MD-PhD radiation oncology resident at @UWMadisonRadMed; passionate about AI, cancer, & people; clinician by day, researcher by night; views my own, RT/❤️≠ agree

Joined April 2020
3 Photos and videos
Pinned Tweet
I'm honored to share our recent research findings about the positive role of radiation for early-stage HER2 breast cancer. Conclusion: In this HERO-aligned national cohort, RT omission was associated with inferior OS in patients treated with adjuvant systemic therapy after BCS.
📢New in @Cancers_MDPI: In early-stage HER2 #breast cancer treated with breast-conserving surgery, adjuvant radiation was associated with improved overall survival in a national HERO trial-aligned cohort. ✍by @JCummock, Bin S. Teh et al. 📌mdpi.com/2072-6694/18/3/352
1
1,426
After 10 long years of MD/PhD training, I am honored to announce I have matched at U Wisconsin for Radiation Oncology training and prelim year! All these kids were born during my time in med school! They're going to learn what winter is!❄️❄️❄️ @UWMadisonRadMed #Match2026 #radonc
17
26
921
39,050
Jonny Cummock retweeted
More amazing talks from #ACRO2026 breast session! Big takeaways: - Ahead of NRG BR008, NCDB analysis suggests OS benefit to RT even in low risk Her2 pts - Ongoing studies to delay SGY for DCIS patients, and prospective studies for omitting RT for low genomic risk DCIS
3
6
958
Excited to present 2 abstracts at #ASTRO25 • Glioblastoma: Radiotherapy fractionation scheme outcomes in elderly (Mon 9/29, 8AM, Hall F) • Breast Cancer: Survival impact of adjuvant radiation in HER2 early-stage disease aligned with NRG-BR008 HERO trial (Mon 9/29, 3PM, Hall F)
254
Presenting today at the 13th Annual Houston Methodist Cancer Symposium Topic: Closing the Gap After NRG-BR008 HERO: Real-World Evidence for Adjuvant Radiation in Early-Stage HER2 Breast Cancer Ten years, thousands of patients, one clear message: Keep the RT #RadOnc #BreastCancer
1
169
I'm grateful for the opportunity to present at AIHES 2024: Investigating the Role of Brain Connectivity and Social Environment in Hispanic Adults with Depression and Anxiety: A Multiomics Approach #AIHES2024 #AIM_AHEAD #AI #HealthEquity @AIM_AHEAD @SCHUB_AIM_AHEAD
1
140
Jonny Cummock retweeted
12 Oct 2023
Honored to present our work in #AI for diagnostic and endovascular interventional #neuroimaging at #WSC2023 via both oral & posters 🧠🗣️ Grateful to mentors & co-authors @KelvinWongPhD, @RealJayVolpi, @gwb777, TM Hodics, J Zhang, STC Wong @MethodistHosp @bmentamu @TAMUmedicine
2
13
1,210
Jonny Cummock retweeted
5 Aug 2023
We trained an #AI to "see" catheters & detect tip position on fluoroscopy. A first step towards AI-augmentation and autonomy in #neurointervention 🦾 Excited to share my PhD work in @JNIS_BMJ & grateful for mentorship from Drs.@KelvinWongPhD, STC Wong, YJ Zhang, and @gwb777!
30 Jun 2023
Latest content: bit.ly/3NNWh7H Ghosh et al develop an automatic and accurate imaging-based catheter segmentation method in cerebral angiography using deep learning to expand the reach of robotic neurointervention @ghoshrx #Robotics #DeepLearning
1
4
1,641
Jonny Cummock retweeted
Excited to announce Med-Flamingo, a new multimodal few-shot learner specialized for the medical domain! Last week, we uploaded the pre-print, now it’s finally live! Paper: arxiv.org/abs/2307.15189 Code: github.com/snap-stanford/med… Model: huggingface.co/med-flamingo/… A short 🧵. 1/n
10
128
447
221,342
Driving forward stroke segmentation using weakly supervised bounding boxes.@MethodistHosp @HMethodistMD @HMAIChief @RealJayVolpi authors.elsevier.com/c/1h0Um…

1
8
124
Jonny Cummock retweeted
🚨🧠 Can ER & #neurology doctors REALLY agree? Discover the surprising reliability of NIH Stroke Scale scores between them in acute ischemic stroke patients! 🏥💡 #EmergencyMedicine #meded #foamed #NIHSS 👉 bit.ly/42as47m @JCummock @RealJayVolpi @HMAIChief @MethodistHosp
2
3
351
Jonny Cummock retweeted
1/Do you know all the aspects of, well, ASPECTS? Many know the anterior circulation #stroke scoring system—but posterior circulation (pc) ASPECTS is often unknown Here’s a #tweetorial to help you remember pc-ASPECTS #medtwitter #neurotwitter #meded #neurorad #neurology #FOAMed
15
232
753
94,666
Jonny Cummock retweeted
1/Radiologist not answering the phone?Just want a quick read on that stat head CT? Here's a little help on how to do it yourself w/a #tweetorial on how to read a head CT! #medtwitter #FOAMed #FOAMrad #medstudenttwitter #medstudent #neurorad #radres @medtweetorials #neurosurgery
159
1,741
5,257
Jonny Cummock retweeted
1/I always tell my fellows, “Anyone can see the bright spot on diffusion—what sets you apart is if you can tell them why it’s there!” Can you tell a stroke’s etiology from its appearance on MRI? Here’s a #tweetorial to show you how! #medtwitter #neurotwitter #stroke #neurorad
36
351
1,150
142,678
Jonny Cummock retweeted
First, with their CNN's, they came for the radiologists, And I did nothing. Then, with their LLM's, they came for the rest of us. Heads up: tuned PaLM would get a low pass on USMLE. cc: @jeremyphoward @DrLaurenOR @mattlungrenMD @curtlanglotz export.arxiv.org/pdf/2212.13…

3
1
2
857
Jonny Cummock retweeted
Enjoyed visiting beautiful Japan to present my research findings about therapeutic strategies against metaplastic breast cancer at Redox Week 2022! I am incredibly grateful for mentorship from my PhD advisor Dr Jenny Chang @JennyCChang1 and the Chang Lab!
1
2
18
Jonny Cummock retweeted
Proud to present our team’s work in Singapore showing equivalent accuracy in anterior and posterior stroke for the DeepStroke app, #WSC2022 @HMethodistMD @PennState
1
3
8
Jonny Cummock retweeted
Writing will always be difficult because it's the process of exploring the frontier of your mind, which will always be foggy.
13
38
381
Jonny Cummock retweeted
Automatic Segmentation in Acute Ischemic Stroke: Prognostic Significance of Topological Stroke Volumes on Stroke Outcome ahajournals.org/doi/10.1161/…
5
10
Very happy to see some of our recent #AI work for #stroke segmentation and outcome prediction published in Stroke. @StrokeAHA_ASA @MethodistHosp @HMethodistMD @HMAIChief ahajournals.org/doi/epdf/10.…

Automatic Segmentation in Acute Ischemic Stroke: Prognostic Significance of Topological Stroke Volumes on Stroke Outcome ahajournals.org/doi/10.1161/…
1
2
8