Stromal composition predicts recurrence of early rectal cancer after local excision. Issue 6 (3rd September 2021)
- Record Type:
- Journal Article
- Title:
- Stromal composition predicts recurrence of early rectal cancer after local excision. Issue 6 (3rd September 2021)
- Main Title:
- Stromal composition predicts recurrence of early rectal cancer after local excision
- Authors:
- Jones, Helen J S
Cunningham, Chris
Askautrud, Hanne A
Danielsen, Håvard E
Kerr, David J
Domingo, Enric
Maughan, Tim
Leedham, Simon J
Koelzer, Viktor H - Abstract:
- Abstract : Aims: After local excision of early rectal cancer, definitive lymph node status is not available. An alternative means for accurate assessment of recurrence risk is required to determine the most appropriate subsequent management. Currently used measures are suboptimal. We assess three measures of tumour stromal content to determine their predictive value after local excision in a well‐characterised cohort of rectal cancer patients without prior radiotherapy. Methods and results: A total of 143 patients were included. Haematoxylin and eosin (H&E) sections were scanned for (i) deep neural network (DNN, a machine‐learning algorithm) tumour segmentation into compartments including desmoplastic stroma and inflamed stroma; and (ii) digital assessment of tumour stromal fraction (TSR) and optical DNA ploidy analysis. 3′ mRNA sequencing was performed to obtain gene expression data from which stromal and immune scores were calculated using the ESTIMATE method. Full results were available for 139 samples and compared with disease‐free survival. All three methods were prognostic. Most strongly predictive was a DNN‐determined ratio of desmoplastic to inflamed stroma >5.41 ( P < 0.0001). A ratio of ESTIMATE stromal to immune score <1.19 was also predictive of disease‐free survival ( P = 0.00051), as was stromal fraction >36.5% ( P = 0.037). Conclusions: The DNN‐determined ratio of desmoplastic to inflamed ratio is a novel and powerful predictor of disease recurrence inAbstract : Aims: After local excision of early rectal cancer, definitive lymph node status is not available. An alternative means for accurate assessment of recurrence risk is required to determine the most appropriate subsequent management. Currently used measures are suboptimal. We assess three measures of tumour stromal content to determine their predictive value after local excision in a well‐characterised cohort of rectal cancer patients without prior radiotherapy. Methods and results: A total of 143 patients were included. Haematoxylin and eosin (H&E) sections were scanned for (i) deep neural network (DNN, a machine‐learning algorithm) tumour segmentation into compartments including desmoplastic stroma and inflamed stroma; and (ii) digital assessment of tumour stromal fraction (TSR) and optical DNA ploidy analysis. 3′ mRNA sequencing was performed to obtain gene expression data from which stromal and immune scores were calculated using the ESTIMATE method. Full results were available for 139 samples and compared with disease‐free survival. All three methods were prognostic. Most strongly predictive was a DNN‐determined ratio of desmoplastic to inflamed stroma >5.41 ( P < 0.0001). A ratio of ESTIMATE stromal to immune score <1.19 was also predictive of disease‐free survival ( P = 0.00051), as was stromal fraction >36.5% ( P = 0.037). Conclusions: The DNN‐determined ratio of desmoplastic to inflamed ratio is a novel and powerful predictor of disease recurrence in locally excised early rectal cancer. It can be assessed on a single H&E section, so could be applied in routine clinical practice to improve the prognostic information available to patients and clinicians to inform the decision concerning further management. Abstract : … (more)
- Is Part Of:
- Histopathology. Volume 79:Issue 6(2022)
- Journal:
- Histopathology
- Issue:
- Volume 79:Issue 6(2022)
- Issue Display:
- Volume 79, Issue 6 (2022)
- Year:
- 2022
- Volume:
- 79
- Issue:
- 6
- Issue Sort Value:
- 2022-0079-0006-0000
- Page Start:
- 947
- Page End:
- 956
- Publication Date:
- 2021-09-03
- Subjects:
- desmoplastic stroma -- early rectal cancer -- inflamed stroma local excision -- prognostic factor -- stroma
Histology, Pathological -- Periodicals
611.018 - Journal URLs:
- http://www.blackwell-synergy.com/member/institutions/issuelist.asp?journal=his ↗
http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1365-2559 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/his.14438 ↗
- Languages:
- English
- ISSNs:
- 0309-0167
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4316.027000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 20045.xml