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for FILE in *.tsv; do
    cut -f3 $FILE > $FILE.temp    # use -d option if not tab-delimited
...

paste *.temp > final.tsv
rm *.temp

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for FILE in *.tsv; do
    echo $FILE > $FILE.temp
...

paste gene-ids.tsv *.temp > final.tsv
rm *.temp