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: SHOX2

Gene summary for SHOX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHOX2

Gene ID

6474

Gene nameshort stature homeobox 2
Gene AliasOG12
Cytomap3q25.32
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O60902


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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
6474SHOX2LZE7THumanEsophagusESCC3.90e-021.58e-010.0667
6474SHOX2LZE24THumanEsophagusESCC1.28e-072.92e-010.0596
6474SHOX2P5T-EHumanEsophagusESCC3.50e-027.33e-020.1327
6474SHOX2P8T-EHumanEsophagusESCC1.96e-051.22e-010.0889
6474SHOX2P10T-EHumanEsophagusESCC4.30e-101.89e-010.116
6474SHOX2P22T-EHumanEsophagusESCC4.31e-061.32e-010.1236
6474SHOX2P23T-EHumanEsophagusESCC1.48e-051.71e-010.108
6474SHOX2P32T-EHumanEsophagusESCC8.56e-122.47e-010.1666
6474SHOX2P39T-EHumanEsophagusESCC9.02e-112.07e-010.0894
6474SHOX2P47T-EHumanEsophagusESCC7.90e-031.04e-010.1067
6474SHOX2P54T-EHumanEsophagusESCC3.02e-153.59e-010.0975
6474SHOX2P62T-EHumanEsophagusESCC6.87e-132.51e-010.1302
6474SHOX2P74T-EHumanEsophagusESCC2.69e-062.00e-010.1479
6474SHOX2P76T-EHumanEsophagusESCC7.90e-039.17e-020.1207
6474SHOX2P84T-EHumanEsophagusESCC1.34e-042.90e-010.0933
6474SHOX2P107T-EHumanEsophagusESCC5.52e-092.11e-010.171
6474SHOX2P128T-EHumanEsophagusESCC3.42e-236.19e-010.1241
6474SHOX2P130T-EHumanEsophagusESCC1.88e-112.27e-010.1676
6474SHOX2ATC13HumanThyroidATC4.41e-1071.87e+000.34
6474SHOX2ATC5HumanThyroidATC2.90e-1031.98e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:003134623ThyroidATCpositive regulation of cell projection organization186/6293353/187237.99e-144.23e-12186
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:001097523ThyroidATCregulation of neuron projection development212/6293445/187234.16e-101.14e-08212
GO:000164932ThyroidATCosteoblast differentiation122/6293229/187236.04e-101.60e-08122
GO:006156423ThyroidATCaxon development220/6293467/187236.85e-101.80e-08220
GO:000740919ThyroidATCaxonogenesis197/6293418/187235.09e-091.13e-07197
GO:001072022ThyroidATCpositive regulation of cell development146/6293298/187232.36e-084.56e-07146
GO:005076922ThyroidATCpositive regulation of neurogenesis112/6293225/187233.53e-075.21e-06112
GO:005076723ThyroidATCregulation of neurogenesis168/6293364/187233.73e-075.48e-06168
GO:005077213ThyroidATCpositive regulation of axonogenesis48/629379/187236.89e-079.35e-0648
GO:006034813ThyroidATCbone development102/6293205/187231.18e-061.52e-05102
GO:006053724ThyroidATCmuscle tissue development181/6293403/187231.27e-061.62e-05181
GO:005077011ThyroidATCregulation of axonogenesis80/6293154/187231.95e-062.34e-0580
GO:005196014ThyroidATCregulation of nervous system development195/6293443/187232.62e-063.06e-05195
GO:000176317ThyroidATCmorphogenesis of a branching structure96/6293196/187235.68e-066.04e-0596
GO:005196221ThyroidATCpositive regulation of nervous system development126/6293272/187238.17e-068.27e-05126
GO:001470622ThyroidATCstriated muscle tissue development168/6293384/187231.91e-051.73e-04168
GO:000320512ThyroidATCcardiac chamber development79/6293161/187233.39e-052.80e-0479
GO:0060349ThyroidATCbone morphogenesis50/629393/187234.87e-053.88e-0450
GO:004269216ThyroidATCmuscle cell differentiation165/6293384/187237.17e-055.46e-04165
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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
SHOX2ECMBreastADJPLK3,PIWIL2,TNN, etc.4.97e-03The 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.
SHOX2INCAFBreastHealthyPLK3,PIWIL2,TNN, etc.1.16e-01The 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.
SHOX2ECMBreastIDCPLK3,PIWIL2,TNN, etc.2.50e-01The 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.
SHOX2LYMENDBreastIDCPLK3,PIWIL2,TNN, etc.1.61e-02The 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.
SHOX2LYMENDBreastPrecancerPLK3,PIWIL2,TNN, etc.2.61e-02The 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.
SHOX2ECMBreastPrecancerPLK3,PIWIL2,TNN, etc.3.20e-02The 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.
SHOX2FIBCervixN_HPVMAMDC2,ZNF511,HES1, etc.-2.22e-16The 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.
SHOX2INCAFEsophagusESCCRSRC1,CNTN1,COL3A1, etc.3.01e-01The 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.
SHOX2MYOFIBEsophagusESCCRSRC1,CNTN1,COL3A1, etc.2.76e-01The 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.
SHOX2INCAFOral cavityNEOLPSCARF2,RP11-379H18.1,CYS1, etc.7.69e-01The 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.
∗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
SHOX2SNVMissense_Mutationrs753586895c.1043N>Gp.Lys348Argp.K348RO60902protein_codingtolerated(0.1)probably_damaging(0.915)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHOX2SNVMissense_Mutationc.1005N>Cp.Lys335Asnp.K335NO60902protein_codingdeleterious(0)possibly_damaging(0.857)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHOX2SNVMissense_Mutationc.581N>Ap.Arg194Glnp.R194QO60902protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SHOX2SNVMissense_Mutationnovelc.780N>Gp.Ser260Argp.S260RO60902protein_codingtolerated(0.08)possibly_damaging(0.808)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SHOX2SNVMissense_Mutationc.709N>Gp.Gln237Glup.Q237EO60902protein_codingtolerated(0.14)benign(0.293)TCGA-CI-6623-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SHOX2SNVMissense_Mutationrs747319392c.452N>Tp.Ala151Valp.A151VO60902protein_codingtolerated(0.53)benign(0.012)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SHOX2SNVMissense_Mutationnovelc.38N>Cp.Asp13Alap.D13AO60902protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SHOX2SNVMissense_Mutationnovelc.988N>Ap.Ala330Thrp.A330TO60902protein_codingtolerated(0.05)probably_damaging(0.994)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
SHOX2SNVMissense_Mutationc.568N>Ap.Asp190Asnp.D190NO60902protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SHOX2SNVMissense_Mutationnovelc.456N>Cp.Lys152Asnp.K152NO60902protein_codingdeleterious(0.05)benign(0.098)TCGA-AJ-A3EL-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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