Myeloproliferative syndromes (MPS) are hematologic malignancies due to the expansion of an abnormal hematopoietic stem cell. They include chronic myeloid leukemia (CML) and non‐CML MPS such as polycythemia vera, essential thrombocythemia and primary myelofibrosis. The latter are distinguished by somatic pathogenic variants affecting JAK2, CALR, or MPL genes. Apparent germline pathogenic variants have been reported in the general population. Here, we found that two gnomAD data‐sets report more homozygotes than expected for the JAK2 c.1849G > T(Val617Phe) variant. We propose that somatic gene conversion can explain the presence of those unexpected homozygotes in normal populations. Consistently, homozygous individuals are older than 65 years. We also found a lower‐than‐expected frequency of the JAK2 variant in younger individuals suggesting that somatic mutation can underlie its presence in (at least some) heterozygotes. Regarding pathogenic variants in MPL and CALR, they are also present in the gnomAD data‐sets explored. However, we cannot conclude that such seemingly germline variants are in fact somatic alterations. These results suggest that apparently normal individuals bearing MPS‐related variants can be subclinical/undiagnosed MPS cases of somatic origin. It would be interesting to assess the hematologic phenotype of such individuals and the presence of the relevant variants in other tissues.