diff --git a/pydeeptools/deeptools/test/test_data/multiBamSummary_result2b.npz b/pydeeptools/deeptools/test/test_data/multiBamSummary_result2b.npz
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diff --git a/pydeeptools/deeptools/test/test_data/plotPCA_result.png b/pydeeptools/deeptools/test/test_data/plotPCA_result.png
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diff --git a/pydeeptools/deeptools/test/test_plotPCA.py b/pydeeptools/deeptools/test/test_plotPCA.py
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+++ b/pydeeptools/deeptools/test/test_plotPCA.py
@@ -0,0 +1,32 @@
+import deeptools.plotPCA
+import deeptools.utilities
+import os.path
+from os import unlink
+from matplotlib.testing.compare import compare_images
+import numpy as np
+import numpy.testing as nt
+
+ROOT = os.path.dirname(os.path.abspath(__file__)) + "/test_data/"
+
+def test_plotPCA():
+    """
+    Test minimal command line args for plotPCA
+    """
+    COR = ROOT + "multiBamSummary_result2b.npz"
+    outpng = '/tmp/test_plot.png'
+    outdata = '/tmp/test_plot_data.txt'
+
+    args = "--corData {} --plotTitle Test-Plot --plotFile {} --outFileNameData {}".format(COR,outpng, outdata).split()
+    deeptools.plotPCA.main(args)
+
+    res = compare_images(ROOT + 'plotPCA_result.png', outpng, 50)
+    assert res is None, res
+    unlink(outpng)
+
+    resp = np.loadtxt(outdata, skiprows=2, delimiter='\t')
+
+    expected = np.array([[1,-0.7071067811865476,-0.7071067811865475,4.0],
+                         [2,-0.7071067811865475,0.7071067811865476,1.2325951644078315e-28]])
+
+    nt.assert_allclose(resp, expected, atol=1e-10)
+    unlink(outdata)