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: HIGD2A

Gene summary for HIGD2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HIGD2A

Gene ID

192286

Gene nameHIG1 hypoxia inducible domain family member 2A
Gene AliasRCF1b
Cytomap5q35.2
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

A0A024R7Q3


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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
192286HIGD2ACA_HPV_1HumanCervixCC1.47e-04-1.69e-010.0264
192286HIGD2ACA_HPV_3HumanCervixCC6.47e-042.31e-020.0414
192286HIGD2AN_HPV_2HumanCervixN_HPV1.57e-025.36e-02-0.0131
192286HIGD2ACCI_1HumanCervixCC5.18e-18-8.25e-010.528
192286HIGD2ACCI_2HumanCervixCC1.10e-16-8.25e-010.5249
192286HIGD2ACCI_3HumanCervixCC2.57e-23-8.25e-010.516
192286HIGD2ACCII_1HumanCervixCC2.36e-31-8.25e-010.3249
192286HIGD2ATumorHumanCervixCC6.90e-10-4.66e-010.1241
192286HIGD2Asample3HumanCervixCC3.33e-13-4.87e-010.1387
192286HIGD2AH2HumanCervixHSIL_HPV1.03e-05-3.59e-010.0632
192286HIGD2AL1HumanCervixCC3.45e-16-6.07e-010.0802
192286HIGD2AT1HumanCervixCC1.79e-02-2.68e-010.0918
192286HIGD2AT3HumanCervixCC4.26e-17-4.81e-010.1389
192286HIGD2AHTA11_3410_2000001011HumanColorectumAD3.25e-467.37e-010.0155
192286HIGD2AHTA11_2487_2000001011HumanColorectumSER1.97e-419.75e-01-0.1808
192286HIGD2AHTA11_2951_2000001011HumanColorectumAD6.82e-158.17e-010.0216
192286HIGD2AHTA11_1938_2000001011HumanColorectumAD3.44e-349.11e-01-0.0811
192286HIGD2AHTA11_78_2000001011HumanColorectumAD4.79e-183.72e-01-0.1088
192286HIGD2AHTA11_347_2000001011HumanColorectumAD5.01e-549.72e-01-0.1954
192286HIGD2AHTA11_411_2000001011HumanColorectumSER2.54e-191.29e+00-0.2602
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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
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
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:0097250StomachGCmitochondrial respirasome assembly4/115910/187232.27e-032.20e-024
GO:00972501StomachCAG with IMmitochondrial respirasome assembly4/105010/187231.57e-031.75e-024
GO:00972502StomachCSGmitochondrial respirasome assembly4/103410/187231.48e-031.68e-024
GO:00972503StomachCAGmitochondrial respirasome assembly3/55210/187232.62e-032.71e-023
GO:00972504StomachSIMmitochondrial respirasome assembly3/70810/187235.29e-034.41e-023
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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
HIGD2ASNVMissense_Mutationnovelc.68G>Cp.Gly23Alap.G23AQ9BW72protein_codingdeleterious(0)probably_damaging(0.98)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
HIGD2ASNVMissense_Mutationc.226N>Gp.Gln76Glup.Q76EQ9BW72protein_codingdeleterious(0)possibly_damaging(0.685)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HIGD2ASNVMissense_Mutationc.262T>Cp.Phe88Leup.F88LQ9BW72protein_codingtolerated(0.1)probably_damaging(0.975)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HIGD2ASNVMissense_Mutationc.247A>Gp.Ile83Valp.I83VQ9BW72protein_codingtolerated(0.41)possibly_damaging(0.497)TCGA-D5-6535-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
HIGD2ASNVMissense_Mutationnovelc.209N>Ap.Gly70Aspp.G70DQ9BW72protein_codingtolerated(0.05)possibly_damaging(0.878)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HIGD2ASNVMissense_Mutationc.103T>Gp.Phe35Valp.F35VQ9BW72protein_codingtolerated(0.08)benign(0.189)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
HIGD2ASNVMissense_Mutationnovelc.105N>Ap.Phe35Leup.F35LQ9BW72protein_codingtolerated(0.1)possibly_damaging(0.526)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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