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The Dartboard Toss and the Algorithm

by Beautiful Club   ·  2 months ago  
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Healthcare Insights

By⁣ GEORGE BEAUREGARD

The Role of‌ A.I. in Shaping My ⁢cancer Experience in 2005

the evolving role of⁣ artificial intelligence (A.I.) in healthcare piques the interest ‍and uncertainty of many Baby Boomer doctors like myself. This curiosity extends beyond future possibilities; it⁤ also reflects on my past​ experiences. In 2005, ‍I found myself facing a health crisis that required more than conventional treatment options.

A Startling ⁣Discovery

The autumn of 2005 marked a pivotal moment ​when I‌ noticed ⁤a‌ solitary drop of blood ⁣as⁣ I used ⁤the restroom at ‍home.It ⁢fell ​into the water, creating an⁤ ephemeral spectacle before vanishing completely—an image that would have been captivating had​ it not been so alarming. There was no pain ‍accompanying this incident.

A single question echoed⁤ in ⁣my mind: Did I‌ just see blood? Initially, I dismissed it as a figment of my creativity.

An ​Unexpected Diagnosis

I was only 49 years old‌ and lacked common‍ risk​ factors ​for⁤ kidney or bladder cancer​ such as smoking or obesity. However, being adopted ‌left me unaware of any hereditary predispositions to such diseases. Notably, ‌both ⁤my adoptive parents had‌ battled different forms‌ of ⁤urogenital cancer, leading me to ponder whether environmental influences from our⁣ home might have contributed to my condition.

The Growing Concern

I attempted to quell my worries but couldn’t shake off the saying: ​“Painless hematuria is cancer until ​proven otherwise.” ⁢As time passed and symptoms escalated, an ultrasound revealed concerning findings—a soft tissue⁢ mass ​at the ​base of my bladder⁣ measuring​ approximately 4 x 5 cm.

Navigating Treatment ⁣options

I sought advice from a urologist colleague who performed‌ a cystoscopy and confirmed the presence of an aggressive-looking‌ mass within my bladder. He⁢ managed to remove part ‌but warned that he⁤ could not eliminate all traces⁣ without risking further complications. A​ subsequent TURBT procedure confirmed high-grade urothelial carcinoma with extensive invasion into surrounding tissues—indicating advanced ​disease beyond localized stages.

Dismaying statistics ⁤indicated⁢ that during ‌this​ period, patients⁤ diagnosed⁤ with⁣ stage II⁢ muscle-invasive bladder cancer faced only⁢ about ‍a 45% chance for five-year survival—a sobering reality for someone​ so young compared to typical cases where incidence peaks ​among septuagenarians.

A Cautious Optimism Amidst Uncertainty

This diagnosis prompted deep reflection on how much ⁢time remained for⁢ me while simultaneously fostering ‌cautious optimism due to access ⁣to top-tier medical facilities and specialists⁢ willing to ⁢expedite care—all‌ supported ⁣by robust insurance coverage.

The journey didn’t end with⁣ diagnosis; consultations ‍with three expert urologists led them‍ all toward recommending radical cystectomy⁣ along with bowel resection and⁣ creation⁢ of an orthotopic ileal neobladder—a consensus that provided clarity amidst⁣ chaos.

Evolving ⁣Research Landscape‌ in ​Oncology

Diving ⁢deeper into research⁣ during mid-2000s revealed around half a million new studies indexed annually ⁢on PubMed alone! Oncologists ⁢typically began their ⁤investigations by consulting ‌established guidelines from organizations like NCCN or ASCO before exploring randomized controlled trials (rcts) or ongoing clinical‌ studies listed on ⁢ClinicalTrials.gov for informed ​treatment decisions.

I also consulted three distinguished medical oncologists across various prestigious institutions; one notably remarked about how “the wolf is already out,” indicating meaningful microscopic spread beyond what was visible—heightening concerns regarding treatment efficacy given ​conflicting recommendations⁣ regarding chemotherapy regimens tailored primarily towards older patients rather ‍than younger individuals like myself.

Lacking definitive evidence ⁢made decision-making feel akin to ⁣throwing darts blindfolded—I relied heavily on intuition while‌ resolving not dwell upon past‌ choices once ‌made.

In contrast, advancements were evident elsewhere; by then trastuzumab (Herceptin) had already⁣ shown benefits against HER-2 positive breast cancers which prompted discussions⁣ between chosen oncologist & colleagues focused specifically upon HER2’s‍ role within bladder ‌cancers too.

My FISH analysis indicated ⁢some HER2 ⁢amplification albeit uncertain percentages—but after weighing potential risks versus rewards⁣ associated ⁢adding Herceptin onto⁣ regimen—I opted-in seeking survival advantage over mere academic curiosity.

Twenty years later here I stand grateful yet reflective⁣ about ⁢how oncology has transformed since those‌ days when treatments‍ resembled blunt instruments rather than‍ precision tools aimed⁤ directly at individual patient‌ needs!

A⁣ New Era ​Driven By Artificial Intelligence

Todays’​ oncologists possess elegant resources including next-generation sequencing (NGS), circulating tumor DNA assays (ctDNA), ‌CAR-T cell‌ therapies ​among others—all contributing towards personalized​ medicine approaches previously unimaginable!

However having ⁢these advanced tools means little if⁤ practitioners cannot discern which will yield optimal results based ⁤solely upon unique characteristics presented by each patient’s specific type(s)of malignancy.

In pursuit thereof lies⁤ A.I.—now ⁤transitioning from supportive roles into primary drivers capable synthesizing vast amounts data rapidly predicting effective ⁢treatments while adapting strategies dynamically throughout ⁣course care journey itself!

Fine-tuned​ interventions replacing outdated methods through iterative learning processes ensuring better outcomes ahead!

While thankful⁢ still⁤ being here today—I​ often ponder what insights could’ve emerged via data-driven personalization platforms back then tailored specifically around anomalous N-of-one scenarios encountered during own battle against illness.

Though‌ uncertain ​future ‌remains—it fuels growing optimism surrounding enhanced effectiveness achieved through ‌individualized cancer management strategies⁤ moving forward!

Ultimately key focus must remain upstream detection ​efforts aimed identifying meaningful cancers ⁢earlier stages where hope truly resides too!

George Beauregard, DO ⁤is an Internal Medicine physician whose ‌experience includes over two decades practicing clinically alongside ⁢leading strategic initiatives within organizations across healthcare sectors .This article ⁢originated from his ‍
Substack page .