Automated Interpretation of Laboratory Tests
Intelligent decoding of test results. Generation of personalized conclusions: accessible format for patients and clinical — for doctors. Optimization of laboratory or clinic operations and standardization of medical communication.
Technical implementation: integration via text API. Processing of graphic formats (PDF, images) is carried out via OCR module (on the partner's side or as part of an extended pilot).
Implementation Benefits
Reduced Load on Support
The patient receives comprehensive information about results and next steps, minimizing the need to contact the call center.
Unification of Conclusions
A single standard for forming responses, eliminating subjective interpretations and errors ("human factor").
Format Adaptability
Generation of reports adapted to the target audience: patient profile (accessible language) and medical profile (clinical terminology).
Example of Work
A demonstration example on depersonalized data is presented. The system's result is of an informational and reference nature and is not a medical conclusion.
The response format (structure, sections, level of detail, language, tone, and branding) can be adapted to the requirements of the laboratory/clinic and the use case.
Input Data
PATIENT PROFILE
Gender: Male
Age: 42 years
Complaints: Rapid fatigue, heaviness after eating, poor sleep, excess weight in the abdominal area.
1. COMPLETE BLOOD COUNT
Hemoglobin (HGB): 148 g/L (Norm: 130 – 160)
Erythrocytes (RBC): 5.1 x10^12/L (Norm: 4.0 – 5.5)
Hematocrit (HCT): 44 % (Norm: 39 – 49)
Platelets (PLT): 240 x10^9/L (Norm: 180 – 320)
Leukocytes (WBC): 7.2 x10^9/L (Norm: 4.0 – 9.0)
ESR: 8 mm/h (Norm: 2 – 15)
Eosinophils: 6.5 % (Norm: 1 – 5)
2. BIOCHEMICAL ANALYSIS
Glucose (fasting): 6.1 mmol/L (Norm: 3.3 – 5.9)
Insulin: 14.5 mcIU/mL (Norm: 2.6 – 10.0)
Glycated Hemoglobin: 5.8 % (Norm: < 6.0)
Total Protein: 72 g/L (Norm: 66 – 87)
Total Bilirubin: 15.0 µmol/L (Norm: 3.4 – 17.1)
ALT: 35 U/L (Norm: < 41)
AST: 28 U/L (Norm: < 40)
Total Cholesterol: 6.8 mmol/L (Norm: < 5.2)
LDL (Bad Cholesterol): 4.2 mmol/L (Norm: < 3.0)
HDL (Good Cholesterol): 0.9 mmol/L (Norm: > 1.0)
Triglycerides: 2.1 mmol/L (Norm: < 1.7)
Uric Acid: 410 µmol/L (Norm: 202 – 416)
Ferritin: 35 µg/L (Norm: 30 – 400)
Homocysteine: 14 µmol/L (Norm: 5 – 12)
3. HORMONES AND VITAMINS
TSH (Thyroid Stimulating Hormone): 2.1 mIU/L (Norm: 0.4 – 4.0)
Vitamin D (25-OH): 19 ng/mL (Norm: 30 – 100) Result
Option: Short
Analysis of Results
1. Summary and General Assessment
Test results combined with complaints (excess weight, fatigue) indicate a classic picture of metabolic syndrome (metabolic disorder) and Vitamin D deficiency. The body is in a pre-diabetic state and has increased cardiovascular risks. The situation requires correction, but it is reversible.
2. Personal Report: Key Deviations
Carbohydrate Metabolism and Weight
Glucose (6.1 mmol/L) and Insulin (14.5 mcIU/mL): Both indicators are above optimal values.
Simply put: Cells poorly "sense" insulin, so the pancreas is forced to produce more than normal to keep sugar under control. This is called insulin resistance.
What it says: This is the main reason for excess weight in the abdominal area and cravings for food/heaviness after eating. Without correction, this is a path to type 2 diabetes.
Fat Metabolism (Lipid Profile)
Cholesterol (6.8), LDL (4.2), Triglycerides (2.1): Elevated. HDL (0.9): Lowered.
Simply put: There is a lot of "construction debris" (bad cholesterol and fats) in the blood, which can settle on vessel walls, and few "cleaners" (good cholesterol).
What it says: Increased risk of atherosclerosis and heart problems.
Vitamins and Inflammation Markers
Vitamin D (19 ng/mL): Deficiency (norm from 30).
Meaning: Critically important for energy, immunity, and metabolism. Deficiency directly affects your rapid fatigue.
Homocysteine (14 µmol/L): Elevated.
Meaning: A marker showing the risk of damage to the inner vessel wall. Often associated with a deficiency of B vitamins (B9, B12).
Ferritin (35 µg/L): Within laboratory norms, but for a 42-year-old man, this is a low iron reserve. May contribute to fatigue.
Eosinophils (6.5%): Slightly elevated. May indicate mild allergy or parasitic load.
3. Connections and Conclusions
All your complaints are tied into a single knot: 1. Excess weight and insulin resistance cause sugar spikes (fatigue, poor sleep) and disrupt fat metabolism (high cholesterol). 2. Vitamin D deficiency exacerbates insulin resistance and increases the feeling of exhaustion. 3. High homocysteine + bad cholesterol create a load on blood vessels.
4. Action Plan: What to Discuss with a Doctor
Specialist: Therapist or Endocrinologist (priority).
Additional Examinations:
Ultrasound of abdominal organs (check liver for fatty hepatosis).
Ultrasound of the thyroid gland (TSH is normal, but useful for screening).
Vitamin B12 and Folic Acid (to find the cause of high homocysteine).
5. Lifestyle and Nutrients
Nutrition: Key point — reducing simple carbohydrates (sugar, flour) and frequency of meals (remove snacks) to lower insulin. Consider Low Carb or Mediterranean diet.
Vitamin D: Discuss with a doctor taking a therapeutic dosage to replenish the deficiency.
Activity: Daily walking reduces insulin resistance better than many medications.
6. Urgency Assessment
🟡 Planned situation. There is no threat to life, but a systematic approach is required in the next 2–4 weeks to prevent the development of diabetes and vascular problems. Option: Long
Analysis of Medical Examination Results
Hello! I have carefully studied your profile and test results. I understand your concern about fatigue and weight. Your data paints a fairly clear picture typical for many men of your age, and the good news is that these changes are reversible with a competent approach.
Below is a detailed analysis of your indicators.
1. Brief Summary and General Assessment
Overall, your tests indicate the presence of metabolic syndrome. This is a condition where metabolism malfunctions: cells sense insulin worse, fat (cholesterol) metabolism is disrupted, and the body begins to store energy as fat in the abdominal area instead of spending it. Vitamin D deficiency and some risk factors for blood vessels were also identified. The situation is not critical but requires systemic actions to prevent the development of diabetes and cardiovascular diseases.
2. Personal Report: Key Deviations
Here I have highlighted indicators that are outside the normal range or require special attention given your complaints.
Carbohydrate Metabolism (Diabetes Risk)
Glucose: 6.1 mmol/L (Reference: 3.3 – 5.9) — Above normal.
Insulin: 14.5 mcIU/mL (Reference: 2.6 – 10.0) — Above normal.
Simply put: Your fasting blood sugar level is slightly elevated, but the body is forced to produce a lot of insulin to keep this sugar in check. This is called insulin resistance. Cells have "closed" to insulin, and glucose cannot effectively get inside to give you energy — hence the fatigue and cravings for food.
What this says: This is a classic cause of excess weight in the abdominal area ("spare tire") and rapid fatigue.
Lipid Profile (Blood Fats)
Total Cholesterol: 6.8 mmol/L (Reference: < 5.2) — High.
LDL (Bad Cholesterol): 4.2 mmol/L (Reference: < 3.0) — High.
HDL (Good Cholesterol): 0.9 mmol/L (Reference: > 1.0) — Lowered.
Triglycerides: 2.1 mmol/L (Reference: < 1.7) — High.
Simply put: There is a lot of "construction debris" (bad cholesterol and triglyceride fats) in the blood, which can settle on vessel walls, and few "cleaners" (good cholesterol) that remove this debris.
What this says: This increases the risk of atherosclerosis. High triglycerides are often associated with the consumption of simple carbohydrates, sweets, or alcohol, as well as excess weight.
Vitamins and Risk Factors
Vitamin D (25-OH): 19 ng/mL (Reference: 30 – 100) — Deficiency.
Explanation: A level below 20 ng/mL is considered a deficiency. Vitamin D is critically important for immunity, energy, and proper metabolism. Its lack directly affects poor sleep quality and feelings of exhaustion.
Homocysteine: 14 µmol/L (Reference: 5 – 12) — Elevated.
Explanation: This is an amino acid, an excess of which can damage the inner wall of blood vessels. Often elevated with a deficiency of B vitamins (B12, B9/folic acid) and is an additional risk factor for the heart.
Ferritin: 35 µg/L (Reference: 30 – 400) — Lower limit of normal.
Explanation: Although formally you are in the reference range, for an adult man this is a low indicator. Ferritin is an iron "depot". Low iron reserves can cause weakness, shortness of breath, and reduced endurance, even if hemoglobin is normal.
Complete Blood Count
Eosinophils: 6.5 % (Reference: 1 – 5) — Slightly elevated.
Explanation: Eosinophils usually react to allergic processes or the presence of parasites. Given the GI complaints, this is worth keeping in mind, but the deviation is small.
3. Connections and Conclusions
Your symptoms and tests are closely intertwined in a single knot:
Fatigue and Weight: Insulin resistance (high insulin) prevents cells from getting energy from food, sending everything to fat on the abdomen. Because of this, you feel tired even if you have eaten.
Heaviness after eating: High triglycerides and cholesterol often accompany fatty hepatosis (fatty liver) or problems with bile flow. This can give a feeling of heaviness.
Poor sleep: Vitamin D deficiency and metabolic disorders often lead to reduced sleep quality, which closes the vicious circle: didn't sleep -> higher cortisol -> higher insulin -> more weight.
Vascular risks: The combination of high cholesterol, high homocysteine, and high sugar creates a load on blood vessels.
Conclusion: The body is in a state of metabolic stress. It lacks resources (Vitamin D, possibly iron and B vitamins) and is hindered by excess sugar and insulin.
4. Action Plan: What to Discuss with a Doctor
You need a consultation with a general practitioner or endocrinologist.
Questions for discussion and possible additional examinations: * Ultrasound of abdominal organs: Highly desirable to check the liver (for fatty hepatosis) and gallbladder (exclude stones or bile stasis), given complaints of heaviness after eating. * B Vitamins: Discuss checking levels of Vitamin B12 and folic acid, as their deficiency is a frequent cause of high homocysteine. * Additional iron markers: Discuss the advisability of testing for TIBC and transferrin saturation coefficient to exclude latent iron deficiency (given low ferritin). * Therapy correction: The doctor should prescribe therapeutic dosages of Vitamin D and, possibly, drugs to correct the lipid profile or insulin sensitivity, if deemed necessary.
5. Lifestyle and Nutrients
These recommendations are educational in nature and will help you prepare for lifestyle changes.
Nutrition for Insulin Resistance:
The main enemy now is frequent snacking and simple carbohydrates (sugar, pastries, sweet drinks).
Try the "Harvard Plate" principle: half the plate — vegetables/greens, a quarter — protein (meat, fish, eggs), a quarter — complex carbohydrates (buckwheat, quinoa, coarse bread).
Reducing the amount of carbohydrates at dinner can help lower morning sugar.
Physical Activity:
For lowering insulin, regular walking (10,000 steps) and strength exercises 2-3 times a week work best, not exhausting workouts. Muscles are the main consumer of glucose.
Nutraceutical Support (for discussion with a doctor):
Vitamin D: At a level of 19 ng/mL, loading doses (higher than prophylactic) are usually required for a certain period.
Omega-3: Useful for lowering triglycerides and improving cholesterol profile.
B Vitamins: May be required to lower homocysteine.
6. Urgency Assessment
🟡 Medium Urgency (Planned Visit). The situation does not require calling an ambulance, but postponing a visit to the doctor is not worth it. You have active metabolic disorders that will progress without correction. It is recommended to visit a doctor in the next 1–2 weeks.
7. Additional Information
Pay attention to uric acid (410 µmol/L). It is at the upper limit of normal. This can be a precursor to gout, and is also an independent risk factor for the heart. Reducing consumption of red meat, alcohol (especially beer), and sweet drinks will help lower both uric acid and weight. Integration Process
The Laboratory Information System (LIS) or HIS transmits data to the API in text format. Interaction occurs via an asynchronous protocol (202 Accepted + polling) using idempotency keys (Idempotency-Key) to guarantee reliability.
FAQ
Is the result a diagnosis?
No. The system forms a judgment based on the provided data, which serves as an auxiliary tool for the doctor (CDSS). The final clinical decision always remains with the specialist.
Is PDF/scan upload supported?
The main protocol is text-based. Processing graphic files (scans, photos) requires preliminary processing via an OCR module (implemented on the partner's side or as part of extended integration).
How is data security ensured?
We use secure data transmission protocols. A Zero-Log option is available, where data is not saved on processing servers. More details: /b2b/security/.
Start Pilot Project
Ready to discuss launching a pilot project on your data and integration with your LIS/HIS? Submit an application to agree on technical requirements and conditions.