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: SLC4A4

Gene summary for SLC4A4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC4A4

Gene ID

8671

Gene namesolute carrier family 4 member 4
Gene AliasHNBC1
Cytomap4q13.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

A0A024RD97


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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
8671SLC4A4HTA11_3410_2000001011HumanColorectumAD6.13e-42-1.03e+000.0155
8671SLC4A4HTA11_2951_2000001011HumanColorectumAD2.89e-07-1.03e+000.0216
8671SLC4A4HTA11_1938_2000001011HumanColorectumAD1.21e-09-7.14e-01-0.0811
8671SLC4A4HTA11_78_2000001011HumanColorectumAD3.83e-02-2.11e-01-0.1088
8671SLC4A4HTA11_347_2000001011HumanColorectumAD3.32e-151.02e+00-0.1954
8671SLC4A4HTA11_411_2000001011HumanColorectumSER5.72e-035.50e-01-0.2602
8671SLC4A4HTA11_3361_2000001011HumanColorectumAD6.29e-04-5.82e-01-0.1207
8671SLC4A4HTA11_696_2000001011HumanColorectumAD7.53e-041.98e-01-0.1464
8671SLC4A4HTA11_1391_2000001011HumanColorectumAD3.39e-11-6.38e-01-0.059
8671SLC4A4HTA11_5212_2000001011HumanColorectumAD6.52e-033.91e-01-0.2061
8671SLC4A4HTA11_866_3004761011HumanColorectumAD1.21e-44-1.13e+000.096
8671SLC4A4HTA11_4255_2000001011HumanColorectumSER2.35e-04-7.62e-010.0446
8671SLC4A4HTA11_9408_2000001011HumanColorectumAD1.55e-07-1.19e+000.0451
8671SLC4A4HTA11_8622_2000001021HumanColorectumSER1.28e-08-9.31e-010.0528
8671SLC4A4HTA11_10623_2000001011HumanColorectumAD1.46e-05-6.13e-01-0.0177
8671SLC4A4HTA11_10711_2000001011HumanColorectumAD1.66e-23-1.05e+000.0338
8671SLC4A4HTA11_7696_3000711011HumanColorectumAD1.10e-51-1.13e+000.0674
8671SLC4A4HTA11_6818_2000001011HumanColorectumAD2.26e-12-8.35e-010.0112
8671SLC4A4HTA11_11156_2000001011HumanColorectumAD1.41e-02-8.87e-010.0397
8671SLC4A4HTA11_6818_2000001021HumanColorectumAD5.09e-21-1.03e+000.0588
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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
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
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:0006165110ThyroidPTCnucleoside diphosphate phosphorylation50/596899/187238.68e-057.22e-0450
GO:1903578111ThyroidPTCregulation of ATP metabolic process45/596887/187239.31e-057.71e-0445
GO:0006096110ThyroidPTCglycolytic process42/596881/187231.47e-041.13e-0342
GO:0006757110ThyroidPTCATP generation from ADP42/596882/187232.08e-041.54e-0342
GO:001605218ThyroidPTCcarbohydrate catabolic process70/5968154/187232.77e-041.97e-0370
GO:000609020ThyroidPTCpyruvate metabolic process51/5968106/187233.47e-042.39e-0351
GO:004347015ThyroidPTCregulation of carbohydrate catabolic process30/596856/187236.17e-043.91e-0330
GO:00061097ThyroidPTCregulation of carbohydrate metabolic process75/5968178/187232.44e-031.27e-0275
GO:00061108ThyroidPTCregulation of glycolytic process23/596845/187235.62e-032.55e-0223
GO:0009896210ThyroidATCpositive regulation of catabolic process290/6293492/187232.15e-311.94e-28290
GO:0031331210ThyroidATCpositive regulation of cellular catabolic process258/6293427/187232.09e-301.65e-27258
GO:004603434ThyroidATCATP metabolic process167/6293277/187235.60e-208.64e-18167
GO:000609134ThyroidATCgeneration of precursor metabolites and energy256/6293490/187236.55e-187.69e-16256
GO:001969328ThyroidATCribose phosphate metabolic process184/6293396/187235.87e-081.05e-06184
GO:000915029ThyroidATCpurine ribonucleotide metabolic process172/6293368/187239.58e-081.64e-06172
GO:000925928ThyroidATCribonucleotide metabolic process178/6293385/187231.47e-072.39e-06178
GO:007252128ThyroidATCpurine-containing compound metabolic process189/6293416/187232.83e-074.29e-06189
GO:0006753111ThyroidATCnucleoside phosphate metabolic process219/6293497/187235.92e-078.29e-06219
GO:0009117112ThyroidATCnucleotide metabolic process215/6293489/187239.09e-071.20e-05215
GO:000616328ThyroidATCpurine nucleotide metabolic process177/6293396/187232.39e-062.82e-05177
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04972ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa04964ColorectumADProximal tubule bicarbonate reclamation11/209223/84651.35e-024.86e-023.10e-0211
hsa049721ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa049641ColorectumADProximal tubule bicarbonate reclamation11/209223/84651.35e-024.86e-023.10e-0211
hsa049642ColorectumSERProximal tubule bicarbonate reclamation10/158023/84655.33e-033.28e-022.38e-0210
hsa049722ColorectumSERPancreatic secretion30/1580102/84655.41e-033.28e-022.38e-0230
hsa049643ColorectumSERProximal tubule bicarbonate reclamation10/158023/84655.33e-033.28e-022.38e-0210
hsa049723ColorectumSERPancreatic secretion30/1580102/84655.41e-033.28e-022.38e-0230
hsa049724ColorectumMSSPancreatic secretion33/1875102/84651.09e-023.75e-022.30e-0233
hsa049725ColorectumMSSPancreatic secretion33/1875102/84651.09e-023.75e-022.30e-0233
hsa049726ColorectumFAPPancreatic secretion34/1404102/84652.43e-052.78e-041.69e-0434
hsa04976ColorectumFAPBile secretion24/140489/84658.76e-033.21e-021.96e-0224
hsa049727ColorectumFAPPancreatic secretion34/1404102/84652.43e-052.78e-041.69e-0434
hsa049761ColorectumFAPBile secretion24/140489/84658.76e-033.21e-021.96e-0224
hsa049728ColorectumCRCPancreatic secretion32/1091102/84657.86e-074.37e-052.96e-0532
hsa049644ColorectumCRCProximal tubule bicarbonate reclamation8/109123/84656.09e-033.04e-022.06e-028
hsa049729ColorectumCRCPancreatic secretion32/1091102/84657.86e-074.37e-052.96e-0532
hsa049645ColorectumCRCProximal tubule bicarbonate reclamation8/109123/84656.09e-033.04e-022.06e-028
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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
SLC4A4SNVMissense_Mutationc.2167N>Ap.Ala723Thrp.A723TQ9Y6R1protein_codingdeleterious(0)benign(0.232)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
SLC4A4SNVMissense_Mutationc.1245N>Ap.Met415Ilep.M415IQ9Y6R1protein_codingtolerated(0.28)benign(0.133)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
SLC4A4SNVMissense_Mutationc.151C>Ap.His51Asnp.H51NQ9Y6R1protein_codingtolerated(0.18)benign(0.138)TCGA-A8-A07Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificExemestaneSD
SLC4A4SNVMissense_Mutationc.3144N>Ap.Asp1048Glup.D1048EQ9Y6R1protein_codingtolerated(1)benign(0)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SLC4A4SNVMissense_Mutationc.898N>Tp.Ile300Phep.I300FQ9Y6R1protein_codingdeleterious(0.03)benign(0.033)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
SLC4A4SNVMissense_Mutationc.358N>Tp.Gly120Trpp.G120WQ9Y6R1protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
SLC4A4SNVMissense_Mutationrs753466011c.2125G>Tp.Ala709Serp.A709SQ9Y6R1protein_codingtolerated(0.54)benign(0.015)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC4A4SNVMissense_Mutationc.268N>Ap.Glu90Lysp.E90KQ9Y6R1protein_codingtolerated(0.06)possibly_damaging(0.624)TCGA-AR-A255-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
SLC4A4SNVMissense_Mutationc.2018A>Gp.Glu673Glyp.E673GQ9Y6R1protein_codingdeleterious(0.02)possibly_damaging(0.555)TCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SLC4A4SNVMissense_Mutationc.3049G>Ap.Glu1017Lysp.E1017KQ9Y6R1protein_codingtolerated(0.72)benign(0.007)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=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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