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: AHCTF1

Gene summary for AHCTF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AHCTF1

Gene ID

25909

Gene nameAT-hook containing transcription factor 1
Gene AliasELYS
Cytomap1q44
Gene Typeprotein-coding
GO ID

GO:0000910

UniProtAcc

Q8WYP5


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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
25909AHCTF1CCI_1HumanCervixCC1.88e-057.08e-010.528
25909AHCTF1CCI_2HumanCervixCC1.08e-048.04e-010.5249
25909AHCTF1CCI_3HumanCervixCC4.71e-067.70e-010.516
25909AHCTF1LZE2THumanEsophagusESCC1.10e-036.20e-010.082
25909AHCTF1LZE4THumanEsophagusESCC4.17e-062.32e-010.0811
25909AHCTF1LZE5THumanEsophagusESCC6.71e-031.78e-010.0514
25909AHCTF1LZE7THumanEsophagusESCC2.42e-076.41e-010.0667
25909AHCTF1LZE8THumanEsophagusESCC3.87e-054.30e-020.067
25909AHCTF1LZE20THumanEsophagusESCC1.60e-02-4.27e-030.0662
25909AHCTF1LZE22THumanEsophagusESCC1.84e-032.83e-010.068
25909AHCTF1LZE24THumanEsophagusESCC6.04e-042.87e-010.0596
25909AHCTF1P1T-EHumanEsophagusESCC5.65e-042.74e-010.0875
25909AHCTF1P2T-EHumanEsophagusESCC7.10e-163.74e-010.1177
25909AHCTF1P4T-EHumanEsophagusESCC3.32e-092.74e-010.1323
25909AHCTF1P5T-EHumanEsophagusESCC8.20e-246.10e-010.1327
25909AHCTF1P8T-EHumanEsophagusESCC1.07e-121.89e-010.0889
25909AHCTF1P9T-EHumanEsophagusESCC5.32e-152.78e-010.1131
25909AHCTF1P10T-EHumanEsophagusESCC4.08e-162.86e-010.116
25909AHCTF1P11T-EHumanEsophagusESCC1.29e-133.45e-010.1426
25909AHCTF1P12T-EHumanEsophagusESCC4.76e-224.74e-010.1122
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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
GO:00512368CervixCCestablishment of RNA localization39/2311166/187234.76e-057.25e-0439
GO:00506578CervixCCnucleic acid transport38/2311163/187237.06e-059.85e-0438
GO:00506588CervixCCRNA transport38/2311163/187237.06e-059.85e-0438
GO:000640310CervixCCRNA localization43/2311201/187232.00e-042.29e-0343
GO:00510284CervixCCmRNA transport31/2311130/187232.05e-042.33e-0331
GO:00513021CervixCCregulation of cell division39/2311177/187232.05e-042.33e-0339
GO:00469312CervixCCpore complex assembly9/231120/187233.06e-043.27e-039
GO:00009107CervixCCcytokinesis37/2311173/187235.40e-045.23e-0337
GO:0032465CervixCCregulation of cytokinesis22/231192/187231.55e-031.20e-0222
GO:00159318CervixCCnucleobase-containing compound transport43/2311222/187231.72e-031.30e-0243
GO:00069991CervixCCnuclear pore organization6/231114/187234.36e-032.67e-026
GO:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:005102815EsophagusESCCmRNA transport110/8552130/187232.76e-203.80e-18110
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
GO:005065817EsophagusESCCRNA transport131/8552163/187236.94e-208.46e-18131
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:000699713EsophagusESCCnucleus organization96/8552133/187234.66e-101.21e-0896
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
GO:00069994EsophagusESCCnuclear pore organization14/855214/187231.71e-051.52e-0414
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030131LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa030134Oral cavityEOLPNucleocytoplasmic transport34/1218108/84654.24e-062.91e-051.72e-0534
hsa030135Oral cavityEOLPNucleocytoplasmic transport34/1218108/84654.24e-062.91e-051.72e-0534
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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
AHCTF1SNVMissense_Mutationc.6776N>Cp.Arg2259Thrp.R2259TQ8WYP5protein_codingdeleterious(0.01)possibly_damaging(0.637)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
AHCTF1SNVMissense_Mutationc.1327G>Cp.Glu443Glnp.E443QQ8WYP5protein_codingdeleterious(0)benign(0.253)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AHCTF1SNVMissense_Mutationc.962A>Tp.Lys321Metp.K321MQ8WYP5protein_codingdeleterious(0)probably_damaging(0.917)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
AHCTF1SNVMissense_Mutationnovelc.6223G>Cp.Glu2075Glnp.E2075QQ8WYP5protein_codingdeleterious(0.03)probably_damaging(0.959)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AHCTF1SNVMissense_Mutationc.3646C>Gp.Leu1216Valp.L1216VQ8WYP5protein_codingtolerated(0.13)benign(0.272)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AHCTF1SNVMissense_Mutationnovelc.6104C>Tp.Ala2035Valp.A2035VQ8WYP5protein_codingtolerated(0.24)benign(0.041)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AHCTF1SNVMissense_Mutationnovelc.455A>Tp.Gln152Leup.Q152LQ8WYP5protein_codingdeleterious(0.01)possibly_damaging(0.84)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
AHCTF1SNVMissense_Mutationnovelc.476G>Ap.Arg159Glnp.R159QQ8WYP5protein_codingdeleterious(0.01)possibly_damaging(0.766)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AHCTF1SNVMissense_Mutationc.1190N>Cp.Asn397Thrp.N397TQ8WYP5protein_codingdeleterious(0.05)benign(0.047)TCGA-AR-A1AL-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozoleSD
AHCTF1SNVMissense_Mutationc.4000C>Gp.Pro1334Alap.P1334AQ8WYP5protein_codingdeleterious(0.01)possibly_damaging(0.602)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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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