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: HHLA2

Gene summary for HHLA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HHLA2

Gene ID

11148

Gene nameHERV-H LTR-associating 2
Gene AliasB7-H5
Cytomap3q13.13
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q9UM44


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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
11148HHLA2HTA11_3410_2000001011HumanColorectumAD3.54e-02-2.59e-010.0155
11148HHLA2HTA11_2487_2000001011HumanColorectumSER4.21e-067.41e-01-0.1808
11148HHLA2HTA11_347_2000001011HumanColorectumAD2.82e-241.12e+00-0.1954
11148HHLA2HTA11_411_2000001011HumanColorectumSER6.48e-049.42e-01-0.2602
11148HHLA2HTA11_2992_2000001011HumanColorectumSER4.13e-037.97e-01-0.1706
11148HHLA2HTA11_5212_2000001011HumanColorectumAD1.70e-121.38e+00-0.2061
11148HHLA2HTA11_7696_3000711011HumanColorectumAD2.15e-02-2.03e-010.0674
11148HHLA2HTA11_99999971662_82457HumanColorectumMSS5.36e-06-2.77e-010.3859
11148HHLA2HTA11_99999974143_84620HumanColorectumMSS1.48e-08-3.00e-010.3005
11148HHLA2A015-C-203HumanColorectumFAP1.06e-02-7.07e-02-0.1294
11148HHLA2A002-C-203HumanColorectumFAP3.30e-02-1.89e-010.2786
11148HHLA2A001-C-108HumanColorectumFAP1.71e-04-1.92e-01-0.0272
11148HHLA2A002-C-205HumanColorectumFAP2.38e-02-1.83e-01-0.1236
11148HHLA2A015-C-006HumanColorectumFAP3.16e-02-2.50e-01-0.0994
11148HHLA2A015-C-104HumanColorectumFAP3.85e-05-1.86e-01-0.1899
11148HHLA2A001-C-014HumanColorectumFAP4.01e-02-1.74e-010.0135
11148HHLA2A002-C-016HumanColorectumFAP3.41e-04-1.13e-010.0521
11148HHLA2A002-C-116HumanColorectumFAP3.84e-05-1.50e-01-0.0452
11148HHLA2CRC-1-8810HumanColorectumCRC1.23e-09-3.05e-010.6257
11148HHLA2CRC-3-11773HumanColorectumCRC5.71e-09-2.91e-010.2564
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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
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
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
∗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:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:00457851ColorectumSERpositive regulation of cell adhesion93/2897437/187236.78e-049.04e-0393
GO:00457852ColorectumMSSpositive regulation of cell adhesion110/3467437/187232.94e-043.87e-03110
GO:00457854ColorectumFAPpositive regulation of cell adhesion92/2622437/187233.09e-057.04e-0492
GO:00457855ColorectumCRCpositive regulation of cell adhesion81/2078437/187232.28e-061.10e-0481
GO:0022407ColorectumCRCregulation of cell-cell adhesion67/2078448/187236.86e-034.81e-0267
GO:004578512LiverHCCpositive regulation of cell adhesion215/7958437/187232.53e-031.22e-02215
GO:00457858LungIACpositive regulation of cell adhesion87/2061437/187232.59e-083.13e-0687
GO:00224078LungIACregulation of cell-cell adhesion76/2061448/187238.16e-051.68e-0376
GO:00421106LungIACT cell activation77/2061487/187236.82e-049.20e-0377
GO:00224097LungIACpositive regulation of cell-cell adhesion49/2061284/187239.60e-041.16e-0249
GO:00071596LungIACleukocyte cell-cell adhesion60/2061371/187231.47e-031.57e-0260
GO:0050852LungIACT cell receptor signaling pathway25/2061123/187231.75e-031.80e-0225
GO:00508636LungIACregulation of T cell activation54/2061329/187231.77e-031.82e-0254
GO:19030376LungIACregulation of leukocyte cell-cell adhesion54/2061336/187232.82e-032.55e-0254
GO:00027643LungIACimmune response-regulating signaling pathway70/2061468/187234.79e-033.72e-0270
GO:00420986LungIACT cell proliferation34/2061199/187236.20e-034.47e-0234
GO:00457856StomachGCpositive regulation of cell adhesion56/1159437/187231.79e-071.02e-0556
GO:00224076StomachGCregulation of cell-cell adhesion55/1159448/187239.21e-074.39e-0555
GO:0007159StomachGCleukocyte cell-cell adhesion45/1159371/187231.21e-053.99e-0445
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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
HHLA2SNVMissense_Mutationrs369237811c.823N>Gp.Leu275Valp.L275VQ9UM44protein_codingtolerated(0.16)benign(0.395)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HHLA2SNVMissense_Mutationc.644N>Tp.Ser215Leup.S215LQ9UM44protein_codingtolerated(0.08)benign(0.103)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HHLA2SNVMissense_Mutationc.1144N>Tp.Asp382Tyrp.D382YQ9UM44protein_codingtolerated_low_confidence(0.08)benign(0.006)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
HHLA2insertionFrame_Shift_Insnovelc.385_386insTATCTTCAp.Ile130SerfsTer3p.I130Sfs*3Q9UM44protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
HHLA2insertionFrame_Shift_Insnovelc.387_388insCTAAGGGTCGAAATATACACp.Ile130LeufsTer14p.I130Lfs*14Q9UM44protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
HHLA2deletionFrame_Shift_Delnovelc.256delNp.Arg87AspfsTer25p.R87Dfs*25Q9UM44protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HHLA2deletionFrame_Shift_Delnovelc.733delNp.Pro245LeufsTer2p.P245Lfs*2Q9UM44protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HHLA2SNVMissense_Mutationc.566N>Gp.Ser189Cysp.S189CQ9UM44protein_codingdeleterious(0.04)probably_damaging(0.947)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HHLA2SNVMissense_Mutationrs771206254c.311N>Tp.Ala104Valp.A104VQ9UM44protein_codingdeleterious(0)probably_damaging(0.923)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HHLA2SNVMissense_Mutationc.711N>Cp.Glu237Aspp.E237DQ9UM44protein_codingtolerated(0.18)benign(0.394)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=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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