Q:

Are glucose and galactose cis-trans isomers of each other?

Glucose and galactose are diastereomers of each other. However, is it correct to say that they are cis-trans isomers of each other? Does it make a difference with regard to terminology if glucose and galactose are in cyclic form i.e. are glucopyranose and galactopyranose cis-trans-isomers of each other? And is it correct to say that glucopyranose has $2^5-1=31$ cis-trans isomers?
I would also appreciate some references to verify the correct use of terminology in this situation.
NOTE: I have edited this question to clarify that I'm interested in the cyclic form as well.

A:

Glucose and Galactose are best described as epimers of one another.
The three structures below all have the same molecular formula and the same connectivity, but differ in the absolute configuration at a single stereocentre (this is the definition of an epimer).
You can see that glucose and galactose are epimeric at the $\mathrm{C4}$ position, whilst glucose and mannose are epimeric at the $\mathrm{C2}$ position.

Image taken from Principles of Biochemistry, Lehninger et. al. (5 ed.)

To comment on the use of cis and trans.
The cis/trans nomenclature is used to describe the geometric isomerism of alkenes - it is not correct nor appropriate to use it in this context.  What you may be referring to is whether two adjacent stereo centres are syn or anti to one another.

A:

Since the question was revised, I have revised the answer as well to include more information:

Part A
Glucose and galactose are not cis isomers, but diastereomers called epimers, 
Two sugars that differ only in the configuration around one carbon atom are called epimers; D-glucose and D-mannose, which differ only in the stereochemistry at C-2, are epimers, as are D-glucose and D-galactose (which differ at C-4):

In other words they are nonsuperimposable, nonmirror-image stereoisomers.
The explanation below gives some insight on what forms of isomerism such sugars exhibit:
The predominant form of stereo-isomerism in such sugars as monosaccharides is optical isomerism.
Simple substances which show optical isomerism exist as two isomers known as enantiomers.
A solution of one enantiomer rotates the plane of polarisation in a clockwise direction. This enantiomer is known as the (+) form.
A solution of the other enantiomer rotates the plane of polarisation in an anti-clockwise direction. This enantiomer is known as the (-) form. 
For monosaccharides with two or more asymmetric carbons, the prefix D or L refers to the configuration of the highest numbered asymmetric carbon (the asymmetric carbon farthest from the carbonyl carbon). A monosaccharide is designated D if the hydroxyl group on the highest numbered asymmetric carbon is drawn to the right in a Fischer projection, as in D-glyceraldehyde.
The stereochemistry and configurations for the aldohexoses  (monosaccharides) was put forward by Emil Fischer  in 1896. According to the Fischer convention, 

D sugars have the same absolute configuration at the asymmetric centre
  farthest removed from their carbonyl group as does D-glyceraldehyde. The L 
  sugars, in accordance with this convention, are mirror images of their D counterparts

Note that the designation D or L merely relates the configuration of a given molecule to that of glyceraldehyde and does not specify the sign of rotation of plane-polarized light.

If the sign of optical rotation is to be specified in the name, the
  convention of D or L designations may be used along with a + (plus) or
  - (minus) sign. Thus, D-glucose may also be called D (+)-glucose because it is dextrorotatory, whereas D-fructose , which is
  levorotatory, can also be named D(-)-fructose.

The relationship between the enantiomers
One of the enantiomers is simply a non-superimposable mirror image of the other one.
A chiral (asymmetric) carbon atom is the usual source of optical isomerism, as was the case with amino acids. The simplest carbohydrate that contains a chiral carbon is glyceraldehyde, which can exist in two isomeric forms that are mirror images of each other.

Part B
In general, a molecule with n chiral centers can have $2^1$ stereoisomers. Glyceraldehyde has $2^1=2$; the aldohexoses, with four chiral centers, have $2^4=16$ stereoisomers. Thus 
In general, n-carbon aldoses have  $2^{n-2}$ stereoisomers.
Certain conventions are used for two-dimensional drawings of the three-dimensional
structures of stereoisomers. The dashed wedges represent bonds directed away
from the viewer, below the plane of the paper, and the solid wedges represent
bonds directed oppositely, toward the viewer and out of the plane of the paper.

Part C 
The same is true for cyclic forms of sugars (not cis-trans isomerism):
The cyclization of a monosaccharide renders the former carbonyl carbon asymmetric. The resulting pair of diastereomers are known as anomers and the hemiacetal or hemiketal carbon is referred to as the
anomeric carbon. In the α anomer, the OH substituent to the anomeric carbon is on the opposite side of the sugar ring from the CH2OH group at the chiral center that designates the D or L configuration (C5 in hexoses). The other anomer is known as the β form;

References:

Lehinnger biochemistry
Voet and Voet biochemistry
Biochemistry Grisham
Biochemistry Campbell and Farrel

