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If the ultrasound scans and the amniocentesis reports have been consistent in showing results positive for Down syndrome, then chances cannot be ruled out completely (as false positive results are about 2-5%, and accuracy of the tests are about 95%). The baby born will be affected (if results are positive), although the extent might vary in few cases. Consider discussing your results with Perinatologist for further explanation. You can consider going ahead with further tests to confirm the results like : maternal serum alpha feto protein (a fetal liver protein), estriol (a pregnancy hormone), human chorionic gonadotropin (hCG, a pregnancy hormone), and inhibin-Alpha (INHA), Ultrasound scan done to measure Nuchal Translucency in addition to the freeBeta hCG and PAPPA (pregnancy-associated plasma protein A) measurement. Be regular follow-up with your treating gynecologist/obstetrician.
Take care.