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transformed_data.json
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[
{
"Channel_Metadata_ID": "syn52965897",
"Combined_Attributes": [
"Antibody: Anti-Mucin 5AC antibody, Channel: MUC5AC, Marker: ",
"Antibody: Anti-CD14, Channel: CD14, Marker: ",
"Antibody: Anti-CD163, Channel: CD163, Marker: ",
"Antibody: Anti-Cd11b, Channel: CD11b, Marker: ",
"Antibody: Anti-Cytokeratin5, Channel: KRT5, Marker: ",
"Antibody: Anti-CEA, Channel: CEACAM5, Marker: ",
"Antibody: Anti-CD4, Channel: CD4, Marker: ",
"Antibody: Anti-E-Cadherin, Channel: E-Cad, Marker: ",
"Antibody: Anti-CD68, Channel: CD68, Marker: ",
"Antibody: Anti-CD20, Channel: CD20, Marker: ",
"Antibody: Anti-CD8alpha, Channel: CD8, Marker: ",
"Antibody: Anti-GranzymeB, Channel: GZMB, Marker: ",
"Antibody: Anti-Ki-&67, Channel: Ki-67, Marker: ",
"Antibody: Anti-collagen I, Channel: col1, Marker: ",
"Antibody: Anti-CD3, Channel: CD3, Marker: ",
"Antibody: Anti-HLA-DR I, Channel: HLA-DR, Marker: ",
"Antibody: Intercalator, Channel: DNA1, Marker: ",
"Antibody: Intercalator, Channel: DNA2, Marker: "
]
},
{
"Channel_Metadata_ID": "syn28564689",
"Combined_Attributes": [
"Antibody: , Channel: CD45RA, Marker: ",
"Antibody: , Channel: PD-L2, Marker: ",
"Antibody: , Channel: SMA, Marker: ",
"Antibody: , Channel: Vimentin, Marker: ",
"Antibody: , Channel: CD163, Marker: ",
"Antibody: , Channel: Pan Keratin, Marker: ",
"Antibody: , Channel: CD11b, Marker: ",
"Antibody: , Channel: PD-L1, Marker: ",
"Antibody: , Channel: CD31, Marker: ",
"Antibody: , Channel: CD45, Marker: ",
"Antibody: , Channel: Lag3, Marker: ",
"Antibody: , Channel: CD11c, Marker: ",
"Antibody: , Channel: FOXP3, Marker: ",
"Antibody: , Channel: CD4, Marker: ",
"Antibody: , Channel: Ecadherin, Marker: ",
"Antibody: , Channel: CD68, Marker: ",
"Antibody: , Channel: CD20, Marker: ",
"Antibody: , Channel: CD8, Marker: ",
"Antibody: , Channel: PD-1, Marker: ",
"Antibody: , Channel: Granzyme B, Marker: ",
"Antibody: , Channel: Ki-67, Marker: ",
"Antibody: , Channel: T1 Collagen, Marker: ",
"Antibody: , Channel: CD3, Marker: ",
"Antibody: , Channel: CD45RO, Marker: ",
"Antibody: , Channel: HLA-DR, Marker: ",
"Antibody: , Channel: Histone H3, Marker: ",
"Antibody: , Channel: DNA, Marker: ",
"Antibody: , Channel: DNA, Marker: "
]
},
{
"Channel_Metadata_ID": "syn28564290",
"Combined_Attributes": [
"Antibody: , Channel: CD45RA, Marker: ",
"Antibody: , Channel: PD-L2, Marker: ",
"Antibody: , Channel: SMA, Marker: ",
"Antibody: , Channel: Vimentin, Marker: ",
"Antibody: , Channel: CD163, Marker: ",
"Antibody: , Channel: Pan Keratin, Marker: ",
"Antibody: , Channel: CD11b, Marker: ",
"Antibody: , Channel: PD-L1, Marker: ",
"Antibody: , Channel: CD31, Marker: ",
"Antibody: , Channel: CD45, Marker: ",
"Antibody: , Channel: Lag3, Marker: ",
"Antibody: , Channel: CD11c, Marker: ",
"Antibody: , Channel: FOXP3, Marker: ",
"Antibody: , Channel: CD4, Marker: ",
"Antibody: , Channel: Ecadherin, Marker: ",
"Antibody: , Channel: CD68, Marker: ",
"Antibody: , Channel: CD20, Marker: ",
"Antibody: , Channel: CD8, Marker: ",
"Antibody: , Channel: PD-1, Marker: ",
"Antibody: , Channel: Granzyme B, Marker: ",
"Antibody: , Channel: Ki-67, Marker: ",
"Antibody: , Channel: T1 Collagen, Marker: ",
"Antibody: , Channel: CD3, Marker: ",
"Antibody: , Channel: CD45RO, Marker: ",
"Antibody: , Channel: HLA-DR, Marker: ",
"Antibody: , Channel: Histone H3, Marker: ",
"Antibody: , Channel: DNA, Marker: ",
"Antibody: , Channel: DNA, Marker: "
]
},
{
"Channel_Metadata_ID": "syn28564418",
"Combined_Attributes": [
"Antibody: , Channel: CD45RA, Marker: ",
"Antibody: , Channel: PD-L2, Marker: ",
"Antibody: , Channel: SMA, Marker: ",
"Antibody: , Channel: Vimentin, Marker: ",
"Antibody: , Channel: CD163, Marker: ",
"Antibody: , Channel: Pan Keratin, Marker: ",
"Antibody: , Channel: CD11b, Marker: ",
"Antibody: , Channel: PD-L1, Marker: ",
"Antibody: , Channel: CD31, Marker: ",
"Antibody: , Channel: CD45, Marker: ",
"Antibody: , Channel: Lag3, Marker: ",
"Antibody: , Channel: CD11c, Marker: ",
"Antibody: , Channel: FOXP3, Marker: ",
"Antibody: , Channel: CD4, Marker: ",
"Antibody: , Channel: Ecadherin, Marker: ",
"Antibody: , Channel: CD68, Marker: ",
"Antibody: , Channel: CD20, Marker: ",
"Antibody: , Channel: CD8, Marker: ",
"Antibody: , Channel: PD-1, Marker: ",
"Antibody: , Channel: Granzyme B, Marker: ",
"Antibody: , Channel: Ki-67, Marker: ",
"Antibody: , Channel: T1 Collagen, Marker: ",
"Antibody: , Channel: CD3, Marker: ",
"Antibody: , Channel: CD45RO, Marker: ",
"Antibody: , Channel: HLA-DR, Marker: ",
"Antibody: , Channel: Histone H3, Marker: ",
"Antibody: , Channel: DNA, Marker: ",
"Antibody: , Channel: DNA, Marker: "
]
},
{
"Channel_Metadata_ID": "syn28564177",
"Combined_Attributes": [
"Antibody: , Channel: CD45RA, Marker: ",
"Antibody: , Channel: PD-L2, Marker: ",
"Antibody: , Channel: SMA, Marker: ",
"Antibody: , Channel: Vimentin, Marker: ",
"Antibody: , Channel: CD163, Marker: ",
"Antibody: , Channel: Pan Keratin, Marker: ",
"Antibody: , Channel: CD11b, Marker: ",
"Antibody: , Channel: PD-L1, Marker: ",
"Antibody: , Channel: CD31, Marker: ",
"Antibody: , Channel: CD45, Marker: ",
"Antibody: , Channel: Lag3, Marker: ",
"Antibody: , Channel: CD11c, Marker: ",
"Antibody: , Channel: FOXP3, Marker: ",
"Antibody: , Channel: CD4, Marker: ",
"Antibody: , Channel: Ecadherin, Marker: ",
"Antibody: , Channel: CD68, Marker: ",
"Antibody: , Channel: CD20, Marker: ",
"Antibody: , Channel: CD8, Marker: ",
"Antibody: , Channel: PD-1, Marker: ",
"Antibody: , Channel: Granzyme B, Marker: ",
"Antibody: , Channel: Ki-67, Marker: ",
"Antibody: , Channel: T1 Collagen, Marker: ",
"Antibody: , Channel: CD3, Marker: ",
"Antibody: , Channel: CD45RO, Marker: ",
"Antibody: , Channel: HLA-DR, Marker: ",
"Antibody: , Channel: Histone H3, Marker: ",
"Antibody: , Channel: DNA, Marker: ",
"Antibody: , Channel: DNA, Marker: "
]
},
{
"Channel_Metadata_ID": "syn28564183",
"Combined_Attributes": [
"Antibody: , Channel: CD45RA, Marker: ",
"Antibody: , Channel: PD-L2, Marker: ",
"Antibody: , Channel: SMA, Marker: ",
"Antibody: , Channel: Vimentin, Marker: ",
"Antibody: , Channel: CD163, Marker: ",
"Antibody: , Channel: Pan Keratin, Marker: ",
"Antibody: , Channel: CD11b, Marker: ",
"Antibody: , Channel: PD-L1, Marker: ",
"Antibody: , Channel: CD31, Marker: ",
"Antibody: , Channel: CD45, Marker: ",
"Antibody: , Channel: Lag3, Marker: ",
"Antibody: , Channel: CD11c, Marker: ",
"Antibody: , Channel: FOXP3, Marker: ",
"Antibody: , Channel: CD4, Marker: ",
"Antibody: , Channel: Ecadherin, Marker: ",
"Antibody: , Channel: CD68, Marker: ",
"Antibody: , Channel: CD20, Marker: ",
"Antibody: , Channel: CD8, Marker: ",
"Antibody: , Channel: PD-1, Marker: ",
"Antibody: , Channel: Granzyme B, Marker: ",
"Antibody: , Channel: Ki-67, Marker: ",
"Antibody: , Channel: T1 Collagen, Marker: ",
"Antibody: , Channel: CD3, Marker: ",
"Antibody: , Channel: CD45RO, Marker: ",
"Antibody: , Channel: HLA-DR, Marker: ",
"Antibody: , Channel: Histone H3, Marker: ",
"Antibody: , Channel: DNA, Marker: ",
"Antibody: , Channel: DNA, Marker: "
]
},
{
"Channel_Metadata_ID": "syn28564648",
"Combined_Attributes": [
"Antibody: , Channel: CD45RA, Marker: ",
"Antibody: , Channel: PD-L2, Marker: ",
"Antibody: , Channel: SMA, Marker: ",
"Antibody: , Channel: Vimentin, Marker: ",
"Antibody: , Channel: CD163, Marker: ",
"Antibody: , Channel: Pan Keratin, Marker: ",
"Antibody: , Channel: CD11b, Marker: ",
"Antibody: , Channel: PD-L1, Marker: ",
"Antibody: , Channel: CD31, Marker: ",
"Antibody: , Channel: CD45, Marker: ",
"Antibody: , Channel: Lag3, Marker: ",
"Antibody: , Channel: CD11c, Marker: ",
"Antibody: , Channel: FOXP3, Marker: ",
"Antibody: , Channel: CD4, Marker: ",
"Antibody: , Channel: Ecadherin, Marker: ",
"Antibody: , Channel: CD68, Marker: ",
"Antibody: , Channel: CD20, Marker: ",
"Antibody: , Channel: CD8, Marker: ",
"Antibody: , Channel: PD-1, Marker: ",
"Antibody: , Channel: Granzyme B, Marker: ",
"Antibody: , Channel: Ki-67, Marker: ",
"Antibody: , Channel: T1 Collagen, Marker: ",
"Antibody: , Channel: CD3, Marker: ",
"Antibody: , Channel: CD45RO, Marker: ",
"Antibody: , Channel: HLA-DR, Marker: ",
"Antibody: , Channel: Histone H3, Marker: ",
"Antibody: , Channel: DNA, Marker: ",
"Antibody: , Channel: DNA, Marker: "
]
},
{
"Channel_Metadata_ID": "syn28564474",
"Combined_Attributes": [
"Antibody: , Channel: CD45RA, Marker: ",
"Antibody: , Channel: PD-L2, Marker: ",
"Antibody: , Channel: SMA, Marker: ",
"Antibody: , Channel: Vimentin, Marker: ",
"Antibody: , Channel: CD163, Marker: ",
"Antibody: , Channel: Pan Keratin, Marker: ",
"Antibody: , Channel: CD11b, Marker: ",
"Antibody: , Channel: PD-L1, Marker: ",
"Antibody: , Channel: CD31, Marker: ",
"Antibody: , Channel: CD45, Marker: ",
"Antibody: , Channel: Lag3, Marker: ",
"Antibody: , Channel: CD11c, Marker: ",
"Antibody: , Channel: FOXP3, Marker: ",
"Antibody: , Channel: CD4, Marker: ",
"Antibody: , Channel: Ecadherin, Marker: ",
"Antibody: , Channel: CD68, Marker: ",
"Antibody: , Channel: CD20, Marker: ",
"Antibody: , Channel: CD8, Marker: ",
"Antibody: , Channel: PD-1, Marker: ",
"Antibody: , Channel: Granzyme B, Marker: ",
"Antibody: , Channel: Ki-67, Marker: ",
"Antibody: , Channel: T1 Collagen, Marker: ",
"Antibody: , Channel: CD3, Marker: ",
"Antibody: , Channel: CD45RO, Marker: ",
"Antibody: , Channel: HLA-DR, Marker: ",
"Antibody: , Channel: Histone H3, Marker: ",
"Antibody: , Channel: DNA, Marker: ",
"Antibody: , Channel: DNA, Marker: "
]
},
{
"Channel_Metadata_ID": "syn28564595",
"Combined_Attributes": [
"Antibody: , Channel: CD45RA, Marker: ",
"Antibody: , Channel: PD-L2, Marker: ",
"Antibody: , Channel: SMA, Marker: ",
"Antibody: , Channel: Vimentin, Marker: ",
"Antibody: , Channel: CD163, Marker: ",
"Antibody: , Channel: Pan Keratin, Marker: ",
"Antibody: , Channel: CD11b, Marker: ",
"Antibody: , Channel: PD-L1, Marker: ",
"Antibody: , Channel: CD31, Marker: ",
"Antibody: , Channel: CD45, Marker: ",
"Antibody: , Channel: Lag3, Marker: ",
"Antibody: , Channel: CD11c, Marker: ",
"Antibody: , Channel: FOXP3, Marker: ",
"Antibody: , Channel: CD4, Marker: ",
"Antibody: , Channel: Ecadherin, Marker: ",
"Antibody: , Channel: CD68, Marker: ",
"Antibody: , Channel: CD20, Marker: ",
"Antibody: , Channel: CD8, Marker: ",
"Antibody: , Channel: PD-1, Marker: ",
"Antibody: , Channel: Granzyme B, Marker: ",
"Antibody: , Channel: Ki-67, Marker: ",
"Antibody: , Channel: T1 Collagen, Marker: ",
"Antibody: , Channel: CD3, Marker: ",
"Antibody: , Channel: CD45RO, Marker: ",
"Antibody: , Channel: HLA-DR, Marker: ",
"Antibody: , Channel: Histone H3, Marker: ",
"Antibody: , Channel: DNA, Marker: ",
"Antibody: , Channel: DNA, Marker: "
]
},
{
"Channel_Metadata_ID": "syn28564713",
"Combined_Attributes": [
"Antibody: , Channel: CD45RA, Marker: ",
"Antibody: , Channel: PD-L2, Marker: ",
"Antibody: , Channel: SMA, Marker: ",
"Antibody: , Channel: Vimentin, Marker: ",
"Antibody: , Channel: CD163, Marker: ",
"Antibody: , Channel: Pan Keratin, Marker: ",
"Antibody: , Channel: CD11b, Marker: ",
"Antibody: , Channel: PD-L1, Marker: ",
"Antibody: , Channel: CD31, Marker: ",
"Antibody: , Channel: CD45, Marker: ",
"Antibody: , Channel: Lag3, Marker: ",
"Antibody: , Channel: CD11c, Marker: ",
"Antibody: , Channel: FOXP3, Marker: ",
"Antibody: , Channel: CD4, Marker: ",
"Antibody: , Channel: Ecadherin, Marker: ",
"Antibody: , Channel: CD68, Marker: ",
"Antibody: , Channel: CD20, Marker: ",
"Antibody: , Channel: CD8, Marker: ",
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