Multi-protein spatial signatures in ductal carcinoma in situ (DCIS) of breast
Background There is limited knowledge about DCIS cellular composition and relationship with breast cancer events (BCE). Methods Immunofluorescence multiplexing (MxIF) was used to image and quantify 32 cellular biomarkers in FFPE DCIS tissue microarrays. Over 75,000 DCIS cells from 51 patients (media...
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| Vydané v: | British journal of cancer Ročník 124; číslo 6; s. 1150 - 1159 |
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| Hlavní autori: | , , , , , , , , , , , , |
| Médium: | Journal Article |
| Jazyk: | English |
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London
Nature Publishing Group UK
16.03.2021
Nature Publishing Group |
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| ISSN: | 0007-0920, 1532-1827, 1532-1827 |
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| Abstract | Background
There is limited knowledge about DCIS cellular composition and relationship with breast cancer events (BCE).
Methods
Immunofluorescence multiplexing (MxIF) was used to image and quantify 32 cellular biomarkers in FFPE DCIS tissue microarrays. Over 75,000 DCIS cells from 51 patients (median 9 years follow-up for non-BCE cases) were analysed for profiles predictive of BCE. K-means clustering was used to evaluate cellular co-expression of epithelial markers with ER and HER2.
Results
Only ER, PR and HER2 significantly correlated with BCE. Cluster analysis identified 6 distinct cell groups with different levels of ER, Her2, cMET and SLC7A5. Clusters 1 and 3 were not significant. Clusters 2 and 4 (high ER/low HER2 and SLC7A5/mixed cMET) significantly correlated with low BCE risk (
P
= 0.001 and
P
= 0.034), while cluster 6 (high HER2/low ER, cMET and SLC7A5) correlated with increased risk (
P
= 0.018). Cluster 5 (similar to cluster 6, except high SLC7A5) trended towards significance (
P
= 0.072). A continuous expression score (Escore) based on these 4 clusters predicted likelihood of BCE (AUC = 0.79, log-rank test
P
= 5E–05; LOOCV AUC = 0.74, log-rank test
P
= 0.006).
Conclusion
Multiplexed spatial analysis of limited tissue is a novel method for biomarker analysis and predicting BCEs. Further validation of Escore is needed in a larger cohort. |
|---|---|
| AbstractList | Background
There is limited knowledge about DCIS cellular composition and relationship with breast cancer events (BCE).
Methods
Immunofluorescence multiplexing (MxIF) was used to image and quantify 32 cellular biomarkers in FFPE DCIS tissue microarrays. Over 75,000 DCIS cells from 51 patients (median 9 years follow-up for non-BCE cases) were analysed for profiles predictive of BCE. K-means clustering was used to evaluate cellular co-expression of epithelial markers with ER and HER2.
Results
Only ER, PR and HER2 significantly correlated with BCE. Cluster analysis identified 6 distinct cell groups with different levels of ER, Her2, cMET and SLC7A5. Clusters 1 and 3 were not significant. Clusters 2 and 4 (high ER/low HER2 and SLC7A5/mixed cMET) significantly correlated with low BCE risk (
P
= 0.001 and
P
= 0.034), while cluster 6 (high HER2/low ER, cMET and SLC7A5) correlated with increased risk (
P
= 0.018). Cluster 5 (similar to cluster 6, except high SLC7A5) trended towards significance (
P
= 0.072). A continuous expression score (Escore) based on these 4 clusters predicted likelihood of BCE (AUC = 0.79, log-rank test
P
= 5E–05; LOOCV AUC = 0.74, log-rank test
P
= 0.006).
Conclusion
Multiplexed spatial analysis of limited tissue is a novel method for biomarker analysis and predicting BCEs. Further validation of Escore is needed in a larger cohort. There is limited knowledge about DCIS cellular composition and relationship with breast cancer events (BCE).BACKGROUNDThere is limited knowledge about DCIS cellular composition and relationship with breast cancer events (BCE).Immunofluorescence multiplexing (MxIF) was used to image and quantify 32 cellular biomarkers in FFPE DCIS tissue microarrays. Over 75,000 DCIS cells from 51 patients (median 9 years follow-up for non-BCE cases) were analysed for profiles predictive of BCE. K-means clustering was used to evaluate cellular co-expression of epithelial markers with ER and HER2.METHODSImmunofluorescence multiplexing (MxIF) was used to image and quantify 32 cellular biomarkers in FFPE DCIS tissue microarrays. Over 75,000 DCIS cells from 51 patients (median 9 years follow-up for non-BCE cases) were analysed for profiles predictive of BCE. K-means clustering was used to evaluate cellular co-expression of epithelial markers with ER and HER2.Only ER, PR and HER2 significantly correlated with BCE. Cluster analysis identified 6 distinct cell groups with different levels of ER, Her2, cMET and SLC7A5. Clusters 1 and 3 were not significant. Clusters 2 and 4 (high ER/low HER2 and SLC7A5/mixed cMET) significantly correlated with low BCE risk (P = 0.001 and P = 0.034), while cluster 6 (high HER2/low ER, cMET and SLC7A5) correlated with increased risk (P = 0.018). Cluster 5 (similar to cluster 6, except high SLC7A5) trended towards significance (P = 0.072). A continuous expression score (Escore) based on these 4 clusters predicted likelihood of BCE (AUC = 0.79, log-rank test P = 5E-05; LOOCV AUC = 0.74, log-rank test P = 0.006).RESULTSOnly ER, PR and HER2 significantly correlated with BCE. Cluster analysis identified 6 distinct cell groups with different levels of ER, Her2, cMET and SLC7A5. Clusters 1 and 3 were not significant. Clusters 2 and 4 (high ER/low HER2 and SLC7A5/mixed cMET) significantly correlated with low BCE risk (P = 0.001 and P = 0.034), while cluster 6 (high HER2/low ER, cMET and SLC7A5) correlated with increased risk (P = 0.018). Cluster 5 (similar to cluster 6, except high SLC7A5) trended towards significance (P = 0.072). A continuous expression score (Escore) based on these 4 clusters predicted likelihood of BCE (AUC = 0.79, log-rank test P = 5E-05; LOOCV AUC = 0.74, log-rank test P = 0.006).Multiplexed spatial analysis of limited tissue is a novel method for biomarker analysis and predicting BCEs. Further validation of Escore is needed in a larger cohort.CONCLUSIONMultiplexed spatial analysis of limited tissue is a novel method for biomarker analysis and predicting BCEs. Further validation of Escore is needed in a larger cohort. BackgroundThere is limited knowledge about DCIS cellular composition and relationship with breast cancer events (BCE).MethodsImmunofluorescence multiplexing (MxIF) was used to image and quantify 32 cellular biomarkers in FFPE DCIS tissue microarrays. Over 75,000 DCIS cells from 51 patients (median 9 years follow-up for non-BCE cases) were analysed for profiles predictive of BCE. K-means clustering was used to evaluate cellular co-expression of epithelial markers with ER and HER2.ResultsOnly ER, PR and HER2 significantly correlated with BCE. Cluster analysis identified 6 distinct cell groups with different levels of ER, Her2, cMET and SLC7A5. Clusters 1 and 3 were not significant. Clusters 2 and 4 (high ER/low HER2 and SLC7A5/mixed cMET) significantly correlated with low BCE risk (P = 0.001 and P = 0.034), while cluster 6 (high HER2/low ER, cMET and SLC7A5) correlated with increased risk (P = 0.018). Cluster 5 (similar to cluster 6, except high SLC7A5) trended towards significance (P = 0.072). A continuous expression score (Escore) based on these 4 clusters predicted likelihood of BCE (AUC = 0.79, log-rank test P = 5E–05; LOOCV AUC = 0.74, log-rank test P = 0.006).ConclusionMultiplexed spatial analysis of limited tissue is a novel method for biomarker analysis and predicting BCEs. Further validation of Escore is needed in a larger cohort. There is limited knowledge about DCIS cellular composition and relationship with breast cancer events (BCE). Immunofluorescence multiplexing (MxIF) was used to image and quantify 32 cellular biomarkers in FFPE DCIS tissue microarrays. Over 75,000 DCIS cells from 51 patients (median 9 years follow-up for non-BCE cases) were analysed for profiles predictive of BCE. K-means clustering was used to evaluate cellular co-expression of epithelial markers with ER and HER2. Only ER, PR and HER2 significantly correlated with BCE. Cluster analysis identified 6 distinct cell groups with different levels of ER, Her2, cMET and SLC7A5. Clusters 1 and 3 were not significant. Clusters 2 and 4 (high ER/low HER2 and SLC7A5/mixed cMET) significantly correlated with low BCE risk (P = 0.001 and P = 0.034), while cluster 6 (high HER2/low ER, cMET and SLC7A5) correlated with increased risk (P = 0.018). Cluster 5 (similar to cluster 6, except high SLC7A5) trended towards significance (P = 0.072). A continuous expression score (Escore) based on these 4 clusters predicted likelihood of BCE (AUC = 0.79, log-rank test P = 5E-05; LOOCV AUC = 0.74, log-rank test P = 0.006). Multiplexed spatial analysis of limited tissue is a novel method for biomarker analysis and predicting BCEs. Further validation of Escore is needed in a larger cohort. |
| Author | McDonough, Elizabeth Badve, Sunil S. Sood, Anup Ginty, Fiona Tan, Puay Hoon Cho, Sanghee Taylor, Marian Chadwick, Chrystal Harris, Adrian L. Gökmen-Polar, Yesim Sui, Yunxia Zavodszky, Maria Gerdes, Michael |
| Author_xml | – sequence: 1 givenname: Sunil S. orcidid: 0000-0001-8861-9980 surname: Badve fullname: Badve, Sunil S. email: sbadve@iupui.edu organization: Department of Pathology and Laboratory Medicine, Indiana University School of Medicine – sequence: 2 givenname: Sanghee surname: Cho fullname: Cho, Sanghee organization: GE Research – sequence: 3 givenname: Yesim surname: Gökmen-Polar fullname: Gökmen-Polar, Yesim organization: Department of Pathology and Laboratory Medicine, Indiana University School of Medicine – sequence: 4 givenname: Yunxia surname: Sui fullname: Sui, Yunxia organization: GE Research – sequence: 5 givenname: Chrystal surname: Chadwick fullname: Chadwick, Chrystal organization: GE Research – sequence: 6 givenname: Elizabeth surname: McDonough fullname: McDonough, Elizabeth organization: GE Research – sequence: 7 givenname: Anup surname: Sood fullname: Sood, Anup organization: GE Research – sequence: 8 givenname: Marian surname: Taylor fullname: Taylor, Marian organization: Department of Oncology, Cancer and Haematology Centre, Oxford University – sequence: 9 givenname: Maria surname: Zavodszky fullname: Zavodszky, Maria organization: GE Research – sequence: 10 givenname: Puay Hoon surname: Tan fullname: Tan, Puay Hoon organization: Department of Pathology, Singapore General Hospital – sequence: 11 givenname: Michael surname: Gerdes fullname: Gerdes, Michael organization: GE Research – sequence: 12 givenname: Adrian L. orcidid: 0000-0003-1376-8409 surname: Harris fullname: Harris, Adrian L. organization: Department of Oncology, Cancer and Haematology Centre, Oxford University – sequence: 13 givenname: Fiona surname: Ginty fullname: Ginty, Fiona organization: GE Research |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/33414541$$D View this record in MEDLINE/PubMed |
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| CitedBy_id | crossref_primary_10_1016_j_ajpath_2022_09_008 crossref_primary_10_1038_s41568_022_00512_y crossref_primary_10_3233_BD_201063 crossref_primary_10_1158_2767_9764_CRC_24_0287 crossref_primary_10_3389_fmolb_2023_1051491 crossref_primary_10_3389_fonc_2022_918900 crossref_primary_10_3390_cancers17121925 crossref_primary_10_1016_j_jconrel_2022_07_036 crossref_primary_10_1200_EDBK_351207 crossref_primary_10_1210_endocr_bqac027 crossref_primary_10_1002_advs_202402284 crossref_primary_10_1016_j_cpsurg_2023_101361 |
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| Snippet | Background
There is limited knowledge about DCIS cellular composition and relationship with breast cancer events (BCE).
Methods
Immunofluorescence multiplexing... There is limited knowledge about DCIS cellular composition and relationship with breast cancer events (BCE). Immunofluorescence multiplexing (MxIF) was used to... BackgroundThere is limited knowledge about DCIS cellular composition and relationship with breast cancer events (BCE).MethodsImmunofluorescence multiplexing... There is limited knowledge about DCIS cellular composition and relationship with breast cancer events (BCE).BACKGROUNDThere is limited knowledge about DCIS... |
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| SubjectTerms | 631/67/1347 692/53/2422 Aged Antineoplastic Combined Chemotherapy Protocols - therapeutic use Biomarkers Biomarkers, Tumor - metabolism Biomedical and Life Sciences Biomedicine Breast cancer Breast Neoplasms - metabolism Breast Neoplasms - pathology Breast Neoplasms - therapy Cancer Research Carcinoma, Ductal, Breast - metabolism Carcinoma, Ductal, Breast - pathology Carcinoma, Ductal, Breast - therapy Carcinoma, Intraductal, Noninfiltrating - metabolism Carcinoma, Intraductal, Noninfiltrating - pathology Carcinoma, Intraductal, Noninfiltrating - therapy Cluster analysis Combined Modality Therapy Drug Resistance Epidemiology ErbB-2 protein Female Follow-Up Studies Humans Immunofluorescence Mastectomy - methods Middle Aged Molecular Medicine Oncology Prognosis Retrospective Studies Survival Rate |
| Title | Multi-protein spatial signatures in ductal carcinoma in situ (DCIS) of breast |
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