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: SEMA6D

Gene summary for SEMA6D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEMA6D

Gene ID

80031

Gene namesemaphorin 6D
Gene AliasSEMA6D
Cytomap15q21.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q8NFY4


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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
80031SEMA6DHTA11_347_2000001011HumanColorectumAD1.20e-064.24e-01-0.1954
80031SEMA6DA002-C-205HumanColorectumFAP4.85e-02-1.16e-01-0.1236
80031SEMA6DA002-C-116HumanColorectumFAP3.82e-02-9.41e-02-0.0452
80031SEMA6DLZE4THumanEsophagusESCC1.20e-041.93e-010.0811
80031SEMA6DP2T-EHumanEsophagusESCC8.40e-041.18e-010.1177
80031SEMA6DP9T-EHumanEsophagusESCC4.01e-041.49e-010.1131
80031SEMA6DP10T-EHumanEsophagusESCC2.02e-061.75e-010.116
80031SEMA6DP11T-EHumanEsophagusESCC1.20e-094.28e-010.1426
80031SEMA6DP12T-EHumanEsophagusESCC5.00e-173.93e-010.1122
80031SEMA6DP15T-EHumanEsophagusESCC4.01e-113.00e-010.1149
80031SEMA6DP16T-EHumanEsophagusESCC4.17e-051.62e-010.1153
80031SEMA6DP19T-EHumanEsophagusESCC1.65e-106.23e-010.1662
80031SEMA6DP22T-EHumanEsophagusESCC2.02e-061.53e-010.1236
80031SEMA6DP23T-EHumanEsophagusESCC2.89e-021.11e-010.108
80031SEMA6DP26T-EHumanEsophagusESCC1.85e-183.75e-010.1276
80031SEMA6DP27T-EHumanEsophagusESCC1.78e-031.15e-010.1055
80031SEMA6DP28T-EHumanEsophagusESCC4.40e-091.86e-010.1149
80031SEMA6DP30T-EHumanEsophagusESCC4.41e-114.61e-010.137
80031SEMA6DP39T-EHumanEsophagusESCC9.20e-061.52e-010.0894
80031SEMA6DP42T-EHumanEsophagusESCC9.46e-031.52e-010.1175
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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
∗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:0032535ColorectumADregulation of cellular component size142/3918383/187231.74e-133.41e-11142
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0031345ColorectumADnegative regulation of cell projection organization58/3918186/187236.37e-046.58e-0358
GO:0008361ColorectumADregulation of cell size56/3918181/187239.61e-049.07e-0356
GO:0050770ColorectumADregulation of axonogenesis49/3918154/187239.88e-049.28e-0349
GO:0048638ColorectumADregulation of developmental growth92/3918330/187231.48e-031.25e-0292
GO:0050767ColorectumADregulation of neurogenesis99/3918364/187232.35e-031.82e-0299
GO:0030516ColorectumADregulation of axon extension32/391895/187232.59e-031.96e-0232
GO:0010977ColorectumADnegative regulation of neuron projection development43/3918137/187232.60e-031.97e-0243
GO:0048588ColorectumADdevelopmental cell growth67/3918234/187233.03e-032.25e-0267
GO:0048675ColorectumADaxon extension38/3918120/187233.76e-032.65e-0238
GO:0045926ColorectumADnegative regulation of growth70/3918249/187234.07e-032.83e-0270
GO:0060560ColorectumADdevelopmental growth involved in morphogenesis66/3918234/187234.75e-033.22e-0266
GO:0007411ColorectumADaxon guidance64/3918227/187235.41e-033.55e-0264
GO:0097485ColorectumADneuron projection guidance64/3918228/187236.02e-033.78e-0264
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04360ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa043601ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa043604ColorectumFAPAxon guidance47/1404182/84659.09e-045.20e-033.16e-0347
hsa043605ColorectumFAPAxon guidance47/1404182/84659.09e-045.20e-033.16e-0347
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
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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
SEMA6DPLXNA1SEMA6D_PLXNA1SEMA6HNSCCPrecancer
SEMA6DPLXNA1SEMA6D_PLXNA1SEMA6LungAAH
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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
SEMA6DSNVMissense_Mutationc.2308G>Tp.Ala770Serp.A770SQ8NFY4protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SEMA6DSNVMissense_Mutationnovelc.965G>Ap.Ser322Asnp.S322NQ8NFY4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SEMA6DSNVMissense_Mutationnovelc.3011C>Tp.Pro1004Leup.P1004LQ8NFY4protein_codingdeleterious(0.02)benign(0.19)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SEMA6DSNVMissense_Mutationc.1103N>Ap.Gly368Aspp.G368DQ8NFY4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
SEMA6DinsertionFrame_Shift_Insnovelc.2526_2527insTTTGCAGCAATCCTGTATGTCTCTGGGGATCCTAGTTTGATTAAAGp.Asn843PhefsTer23p.N843Ffs*23Q8NFY4protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SEMA6DinsertionNonsense_Mutationnovelc.3170_3171insATAAAp.Phe1058Terp.F1058*Q8NFY4protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
SEMA6DinsertionNonsense_Mutationnovelc.3171_3172insTAATTTGCTCTTCTTTTTCTAGGTCTAATTTAAATATp.Phe1058Terp.F1058*Q8NFY4protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
SEMA6DinsertionFrame_Shift_Insnovelc.2914_2915insCTGTCAAGGAATACCAACAGAATATTGATTCTCCTAAp.His972ProfsTer20p.H972Pfs*20Q8NFY4protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SEMA6DinsertionIn_Frame_Insnovelc.3129_3130insTTCAAGACCAGCCTGGCCp.Lys1043_Arg1044insPheLysThrSerLeuAlap.K1043_R1044insFKTSLAQ8NFY4protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SEMA6DdeletionFrame_Shift_Delc.325delNp.Ala109LeufsTer2p.A109Lfs*2Q8NFY4protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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