The positive weights for CA125 and HE4 indicate a higher predicted likelihood of cancer for those with a higher expression, while the negative weights for ITGAV and SEZ6L indicate a lower predicted likelihood of cancer for those with a higher expression. The gene discussed is ITGAV; the disease is cancer.