Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https://t.co/eLBbwkNm6D @UniklinikAachen @DKFZ @DKTK_ @NCT_HD #deeplearning #biomarker
Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study.
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Jan 2019 – Aug 2023Where it's discussed
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X / Twitter48 posts
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News2 articles
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Blogs2 articles
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YouTube1 videos
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What people are saying
The overall discussions reflect high enthusiasm for the study's innovative use of AI to predict cancer prognosis, with contributions mentioning visualizations of neural network 'thoughts' and the development of new prognostic scores. Words like 'important,' 'exciting,' and mention of visual tools demonstrate the community's engagement and recognition of potential impact.
Most discussions highlight the potential and success of deep learning in predicting patient outcomes, indicating strong support.
The posts clearly show high interest, with mentions of the methodology, visualizations, and implications for medical practice.
Many examples involve detailed references to the study’s techniques, such as CNNs and visualization tools like DeepDream, suggesting deep engagement.
While recognition of the study's significance is evident, the emphasis on future applications and research indicates moderate perceived impact.
Abstract in brief
- The study used deep learning (CNNs) to analyze colorectal cancer tissue slides, successfully extracting prognostic information directly from standard histology images, which are usually not utilized for prognosis.
- The researchers developed a "deep stroma score" based on CNN analysis, which independently predicted patient survival outcomes across large, diverse patient cohorts, outperforming manual stromal measurements and gene expression signatures in some cases.
- These findings suggest that AI-driven analysis of tissue images could improve prognosis predictions for CRC patients, although further prospective studies are needed to confirm these results.]
Top posts
Most liked on X and BlueskyHow does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this: tumor (TUM) has a much more irregular structure than normal mucosa (NORM)
Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study https://t.co/KXQgIAgAGu
An excellent paper from @jnkath and @halama_immuno just published in PLOS Medicine; predicting survival from colorectal cancer histology slides using deep learning: https://t.co/rwFHN5xgkd
Check out the recently published paper in @PLOSMedicine from @jnkath and @halama_immuno and get more info on the deep stroma score; it is prognostic of overall survival in a large patient cohort: https://t.co/rwFHN5xgkd
#GastroEdPick A new study in @PLOSMedicine by @njkath and colleagues show that deep convolutional neural networks can predict prognosis of patients with #colorectalcancer directly from widely available histopathological images Free https://t.co/uNY9MbmEuJ https://t.co/ZdXY0otZNF
All mentions
Deep Learning for Predicting Colorectal Cancer Survival
This study evaluates how deep learning can predict survival rates from colorectal cancer histology slides. It demonstrates the accuracy of convolutional neural networks in identifying critical histopathology images…
RT @RCBE_City: Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study https://…
RT @RCBE_City: Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study https://…
RT @RCBE_City: Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study https://…
RT @RCBE_City: Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study https://…
Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study https://t.co/KXQgIAgAGu
@benser2 @nature @tshitoyan we use DL to predict mutations (https://t.co/AkVINTHnul, https://t.co/NEg99Bomwj) and prognosis (https://t.co/eLBbwkNm6D) directly from cancer histology. Also applying DL to other medical imgs & text. I think it is important to combine medical domain knowledge with DL technology
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this…
Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study https://t.co/COsUunHfJi #DeepLearning
RT @jnkath: How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this…
#GastroEdPick A new study in @PLOSMedicine by @njkath and colleagues show that deep convolutional neural networks can predict prognosis of patients with #colorectalcancer directly from widely available histopathological images Free https://t.co/uNY9MbmEuJ https://t.co/ZdXY0otZNF
RT @jnkath: How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this…
https://t.co/G51b8WndYE
RT @jnkath: How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this…
#openaccess New research in CRO: Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study. https://t.co/Car4bZLyRC
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this…
RT @jnkath: How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this…
RT @jnkath: How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this…
RT @jnkath: How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this…
RT @jnkath: How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this…
RT @jnkath: How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this…
RT @jnkath: How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this…
How does a neural network "think of" #cancer #histology images? In our @PLOSMedicine paper we used #DeepDream to visualize this: tumor (TUM) has a much more irregular structure than normal mucosa (NORM)
Check out the recently published paper in @PLOSMedicine from @jnkath and @halama_immuno and get more info on the deep stroma score; it is prognostic of overall survival in a large patient cohort: https://t.co/rwFHN5xgkd
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @PLOSMedicine: An addition to our #MachineLearning collection, @jnkath & coll. demonstrate the ability of deep #convolutional #neuralnet…
RT @PLOSMedicine: An addition to our #MachineLearning collection, @jnkath & coll. demonstrate the ability of deep #convolutional #neuralnet…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT NCT_HD "RT jnkath: Our new paper is out PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https://t.co/c6XIroklCJ UniklinikAachen DKFZ DKTK_ NCT_HD #deeplearning #biomarker"
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study https://t.co/JdIn68tbhw https://t.co/784SpimZN7
RT @jnkath: Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https:/…
Our new paper is out @PLOSMedicine: "Predicting survival from #colorectal #cancer histology slides using deep learning" https://t.co/eLBbwkNm6D @UniklinikAachen @DKFZ @DKTK_ @NCT_HD #deeplearning #biomarker
An excellent paper from @jnkath and @halama_immuno just published in PLOS Medicine; predicting survival from colorectal cancer histology slides using deep learning: https://t.co/rwFHN5xgkd
#PlosMedicine Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study https://t.co/uD83h6Mepu