosis58/1053247/84658.21e-073.81e-052.53e-0558
hsa0513123LungAISShigellosis53/961247/84652.70e-069.71e-056.21e-0553
hsa0513133LungAISShigellosis53/961247/84652.70e-069.71e-056.21e-0553
hsa0513143LungMIACShigellosis29/507247/84653.64e-047.06e-035.11e-0329
hsa0513153LungMIACShigellosis29/507247/84653.64e-047.06e-035.11e-0329
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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
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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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