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: AHDC1

Gene summary for AHDC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AHDC1

Gene ID

27245

Gene nameAT-hook DNA binding motif containing 1
Gene AliasMRD25
Cytomap1p36.11-p35.3
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q5TGY3


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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
27245AHDC1P23T-EHumanEsophagusESCC1.04e-071.45e-010.108
27245AHDC1P24T-EHumanEsophagusESCC5.02e-07-1.59e-020.1287
27245AHDC1P26T-EHumanEsophagusESCC3.40e-083.51e-020.1276
27245AHDC1P27T-EHumanEsophagusESCC4.91e-193.55e-010.1055
27245AHDC1P28T-EHumanEsophagusESCC1.60e-192.96e-010.1149
27245AHDC1P30T-EHumanEsophagusESCC4.25e-094.19e-010.137
27245AHDC1P31T-EHumanEsophagusESCC8.18e-111.97e-010.1251
27245AHDC1P32T-EHumanEsophagusESCC1.46e-041.50e-010.1666
27245AHDC1P36T-EHumanEsophagusESCC2.41e-081.28e-010.1187
27245AHDC1P37T-EHumanEsophagusESCC4.02e-101.29e-010.1371
27245AHDC1P39T-EHumanEsophagusESCC4.88e-143.96e-010.0894
27245AHDC1P40T-EHumanEsophagusESCC6.70e-044.39e-020.109
27245AHDC1P42T-EHumanEsophagusESCC7.05e-102.54e-010.1175
27245AHDC1P44T-EHumanEsophagusESCC1.91e-032.00e-020.1096
27245AHDC1P47T-EHumanEsophagusESCC1.05e-073.15e-020.1067
27245AHDC1P48T-EHumanEsophagusESCC3.53e-172.61e-010.0959
27245AHDC1P49T-EHumanEsophagusESCC1.48e-034.27e-010.1768
27245AHDC1P52T-EHumanEsophagusESCC3.43e-081.21e-010.1555
27245AHDC1P54T-EHumanEsophagusESCC5.64e-194.02e-010.0975
27245AHDC1P56T-EHumanEsophagusESCC2.09e-059.85e-010.1613
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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
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
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
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
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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
AHDC1SNVMissense_Mutationc.607G>Cp.Glu203Glnp.E203QQ5TGY3protein_codingtolerated_low_confidence(0.42)possibly_damaging(0.859)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AHDC1insertionFrame_Shift_Insnovelc.4176dupCp.Gly1393ArgfsTer88p.G1393Rfs*88Q5TGY3protein_codingTCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
AHDC1SNVMissense_Mutationrs377405108c.3857G>Ap.Arg1286Glnp.R1286QQ5TGY3protein_codingtolerated(0.08)possibly_damaging(0.728)TCGA-MU-A5YI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
AHDC1SNVMissense_Mutationrs757919190c.460N>Tp.Arg154Cysp.R154CQ5TGY3protein_codingtolerated_low_confidence(0.06)possibly_damaging(0.542)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
AHDC1SNVMissense_Mutationc.3703C>Tp.Arg1235Trpp.R1235WQ5TGY3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AHDC1SNVMissense_Mutationrs766744511c.3256N>Gp.Ser1086Alap.S1086AQ5TGY3protein_codingtolerated_low_confidence(0.9)possibly_damaging(0.525)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
AHDC1SNVMissense_Mutationrs754239206c.2594G>Ap.Arg865Glnp.R865QQ5TGY3protein_codingdeleterious(0.01)benign(0.236)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AHDC1SNVMissense_Mutationrs766744511c.3256N>Gp.Ser1086Alap.S1086AQ5TGY3protein_codingtolerated_low_confidence(0.9)possibly_damaging(0.525)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AHDC1SNVMissense_Mutationrs764325293c.668N>Tp.Thr223Metp.T223MQ5TGY3protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.706)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
AHDC1SNVMissense_Mutationc.3415C>Tp.Pro1139Serp.P1139SQ5TGY3protein_codingtolerated(0.33)benign(0.147)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
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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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