Satyanarayana Thallam

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molecular diagnostics breast cancer diagnostics laboratory cancer care cancer cancer diagnostics doctors healthcare healthtech cancer diagnosis oncology oncologist cancer treatment biotechnology research breast cancer recurrence test canassist breast prognostic testing personalized cancer treatment avoid chemotherapy biomarker analysis cancer recurrence risk early-stage breast cancer hormone receptor positive tumor biomarkers risk score calculation machine learning algorithm ihc-based testing clinical parameters oncology decision support custom treatment plans cancer treatment personalization avoid over-treatment healthcare cost reduction patient empowerment quality of life improvement biomarker validation oncologist insights cancer prediction tools scientific publications patient evaluation process advanced cancer diagnostics precision medicine risk stratification treatment planning ai-driven analysis multi-marker testing patient cohort validation clinical validation studies data integration cut-off score determination proteomics-based method cost-effective solutions patient-specific reports recurrence prediction chemotherapy side effects surgical specimen testing healthcare innovation tumor biology understanding breast cancer awareness optimal care strategy hospital & health care medical health care health wellness & fitness enterprise software enterprises computer software information technology & services b2b