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: AMDHD2

Gene summary for AMDHD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AMDHD2

Gene ID

51005

Gene nameamidohydrolase domain containing 2
Gene AliasCGI-14
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9Y303


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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
51005AMDHD2C04HumanOral cavityOSCC5.16e-074.17e-010.2633
51005AMDHD2C21HumanOral cavityOSCC2.78e-338.36e-010.2678
51005AMDHD2C30HumanOral cavityOSCC3.05e-269.36e-010.3055
51005AMDHD2C38HumanOral cavityOSCC2.16e-035.00e-010.172
51005AMDHD2C46HumanOral cavityOSCC2.17e-062.37e-010.1673
51005AMDHD2C51HumanOral cavityOSCC2.18e-095.24e-010.2674
51005AMDHD2C06HumanOral cavityOSCC2.04e-025.07e-010.2699
51005AMDHD2C08HumanOral cavityOSCC1.73e-102.98e-010.1919
51005AMDHD2LN46HumanOral cavityOSCC1.45e-053.68e-010.1666
51005AMDHD2SYSMH2HumanOral cavityOSCC9.85e-062.89e-010.2326
51005AMDHD2SYSMH3HumanOral cavityOSCC8.32e-103.70e-010.2442
51005AMDHD2PTC01HumanThyroidPTC1.87e-049.18e-020.1899
51005AMDHD2PTC04HumanThyroidPTC7.38e-039.67e-020.1927
51005AMDHD2PTC05HumanThyroidPTC7.64e-082.41e-010.2065
51005AMDHD2PTC06HumanThyroidPTC3.55e-061.80e-010.2057
51005AMDHD2PTC07HumanThyroidPTC4.29e-102.05e-010.2044
51005AMDHD2ATC09HumanThyroidATC1.31e-073.33e-010.2871
51005AMDHD2ATC12HumanThyroidATC7.69e-255.23e-010.34
51005AMDHD2ATC1HumanThyroidATC1.51e-063.46e-010.2878
51005AMDHD2ATC4HumanThyroidATC1.37e-316.28e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00092255Oral cavityOSCCnucleotide-sugar metabolic process26/730536/187235.44e-054.51e-0426
GO:19011361Oral cavityOSCCcarbohydrate derivative catabolic process89/7305172/187234.52e-042.73e-0389
GO:00442826Oral cavityOSCCsmall molecule catabolic process174/7305376/187232.25e-031.00e-02174
GO:00092261Oral cavityOSCCnucleotide-sugar biosynthetic process14/730519/187232.31e-031.02e-0214
GO:0006040Oral cavityOSCCamino sugar metabolic process24/730542/187231.30e-024.34e-0224
GO:0006047Oral cavityOSCCUDP-N-acetylglucosamine metabolic process10/730514/187231.44e-024.69e-0210
GO:0046348Oral cavityOSCCamino sugar catabolic process10/730514/187231.44e-024.69e-0210
GO:00092257ThyroidPTCnucleotide-sugar metabolic process23/596836/187237.78e-056.66e-0423
GO:00060472ThyroidPTCUDP-N-acetylglucosamine metabolic process9/596814/187231.27e-024.92e-029
GO:000922511ThyroidATCnucleotide-sugar metabolic process24/629336/187235.10e-053.99e-0424
GO:00060471ThyroidATCUDP-N-acetylglucosamine metabolic process10/629314/187234.31e-031.80e-0210
GO:00092263ThyroidATCnucleotide-sugar biosynthetic process12/629319/187237.97e-033.08e-0212
GO:19011363ThyroidATCcarbohydrate derivative catabolic process73/6293172/187239.43e-033.47e-0273
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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
AMDHD2SNVMissense_Mutationc.1576N>Ap.Trp526Argp.W526RQ9Y303protein_codingdeleterious_low_confidence(0)benign(0.082)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
AMDHD2SNVMissense_Mutationrs781408663c.715N>Tp.Pro239Serp.P239SQ9Y303protein_codingtolerated(0.09)possibly_damaging(0.664)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AMDHD2SNVMissense_Mutationrs766892434c.1382N>Ap.Ser461Tyrp.S461YQ9Y303protein_codingdeleterious_low_confidence(0)benign(0.1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AMDHD2insertionIn_Frame_Insnovelc.1716_1717insTTTp.Met572_Val573insPhep.M572_V573insFQ9Y303protein_codingTCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AMDHD2insertionIn_Frame_Insnovelc.1717_1718insCTTp.Val573delinsAlaPhep.V573delinsAFQ9Y303protein_codingTCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AMDHD2SNVMissense_Mutationc.952N>Gp.Leu318Valp.L318VQ9Y303protein_codingtolerated(0.36)possibly_damaging(0.775)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
AMDHD2SNVMissense_Mutationc.779N>Ap.Arg260Hisp.R260HQ9Y303protein_codingdeleterious(0.05)benign(0.052)TCGA-A6-6649-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilSD
AMDHD2SNVMissense_Mutationnovelc.920C>Tp.Thr307Metp.T307MQ9Y303protein_codingtolerated(0.05)probably_damaging(0.949)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AMDHD2SNVMissense_Mutationnovelc.998N>Ap.Arg333Lysp.R333KQ9Y303protein_codingtolerated(0.23)benign(0.035)TCGA-CM-5341-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfluorouracilSD
AMDHD2SNVMissense_Mutationrs753259185c.1027N>Ap.Asp343Asnp.D343NQ9Y303protein_codingtolerated(0.18)benign(0)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=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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