CARDIO AI - Women's Heart Health Platform
AI-Powered Clinical Decision Support for Women's Cardiovascular Care
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| Patient | Date | Primary Diagnosis | Risk Level | Confidence | Action |
|---|---|---|---|---|---|
| Sarah Johnson | Today, 10:23 AM | Preeclampsia-Related CVD | CRITICAL | 89.2% | |
| Maria Garcia | Today, 9:15 AM | Microvascular Disease | HIGH | 85.7% | |
| Jennifer Lee | Yesterday, 3:45 PM | PPCM (Resolved) | MODERATE | 92.1% |
| MRN | Name | Age | Risk Level | Status | Last Visit | Actions |
|---|---|---|---|---|---|---|
| WC001 | Sarah Johnson | 35 | CRITICAL | Pregnant | Today | |
| WC002 | Maria Garcia | 58 | HIGH | Active | Today | |
| WC003 | Jennifer Lee | 32 | MODERATE | Active | Yesterday | |
| WC004 | Emily Chen | 42 | HIGH | Active | 2 days ago | |
| WC005 | Jessica Brown | 29 | LOW | Postpartum | 3 days ago |
Comprehensive diagnostic criteria and clinical guidance for women-specific cardiovascular conditions.
SCAD - Spontaneous Coronary Artery Dissection
โ ๏ธ Overview
SCAD is a tear in the wall of a coronary artery that primarily affects young, otherwise healthy women. It accounts for 25-35% of acute coronary syndromes in women under 50.
๐ Clinical Presentation
- Typical symptoms: Chest pain, shortness of breath, arm/jaw pain
- Atypical presentations: Fatigue, nausea, back pain, epigastric discomfort
- Timing: Often postpartum (peripartum SCAD), or during emotional/physical stress
- Risk factors: Recent pregnancy, fibromuscular dysplasia, connective tissue disorders
๐ฌ Diagnostic Criteria
- Contrast staining of arterial wall
- Multiple radiolucent lumens
- Long smooth stenosis (>20mm)
- Abrupt change in vessel caliber
๐งช Laboratory Findings
- Troponin: Elevated (but may be lower than in atherosclerotic MI)
- ECG: ST-segment elevation or depression, T-wave abnormalities
- Echocardiography: Regional wall motion abnormalities
๐ Management Approach
- Medical management: Beta-blockers, aspirin, consider ACE inhibitors
- Avoid: Thrombolytics (can extend dissection)
- PCI: Only if ongoing ischemia or hemodynamic instability
- Cardiac rehabilitation with modified protocols
- Long-term follow-up: Annual imaging recommended
๐จ Clinical Pearls
- Consider SCAD in any woman <60 years with ACS and minimal risk factors
- Screen for fibromuscular dysplasia (30-50% association)
- Pregnancy counseling essential - increased recurrence risk in pregnancy
- Psychological support important - high rates of PTSD and anxiety
Takotsubo (Stress) Cardiomyopathy
โ ๏ธ Overview
Takotsubo cardiomyopathy, also known as "broken heart syndrome," is characterized by temporary left ventricular dysfunction following emotional or physical stress. 90% of cases occur in postmenopausal women.
๐ Clinical Presentation
- Trigger: Emotional stress (grief, fear, anger) or physical stress (surgery, acute illness)
- Symptoms: Chest pain, dyspnea, syncope - mimics acute MI
- Timing: Acute onset, usually within hours of stressor
- Risk factors: Postmenopausal, anxiety disorders, neurological/psychiatric conditions
๐ฌ Diagnostic Criteria (Mayo Clinic Criteria)
- Transient left ventricular wall motion abnormalities extending beyond a single coronary distribution
- Absence of obstructive coronary disease or acute plaque rupture
- New ECG abnormalities (ST elevation and/or T-wave inversion) or modest elevation in cardiac troponin
- Absence of pheochromocytoma or myocarditis
๐งช Laboratory & Imaging Findings
- Troponin: Mildly to moderately elevated (typically lower than in STEMI)
- BNP/NT-proBNP: Markedly elevated, disproportionate to troponin
- ECG: ST-segment elevation (anterior leads), deep T-wave inversions, QTc prolongation
- Echo: Apical ballooning (classic), mid-ventricular, basal, or focal variants
- Cardiac MRI: Myocardial edema without late gadolinium enhancement
๐ Management Approach
- Supportive care, hemodynamic monitoring
- ACE inhibitors or ARBs for LV dysfunction
- Beta-blockers (use cautiously if cardiogenic shock)
- Anticoagulation if LV thrombus present
- Most patients recover fully within weeks to months
- Consider continuing ACE-I/ARB and beta-blocker for 3-12 months
- Psychological support and stress management
- Recurrence rate: 10% at 5 years
๐จ Clinical Pearls
- Troponin/BNP ratio: BNP disproportionately high suggests Takotsubo
- Monitor for complications: cardiogenic shock (5-10%), LV thrombus, ventricular arrhythmias
- Distinguish from myocarditis: cardiac MRI shows different patterns
- Screen for emotional/physical triggers in history
Preeclampsia-Related Cardiovascular Disease
โ ๏ธ Overview
Preeclampsia is a pregnancy complication characterized by new-onset hypertension and proteinuria or end-organ dysfunction after 20 weeks gestation. It increases lifetime cardiovascular disease risk 2-4 fold.
๐ Clinical Presentation
- Hypertension: BP โฅ140/90 mmHg on two occasions, 4+ hours apart
- Severe features: BP โฅ160/110, severe headache, visual changes, RUQ pain
- Symptoms: Headache, visual disturbances, RUQ/epigastric pain, shortness of breath
- Risk factors: First pregnancy, multiple gestation, obesity, chronic hypertension, diabetes
๐ฌ Diagnostic Criteria (ACOG 2019)
- Proteinuria: โฅ300 mg/24hr or protein/creatinine ratio โฅ0.3
- Thrombocytopenia: Platelets <100,000/ฮผL
- Renal insufficiency: Creatinine >1.1 mg/dL or doubling of creatinine
- Liver involvement: Elevated transaminases (2x normal)
- Pulmonary edema
- Cerebral or visual symptoms
๐งช Laboratory Monitoring
- CBC: Platelet count (thrombocytopenia), hemolysis markers
- LFTs: AST, ALT, LDH (HELLP syndrome screening)
- Renal function: Creatinine, BUN, uric acid
- Urinalysis: Protein/creatinine ratio
- Coagulation: If severe features or bleeding
๐ Management Approach
- BP control: Labetalol, nifedipine, methyldopa (avoid ACE-I/ARBs)
- Seizure prophylaxis: Magnesium sulfate if severe features
- Monitoring: BP q4h, daily labs if severe, fetal monitoring
- Delivery timing: 34-37 weeks based on severity
- Continue MgSO4 24-48h postpartum if severe features
- BP monitoring for 72h minimum, up to 2 weeks
- Long-term CVD risk counseling
- Annual cardiovascular risk assessment recommended
๐จ Clinical Pearls
- HELLP Syndrome: Hemolysis, Elevated Liver enzymes, Low Platelets - medical emergency
- Eclampsia: New-onset seizures - give MgSO4 immediately
- Postpartum CVD risk: 2-4x increased risk of MI, stroke, heart failure
- Future pregnancy: Low-dose aspirin (81-162mg) from 12 weeks reduces recurrence
- Cardiology referral: Arrange within 6-12 weeks postpartum
Peripartum Cardiomyopathy (PPCM)
โ ๏ธ Overview
PPCM is heart failure occurring in the last month of pregnancy or within 5 months postpartum in the absence of other identifiable causes. Incidence: 1 in 1,000-4,000 live births in the US.
๐ Clinical Presentation
- Symptoms: Dyspnea, orthopnea, PND, fatigue, peripheral edema, palpitations
- Timing: Last month of pregnancy through 5 months postpartum (most in first month postpartum)
- Risk factors: Multiparity, advanced maternal age (>30), African descent, multiple gestation, preeclampsia, prolonged tocolytic therapy
๐ฌ Diagnostic Criteria (ESC 2018)
- Heart failure in last month of pregnancy or within 5 months postpartum
- Left ventricular ejection fraction (LVEF) <45%
- Left ventricular end-diastolic dimension >2.7 cm/mยฒ BSA
- No other identifiable cause of heart failure
๐งช Laboratory & Imaging Findings
- BNP/NT-proBNP: Markedly elevated (though may be mildly elevated in normal pregnancy)
- Troponin: May be mildly elevated
- Echocardiography: Reduced LVEF (<45%), LV dilation, may see LV thrombus
- ECG: Sinus tachycardia, nonspecific ST-T changes, arrhythmias
- Cardiac MRI: Consider if diagnosis unclear or to assess for myocarditis
๐ Management Approach
- Diuretics: Furosemide (safe in pregnancy)
- Beta-blockers: Metoprolol, carvedilol
- Hydralazine + nitrates: Alternative to ACE-I
- Anticoagulation: If LVEF <30% or LV thrombus
- Avoid: ACE-I, ARBs, aldosterone antagonists during pregnancy
- Standard HF therapy: ACE-I/ARBs, beta-blockers, diuretics
- Bromocriptine: Consider 2.5mg BID x 2-8 weeks (emerging evidence)
- Advanced therapies: Consider VAD or transplant if refractory
- Contraception: Avoid future pregnancy until full recovery
๐ Prognosis & Recovery
- Full recovery (LVEF >50%): 50-60% within 6 months
- Persistent dysfunction: 25-30%
- Mortality: 5-15% (higher in developing countries)
- Recurrence risk: Very high (30-50%) in subsequent pregnancies, especially if incomplete recovery
๐จ Clinical Pearls
- High index of suspicion: Dyspnea in pregnancy is common, but progressive dyspnea requires evaluation
- Pregnancy counseling: Strongly advise against future pregnancy if LVEF remains <25%
- If LVEF 25-50%: Extensive counseling about 30-50% recurrence risk and potential decompensation
- Multidisciplinary care: Cardiology, MFM, heart failure specialists
- Long-term follow-up: Even if recovery, lifelong cardiology follow-up recommended
Coronary Microvascular Disease (CMD)
โ ๏ธ Overview
CMD (also called microvascular angina or Cardiac Syndrome X) is chest pain with evidence of myocardial ischemia but no obstructive coronary artery disease on angiography. More common in women, accounting for up to 50% of women with angina and non-obstructive CAD.
๐ Clinical Presentation
- Symptoms: Typical angina (chest pain/pressure with exertion), but may be prolonged or occur at rest
- Pattern: Often triggered by emotional stress, not just physical exertion
- Response to nitrates: Variable, often poor response
- Risk factors: Diabetes, metabolic syndrome, estrogen deficiency, inflammation
๐ฌ Diagnostic Approach
- Symptoms: Angina or angina equivalent
- Evidence of ischemia: Abnormal stress test, ECG changes
- No obstructive CAD: Angiography showing <50% stenosis
- Objective CMD: Invasive testing (CFR, IMR) or PET showing impaired flow reserve
- Coronary flow reserve (CFR): <2.0 abnormal (adenosine stress)
- Index of microcirculatory resistance (IMR): >25 abnormal
- PET myocardial perfusion: Reduced perfusion reserve
๐ Management Approach
- First-line: Beta-blockers, calcium channel blockers (especially if vasospastic component)
- ACE inhibitors/ARBs: Improve endothelial function
- Statins: Even with normal cholesterol (anti-inflammatory effects)
- Ranolazine: May improve symptoms
- Aspirin: Standard antiplatelet therapy
- Exercise training (supervised cardiac rehabilitation)
- Weight loss if overweight
- Diabetes control
- Stress management
๐จ Clinical Pearls
- CMD is NOT "benign" - associated with increased risk of MI, HF, and mortality
- High rate of persistent symptoms and healthcare utilization
- Often coexists with coronary vasospasm - consider acetylcholine testing
- Mental health screening important - high rates of depression and anxiety
- Consider hormone status in perimenopausal/postmenopausal women
Fibromuscular Dysplasia (FMD)
โ ๏ธ Overview
FMD is a non-atherosclerotic, non-inflammatory vascular disease that primarily affects medium-sized arteries. It most commonly involves renal and cerebrovascular arteries, but can affect any arterial bed. 90% of patients are women. Strong association with SCAD (30-50% of SCAD patients have FMD).
๐ Clinical Presentation
- Renal FMD: Hypertension (often young onset, resistant), renal artery stenosis
- Cerebrovascular FMD: Headache, pulsatile tinnitus, TIA/stroke, dissection
- Coronary FMD: Often asymptomatic, may present with SCAD or angina
- Other: Can affect mesenteric, iliac, subclavian arteries
๐ฌ Diagnostic Imaging
- "String of beads": Classic multifocal FMD (85-90% of cases)
- Focal FMD: Single stenosis, tubular stenosis
- Preferred modalities: CT angiography, MR angiography, catheter angiography
- All SCAD patients should be screened for FMD (head-to-pelvis imaging)
- Young women with hypertension or stroke should be evaluated for FMD
- First-degree relatives may warrant screening
๐ Management Approach
- Antiplatelet therapy: Aspirin recommended
- Hypertension control: ACE-I, ARBs, or calcium channel blockers
- Statin: Consider even if normal cholesterol
- Angioplasty: For symptomatic renal FMD with resistant hypertension
- Avoid stenting: Higher risk of complications
- Surgical revascularization: Rarely needed
๐จ Clinical Pearls
- Screen ALL SCAD patients for systemic FMD
- FMD is a systemic disease - if found in one vascular bed, image others
- Pregnancy considerations: increased risk of dissection, monitor closely
- Genetic counseling: familial cases exist, consider screening family members
- Monitor for disease progression with periodic imaging
Overall CVD Risk Score
CVD Risk Timeline
โข Age 30: Gestational diabetes
โข Age 32: Hypertension onset
โข BP 165/105 mmHg
โข Proteinuria 3+
Risk Score: 68/100
โข 5-year: 15.7% risk
โข 10-year: 24.2% risk
โข Lifetime: 38.9% risk
Differential Diagnoses
-
Gestational Hypertension - 42.1% probability
Elevated BP without proteinuria or end-organ dysfunction
-
Chronic Hypertension - 31.5% probability
Pre-existing hypertension before pregnancy
-
Coronary Microvascular Disease - 18.7% probability
Chest pain with normal coronary arteries, more common in women
-
SCAD (Spontaneous Coronary Artery Dissection) - 4.2% probability
Rare but critical in pregnant/postpartum women
Risk Factor Analysis
- Current pregnancy with preeclampsia history
- Uncontrolled hypertension (BP 165/105)
- Proteinuria (3+)
- Overweight (BMI 29.5)
- Sedentary lifestyle
- Age 35+ during pregnancy
- Multiparity (G2P1)
- Non-smoker
- No diabetes mellitus
Cardiovascular Risk Prognosis
Women-Specific CVD Conditions
๐งฎ Interactive Risk Calculator
Adjust risk factors to see how interventions could reduce CVD risk:
Laboratory Analysis
| Test | Value | Reference Range | Status |
|---|---|---|---|
| Troponin I | 0.03 ng/mL | <0.04 | โ Normal |
| BNP | 180 pg/mL | <100 | โ Elevated |
| CRP | 3.2 mg/L | <1.0 | โ High |
| Creatinine | 1.1 mg/dL | 0.6-1.2 | โ Normal |
| Protein/Creatinine Ratio | 0.8 | <0.2 | โ High (3+ Proteinuria) |
Clinical Recommendations
- Immediate Maternal-Fetal Medicine consultation
- Blood pressure monitoring every 4 hours
- Serial laboratory work (platelet count, LFTs, creatinine q12h)
- Continuous fetal monitoring (NST twice daily)
- Assess for HELLP syndrome (platelets, LDH, AST/ALT)
- Consider early delivery if condition worsens (target: 34-37 weeks)
- Magnesium sulfate for seizure prophylaxis
- Antihypertensive therapy (labetalol or nifedipine) - Target BP <160/110
- Daily weight and urine protein monitoring
- Weekly biophysical profile
- Echocardiogram to assess cardiac function
- Consultation with cardiology for co-management
- Cardiology follow-up within 6-12 weeks postpartum
- Annual cardiovascular risk assessment
- Lifestyle modifications: diet, exercise, weight management
- Consider low-dose aspirin (81mg) for future pregnancy
- Screen for metabolic syndrome at 3-month postpartum visit
- Aggressive lipid management if indicated
- Blood pressure monitoring: Target <130/80 long-term
- Patient currently pregnant (gestational age: 28 weeks)
- History of preeclampsia increases lifelong CVD risk by 2-4x
- Risk of recurrent preeclampsia in future pregnancies: 20-25%
- Medication adjustments needed for pregnancy safety (avoid ACE-I/ARBs)
- Coordinate cardiac imaging with obstetric care
- Screen for postpartum cardiomyopathy if dyspnea develops
- Contraception counseling - avoid estrogen-containing methods
Recommended Follow-up Schedule
- MFM consult
- Admit for monitoring
- Daily BP checks
- Labs q48-72h
- Cardiology consult
- Metabolic screening
- CVD risk assessment
- Lipid panel
Actions & Tools
Critical Alerts (2)
Preeclampsia with severe features detected. BP 165/105, proteinuria 3+.
2 minutes ago | Provider: Dr. Smith
Elevated troponin I (0.8 ng/mL). SCAD evaluation recommended.
45 minutes ago | Provider: Dr. Johnson
High Priority Alerts (5)
Blood pressure trending upward. Consider medication adjustment.
1 hour ago
Follow-up echocardiogram overdue for PPCM monitoring.
3 hours ago
Information (8)
Postpartum follow-up appointment scheduled for next week.
5 hours ago
Diagnosis Distribution
Model Sensitivity by Condition Type
Women's Cardiovascular Disease Clinical Platform
An AI-powered clinical decision support system designed specifically for women's heart health, integrating sex-specific risk factors, pregnancy complications, and reproductive health data.
Key Features
- AI-Powered Risk Assessment: Sex-specific transformer model analyzing ECG, biomarkers, and clinical data
- Multi-Modal Integration: ECG signals, clinical history, laboratory values, and imaging
- Pregnancy Monitoring: Tracks preeclampsia, gestational diabetes, and peripartum complications
- Clinical Decision Support: Treatment recommendations with 3-tier automation system
- Care Coordination: Integrates cardiology, OB/GYN, and primary care
- Real-Time Alerts: Critical alerts for high-risk conditions
- Outcomes Tracking: Quality metrics and long-term prognosis
Model Performance
Women-Specific Conditions
Spontaneous Coronary Artery Dissection - primarily affects young women
Stress Cardiomyopathy - 90% of cases occur in women
Peripartum Cardiomyopathy - heart failure during/after pregnancy
Coronary microvascular dysfunction - more common in women
Sex-Specific Risk Factors
- Pregnancy complications (preeclampsia, gestational diabetes)
- Reproductive history (early menopause, PCOS)
- Hormonal factors (contraceptives, HRT)
- Autoimmune conditions (more common in women)
- Atypical symptom presentation
Platform Impact
โ 23% increase in women-specific CVD diagnoses
โ 31% reduction in emergency department visits
โ 42% improvement in guideline-concordant care
โ 87% reduction in missed preeclampsia diagnoses
โ 89% physician satisfaction rating
Age: 35 years
DOB: May 15, 1988
Status: Pregnant
Gestational Age: 28 weeks
Medical History
- Preeclampsia with severe features
- Gestational hypertension
- Gravida 2, Para 1
- Previous pregnancy: Complicated by preeclampsia at 34 weeks
- Current pregnancy: High-risk, MFM co-management
- Chronic hypertension
- BMI: 29.5 (overweight)
- Family history of preeclampsia
Recent Timeline
Preeclampsia-Related CVD identified. Confidence: 89.2%
BP: 165/105, HR: 82, proteinuria 3+
Fetal monitoring normal. BP trending upward.