Consultation In Applied Research Using Ai & ML @ Institute Of Bio Medical Engineering, Applied Research Using BigData in Public Health
Non Prejudicial Disclosure, Intellectual Property: Solution Design Using Ai in Bio Medical Engineering,
Date: Jun 14, 2024
Thretre: Development Country Applied Research: Ai in Public Health Care
Our Patient is a 60 yr old female who possessed Dengu symptoms. Weakness, unable swollen throat. We conducted the following diagnostics, of her 5 living years (1997-2023 from 55-60 of her age) haematology and pathology tests that show gradual from excellent to disease vulnerability , to sinus infection , diabetes, kidney disease, heart disease, asthma, liver disease finally to Dengu and sudden decrease of platelets due to malfunction of kidney from diabetes, infection in thyroid , designated by TSH reading, sudden overnight abrupt decrease in platelet to 40,000/Cmm within moments before beiing able to replenish with blood platelets, and towards heart-brain communication loss plunging in to death , with an unsustainable bio-physical system of a Human Being exposed to sudden unpredictable mosquito bites.
Status: Deceased due to Dengu infection. we adopt the following tests:
.
We used
Vitors 5600/Advia Centaur Xpt/Immulite 2000 XPi/Liaison / Maglumi 2000 Plus Random Access Immunoassay Analyzer,
Urised 3 and Labumat Urine Analyzer
Atellica Siemens Automated Analyzer
Vitros ECI /Advia Centaur XP/Architect I 1000 SR/Liaison Random Access
Checked Manually
Digital X-Ray of P.N.S O/M view
PNS OM View:
Air fluid levels are noted in both maxillary sinuses.
Rests of the paranasal sinus are o formal radiology
Nasal septum is central
No bony erosion is seen
With above these we conclude acute maxillary sinusitis (Bil)
X-Ray 1 film 100% CXR PA Digital
Chest P/A View
Lings: Ling marking are accentuated
Hilar Shadow: Normal
Diaphragm: Normal in position and contour
Basal Angle: Clear
Heart: Mildly enlarged in transverse diameter .Aorta is unfolded.
Trachea: Appears central in position
Bony Thorax : Reveals no abnormality
Impression: Mild Cardiomegaly.
X-Ray of Nasopharynx –Lateral View
Normal thinness of the nasopharyngeal tonsil noted
No abnormal pre-vertical soft tissue shadow seen
Air way is clear
Soft tissue swelling is notice on the nose
ICT For Dengu Antibodies (IgG and IgM)
IgG positive
IgM Negative
Comments: probably indicative of secondary dengu infection .please correlated the result with clinical condition.
Prothrombin Time
Estimation are carried out by Sysmex CA-104/Sysmex CS-1600 /STA Compact Max (Stago) Fully Automated Coagulation Analyzer
Control 12 second ref value 12-17
Patient 14 second
Prothrombin Index 85.71 %
Ration 1.16
INR 1.17
Creatinine Serum 151 micro mol./ liter ref value M:60-130 F :53-120 micro mol/Liter
Urine Examination
Physical Examination:
Quantity a Few Mil
Color Straw
Appearance Clear
Sediments Nil
Chemical Examination
Reaction pH Acidic
Sugar (reducing Substances) Nil
Albumin Nil
Excess of Phosphates Nil
This rest is performed by Access2 of Bachman Coulter
Glucose
RBS (mmol/L) 18.1 [ <7.8]
Kidney Function
Creamtinine (mg/dl) 1.1 [ 0.4 to 1.4 ]
Electrolytes
Na+(mEq/l) 145.0 [135 to 145 ]
K+ (mEq/l) 4.2 [3.52 to 5.0 ]
Cl- (m eq/l) 107.0 {95 to 105 ]
Biochemistry:
Estimation carried out by Vitros 5600 /Seimens Advia 1800/Dimension ExL-LM system And Checked manually.
S. creatinine 1.25 mg/dl adult male 0.70-1.30
Female 0.50-1.10
S.ALT(SGPT) 18 U/L Male 16-63
Female 14-59
Lipid Profile
S. Cholesterol 181 mg/dl <200
HDL 36 mg/dl >35
LDL 112 mg/dl <130
TG 150 mg/dl <150
T. Cholesterol-HDL Ratio 5.03 Normal <4.5
Moderate 4.5-8.5
High Risk > 8.5
Chest PA View
Lung fields are clear
Basal angels are clear
Heat : Normal in TD
Diaphragm : Normal in contour and level
Thoracic Skeleton and the Soft tissue are normal
Comment: Normal skigram of chest.
Application of ML, Ai Research Bio Medical Engineering, Case Study Analysis:
Hematology 12/01/2021:
Test carried out by Ves-Matic Analyzer , Sysmax-XN-1000 AL Random Access Haematology And Checked manually.
Red Blood Cell:
Haemoglobin 10.0 g/dl Adult Men 15.0+-2.0 Women :13.5+- 1.5
At birth 13.5=-19.5 Days 14.5-22.5
1 month: 11-17, 2-5, Months:9.5-13.5
Total RBC 3.41 million/Cm Men: 5+-0.5, Women 4.3+-0.5
Total Platelet count 2,75,000/Cmm 1,50,000- 4,50,000
MPV 11.6 fl 8.0-9.5
Hematology Date: 12/4/2021
Tests: TC/DC/HB%/ESR/PLATELES COUNT /PMCT
Haemoglobin 10.1 g/dl Adult Men 15.0+-2.0 Women :11.5+- 1.5
At birth 13.5=-19.5 Days 14.5-22.5
1 month: 11-17, 2-5, Months:9.5-13.5
Total RBC 3.3 million/Cm Men: 5+-0.5, Women 4.3+-0.5
Platelets 246x10^9/L F 3.8-4.8 M 4.5-5.5 X 10^12/L
White Blood Cells 9.7x10^9/L 150-450 x10^9/L
ESR(capillary method) 21 mm in 1st hr
(auto analyzer) Men: < 29mm ,F< 38 mm